From d5634e17ca812562e417b00ebe5af87cfc0962f3 Mon Sep 17 00:00:00 2001
From: Yuling1996 <dai59wisc.edu>
Date: Mon, 23 Nov 2020 16:59:16 -0600
Subject: [PATCH 01/13] spectralLibraryWriter2

---
 .../SpectralLibrarySearch/LibrarySpectrum.cs  |   2 +
 .../SpectralLibrarySearchFunction.cs          | 144 ++++++++++++++++++
 TaskLayer/MetaMorpheusTask.cs                 |  15 ++
 .../SearchTask/PostSearchAnalysisTask.cs      |  52 +++++++
 Test/SpectralLibraryReaderTest.cs             |  61 ++++++++
 Test/Test.csproj                              |   3 +
 ...alLibraryWithFullsequenceFortestWriter.msp |  62 ++++++++
 7 files changed, 339 insertions(+)
 create mode 100644 Test/TestData/spectralLibraryWithFullsequenceFortestWriter.msp

diff --git a/EngineLayer/SpectralLibrarySearch/LibrarySpectrum.cs b/EngineLayer/SpectralLibrarySearch/LibrarySpectrum.cs
index 2650f5b4d..3016df168 100644
--- a/EngineLayer/SpectralLibrarySearch/LibrarySpectrum.cs
+++ b/EngineLayer/SpectralLibrarySearch/LibrarySpectrum.cs
@@ -17,6 +17,8 @@ public class LibrarySpectrum
         public int ChargeState { get; set; }
         public List<MatchedFragmentIon> MatchedFragmentIons { get; set; }
         public bool IsDecoy { get; set; }
+        public string ModsString { get; set; }
+        public string BaseSequenceWithoutMods { get; set; }
         public string Name
         {
             get { return Sequence + "/" + ChargeState; }
diff --git a/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs b/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs
index a3fd04cc3..ab94d019d 100644
--- a/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs
+++ b/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs
@@ -96,5 +96,149 @@ public static double CalculateNormalizedSpectralAngle(List<MatchedFragmentIon> t
 
             return normalizedSpectralAngle;
         }
+
+        //1024TestDoneCompareFunction
+        public static double MatchedSpectraCompare(List<MatchedFragmentIon> standardSpectra, List<MatchedFragmentIon> spectraToCompare)
+        {
+
+            double[] mz1 = standardSpectra.Select(b => b.Mz).ToArray();
+            double intensitySum1 = standardSpectra.Select(b => b.Intensity).Sum();
+            double[] intensity1 = standardSpectra.Select(b => b.Intensity / intensitySum1).ToArray();
+            //Console.WriteLine(mz1.Length + "  " + intensity1.Length);
+            Array.Sort(mz1, intensity1);
+
+            double[] mz2 = spectraToCompare.Select(b => b.Mz).ToArray();
+            double intensitySum2 = spectraToCompare.Select(b => b.Intensity).Sum();
+            double[] intensity2 = spectraToCompare.Select(b => b.Intensity / intensitySum2).ToArray();
+            Array.Sort(mz2, intensity2);
+            //Console.WriteLine(mz2.Length + "  " + intensity2.Length);
+
+            var commonNumbers = mz1.Union(mz2).ToArray();
+            double min = commonNumbers.Min();
+            double max = commonNumbers.Max();
+            int roundMin = (int)min;
+            int roundMax = (int)max + 1;
+            //Console.WriteLine(roundMin + "  " + roundMax);
+
+            //convert spectra to vectors
+            List<double> vector1 = new List<double>();
+            List<double> vector2 = new List<double>();
+
+            int i = 0; //iterate through mz1
+            int k = 0; //iterate through bin
+            double oneMz = mz1[0];
+            double oneIntensity = intensity1[0];
+            //find where peaks match
+            while (roundMin + k * 0.5 < roundMax)
+            {
+                List<double> x1 = new List<double>();
+                while (i < mz1.Length && roundMin + k * 0.5 <= oneMz && oneMz < roundMin + k * 0.5 + 0.5)
+                {
+                    x1.Add(oneIntensity);
+                    i++;
+                    if (i != mz1.Length)
+                    {
+                        oneMz = mz1[i];
+                        oneIntensity = intensity1[i];
+                    }
+                }
+                vector1.Add(x1.Sum());
+                k++;
+            }
+
+            int j = 0; //iterate through mz2
+            int n = 0; //iterate through bin
+            double twoMz = mz2[0];
+            double twoIntensity = intensity2[0];
+            while (roundMin + n * 0.5 < roundMax)
+            {
+                List<double> x2 = new List<double>();
+                while (j < mz2.Length && roundMin + n * 0.5 <= twoMz && twoMz < roundMin + n * 0.5 + 0.5)
+                {
+                    x2.Add(twoIntensity);
+                    j++;
+                    if (j != mz2.Length)
+                    {
+                        twoMz = mz2[j];
+                        twoIntensity = intensity2[j];
+                    }
+                }
+                vector2.Add(x2.Sum());
+                n++;
+            }
+
+            //numerator of dot product
+            double numerator = 0;
+            for (i = 0; i < vector1.Count; i++)
+            {
+                numerator += vector1[i] * vector2[i];
+            }
+
+            //denominator of dot product
+            double denominator = Math.Sqrt(vector1.Sum(x => x * x)) * Math.Sqrt(vector2.Sum(x => x * x));
+
+            var score = numerator / denominator;
+            return score;
+        }
+
+        public static List<MatchedFragmentIon> AverageTwoSpectra(List<MatchedFragmentIon> spectraOne, List<MatchedFragmentIon> spectraTwo)
+        {
+            Dictionary<String, MatchedFragmentIon> averagedPeaksDictionary = new Dictionary<String, MatchedFragmentIon>();
+            var averageTwoSpectraResult = new List<MatchedFragmentIon>();
+            Dictionary<String, MatchedFragmentIon> spectraOneDictionary = new Dictionary<String, MatchedFragmentIon>();
+            Dictionary<String, MatchedFragmentIon> spectraTwoDictionary = new Dictionary<String, MatchedFragmentIon>();
+            double intensitySum1 = spectraOne.Select(b => b.Intensity).Sum();
+            double intensitySum2 = spectraTwo.Select(b => b.Intensity).Sum();
+            foreach (var ionOne in spectraOne)
+            {
+                var productWithChargeInOne = ionOne.NeutralTheoreticalProduct.ProductType.ToString() + ionOne.NeutralTheoreticalProduct.FragmentNumber + "^" + ionOne.Charge;
+                spectraOneDictionary.Add(productWithChargeInOne, ionOne);
+            }
+            foreach (var ionTwo in spectraTwo)
+            {
+                var productWithChargeInTwo = ionTwo.NeutralTheoreticalProduct.ProductType.ToString() + ionTwo.NeutralTheoreticalProduct.FragmentNumber + "^" + ionTwo.Charge;
+                spectraTwoDictionary.Add(productWithChargeInTwo, ionTwo);
+            }
+            var oneKeyList = spectraOneDictionary.Keys.ToList();
+            var twoKeyList = spectraTwoDictionary.Keys.ToList();
+            List<String> AllproductWithCharge = new List<string>();
+            AllproductWithCharge.AddRange(oneKeyList);
+            foreach (var x in twoKeyList)
+            {
+                if (!AllproductWithCharge.Contains(x))
+                {
+                    AllproductWithCharge.Add(x);
+                }
+
+            }
+
+            //Tolerance tolerance = new PpmTolerance(40);
+            foreach (var productWithCharge in AllproductWithCharge)
+            {
+                if (spectraOneDictionary.ContainsKey(productWithCharge) && spectraTwoDictionary.ContainsKey(productWithCharge))
+                {
+                    var newMz = (spectraOneDictionary[productWithCharge].Mz + spectraTwoDictionary[productWithCharge].Mz) / 2;
+                    var newNorIntensity = (spectraOneDictionary[productWithCharge].Intensity / intensitySum1 + spectraTwoDictionary[productWithCharge].Intensity / intensitySum2) / 2;
+                    Product product = spectraOneDictionary[productWithCharge].NeutralTheoreticalProduct;
+                    var newIon = new MatchedFragmentIon(ref product, newMz, newNorIntensity, spectraOneDictionary[productWithCharge].Charge);
+                    averageTwoSpectraResult.Add(newIon);
+                }
+                else if (spectraOneDictionary.ContainsKey(productWithCharge))
+                {
+                    Product productOne = spectraOneDictionary[productWithCharge].NeutralTheoreticalProduct;
+                    var oneIon = new MatchedFragmentIon(ref productOne, spectraOneDictionary[productWithCharge].Mz, (spectraOneDictionary[productWithCharge].Intensity / intensitySum1) / 2, spectraOneDictionary[productWithCharge].Charge);
+                    averageTwoSpectraResult.Add(oneIon);
+                }
+                else if (spectraTwoDictionary.ContainsKey(productWithCharge))
+                {
+                    Product productTwo = spectraTwoDictionary[productWithCharge].NeutralTheoreticalProduct;
+                    var twoIon = new MatchedFragmentIon(ref productTwo, spectraTwoDictionary[productWithCharge].Mz, (spectraTwoDictionary[productWithCharge].Intensity / intensitySum2) / 2, spectraTwoDictionary[productWithCharge].Charge);
+                    averageTwoSpectraResult.Add(twoIon);
+                }
+            }
+            var testmz1 = averageTwoSpectraResult.Select(b => b.Mz).ToArray();
+            var testin1 = averageTwoSpectraResult.Select(b => b.Intensity).ToArray();
+            return averageTwoSpectraResult;
+        }
     }
 }
diff --git a/TaskLayer/MetaMorpheusTask.cs b/TaskLayer/MetaMorpheusTask.cs
index f4303e3c9..f1a172f1c 100644
--- a/TaskLayer/MetaMorpheusTask.cs
+++ b/TaskLayer/MetaMorpheusTask.cs
@@ -597,6 +597,21 @@ protected static void WritePsmsToTsv(IEnumerable<PeptideSpectralMatch> psms, str
             }
         }
 
+        protected static void WriteSpectralLibrary(List<LibrarySpectrum> spectrumLibrary, string outputFolder)
+        {
+
+            string spectrumFilePath = outputFolder + "\\spectralLibrary.msp";
+            using (StreamWriter output = new StreamWriter(spectrumFilePath))
+            {
+
+                foreach (var x in spectrumLibrary)
+                {
+                    output.WriteLine(x.ToString());
+                }
+
+            }
+        }
+
         protected void ReportProgress(ProgressEventArgs v)
         {
             OutProgressHandler?.Invoke(this, v);
diff --git a/TaskLayer/SearchTask/PostSearchAnalysisTask.cs b/TaskLayer/SearchTask/PostSearchAnalysisTask.cs
index f44e43a5e..506a56648 100644
--- a/TaskLayer/SearchTask/PostSearchAnalysisTask.cs
+++ b/TaskLayer/SearchTask/PostSearchAnalysisTask.cs
@@ -7,6 +7,7 @@
 using MassSpectrometry;
 using MathNet.Numerics.Distributions;
 using Proteomics;
+using Proteomics.Fragmentation;
 using Proteomics.ProteolyticDigestion;
 using System;
 using System.Collections.Generic;
@@ -68,6 +69,7 @@ public MyTaskResults Run()
 
             HistogramAnalysis();
             WritePsmResults();
+            SpectralLibraryGeneration();
             WriteProteinResults();
             WriteQuantificationResults();
             WritePrunedDatabase();
@@ -513,6 +515,56 @@ private void HistogramAnalysis()
             }
         }
 
+        //write spectral library by Yuling 11/14
+        private void SpectralLibraryGeneration()
+        {
+            var FilteredPsmList = Parameters.AllPsms
+                .Where(p => p.FdrInfo.QValue <= 0.1
+                && p.FdrInfo.QValueNotch <= CommonParameters.QValueOutputFilter).ToList();
+            FilteredPsmList.RemoveAll(b => b.IsDecoy);
+            FilteredPsmList.RemoveAll(b => b.IsContaminant);
+
+            //write spectral library by Yuling 11/14
+            Dictionary<String, List<PeptideSpectralMatch>> PsmsGroupByPeptideAndCharge = new Dictionary<String, List<PeptideSpectralMatch>>();
+            foreach (var x in FilteredPsmList)
+            {
+                List<PeptideSpectralMatch> psmsWithsinglePeptide = Parameters.AllPsms.Where(b => b.FullSequence == x.FullSequence).OrderByDescending(p => p.Score).ToList();
+                String peptideWithChargeState = x.FullSequence + "/" + x.ScanPrecursorCharge;
+                List<PeptideSpectralMatch> psmsWithsinglePeptideAndSameCharge = psmsWithsinglePeptide.Where(b => b.ScanPrecursorCharge == x.ScanPrecursorCharge).OrderByDescending(p => p.Score).ToList();
+                if (!PsmsGroupByPeptideAndCharge.ContainsKey(peptideWithChargeState))
+                {
+                    PsmsGroupByPeptideAndCharge.Add(peptideWithChargeState, psmsWithsinglePeptideAndSameCharge);
+                }
+            }
+
+            var spectrumLibrary = new List<LibrarySpectrum>();
+            foreach (var x in PsmsGroupByPeptideAndCharge)
+            {
+                List<MatchedFragmentIon> standspctra = x.Value[0].MatchedFragmentIons;
+                double standPrecursurMz = x.Value[0].ScanPrecursorMonoisotopicPeakMz;
+                double standRt = x.Value[0].ScanRetentionTime;
+                int a = 0;
+                while (a < x.Value.Count - 1)
+                {
+                    //Console.WriteLine(x.Key + "   " + this.matchedSpectraCompare(standspctra, x.Value[a + 1].MatchedFragmentIons));
+                    var spectrumTocompare = x.Value[a + 1].MatchedFragmentIons;
+
+                    var compareScore = SpectralLibrarySearchFunction.MatchedSpectraCompare(standspctra, spectrumTocompare);
+                    if (compareScore > 0.90)
+                    {
+                        standspctra = SpectralLibrarySearchFunction.AverageTwoSpectra(standspctra, spectrumTocompare);
+                        standPrecursurMz = (standPrecursurMz + x.Value[a + 1].ScanPrecursorMonoisotopicPeakMz) / 2;
+                        standRt = (standRt + x.Value[a + 1].ScanRetentionTime) / 2;
+                    }
+                    a++;
+                }
+                var standSpectrum = new LibrarySpectrum(x.Value[0].FullSequence, standPrecursurMz, x.Value[0].ScanPrecursorCharge, standspctra, standRt);
+                standSpectrum.BaseSequenceWithoutMods = x.Value[0].BaseSequence;
+                spectrumLibrary.Add(standSpectrum);
+            }
+
+            WriteSpectralLibrary(spectrumLibrary, Parameters.OutputFolder);
+        }
         private void WritePsmResults()
         {
             Status("Writing PSM results...", Parameters.SearchTaskId);
diff --git a/Test/SpectralLibraryReaderTest.cs b/Test/SpectralLibraryReaderTest.cs
index 1c60770ca..c2ebc519c 100644
--- a/Test/SpectralLibraryReaderTest.cs
+++ b/Test/SpectralLibraryReaderTest.cs
@@ -148,5 +148,66 @@ public static void SpectralLibrarySearchTest()
 
             Directory.Delete(outputDir, true);
         }
+
+        [Test]
+        public static void SpectralLibraryWriterTest()
+        {
+            var test = Path.Combine(TestContext.CurrentContext.TestDirectory, @"TestData\spectralLibraryWithFullsequenceFortestWriter.msp");
+            var testLibraryWithoutDecoy = new SpectralLibrary(new List<string> { test });
+            Assert.That(testLibraryWithoutDecoy.TryGetSpectrum("AEGSDVANAVLDGADC[Common Fixed:Carbamidomethyl on C]IMLSGETAK", 3, out var spectrum));
+            Assert.That(testLibraryWithoutDecoy.TryGetSpectrum("MVDENC[Common Fixed:Carbamidomethyl on C]VGFDHTVKPVSDMELETPTDK", 3, out var spectrum2));
+        }
+
+            [Test]
+        public static void TestSpectraCompareAndAverage()
+        {
+            var product = new Product();
+            var a = new MatchedFragmentIon(ref product, 1, 2, 1);
+            var b = new MatchedFragmentIon(ref product, 2, 2, 1);
+            var c = new MatchedFragmentIon(ref product, 3, 2, 1);
+            var d = new MatchedFragmentIon(ref product, 4, 2, 1);
+            var e = new MatchedFragmentIon(ref product, 1, 4, 1);
+            var f = new MatchedFragmentIon(ref product, 2, 4, 1);
+            var g = new MatchedFragmentIon(ref product, 3, 4, 1);
+            var h = new MatchedFragmentIon(ref product, 5, 4, 1);
+       
+            var compare1 = SpectralLibrarySearchFunction.MatchedSpectraCompare(new List<MatchedFragmentIon> { a, b, c }, new List<MatchedFragmentIon> { f, g, h });
+            var compare2 = SpectralLibrarySearchFunction.MatchedSpectraCompare(new List<MatchedFragmentIon> { a, b, c }, new List<MatchedFragmentIon> { a, b, c });
+            var compare3 = SpectralLibrarySearchFunction.MatchedSpectraCompare(new List<MatchedFragmentIon> { a, b, h }, new List<MatchedFragmentIon> { f, e, g });
+            Assert.That(Math.Abs(compare1 - 0.6667) < 0.001);
+            Assert.That(Math.Abs(compare2 - 1) < 0.001);
+            Assert.That(Math.Abs(compare3 - 0.4714) < 0.001);
+
+            //test averageTwoSpectraFunction by Yuling
+            Product b1 = new Product(ProductType.b, FragmentationTerminus.Both, 0, 1, 0, 0);
+            Product b2 = new Product(ProductType.b, FragmentationTerminus.Both, 0, 2, 0, 0);
+            Product b3 = new Product(ProductType.b, FragmentationTerminus.Both, 0, 3, 0, 0);
+            Product b4 = new Product(ProductType.b, FragmentationTerminus.Both, 0, 4, 0, 0);
+            Product b5 = new Product(ProductType.b, FragmentationTerminus.Both, 0, 5, 0, 0);
+            Product y1 = new Product(ProductType.y, FragmentationTerminus.Both, 0, 1, 0, 0);
+            Product y2 = new Product(ProductType.y, FragmentationTerminus.Both, 0, 2, 0, 0);
+            Product y3 = new Product(ProductType.y, FragmentationTerminus.Both, 0, 3, 0, 0);
+            Product y4 = new Product(ProductType.y, FragmentationTerminus.Both, 0, 4, 0, 0);
+            Product y5 = new Product(ProductType.y, FragmentationTerminus.Both, 0, 5, 0, 0);
+
+            var o = new MatchedFragmentIon(ref b1, 1, 3, 1);
+            var p = new MatchedFragmentIon(ref b2, 2, 2, 1);
+            var q = new MatchedFragmentIon(ref b3, 3, 1, 1);
+            var r = new MatchedFragmentIon(ref b1, 4, 2, 2);
+            var s = new MatchedFragmentIon(ref b2, 2, 4, 1);
+            var t = new MatchedFragmentIon(ref b3, 2, 4, 2);
+
+            // all same charge
+            var ave1 = SpectralLibrarySearchFunction.AverageTwoSpectra(new List<MatchedFragmentIon> { o, p, q }, new List<MatchedFragmentIon> { o, p, q });
+            Assert.AreEqual(ave1.Count, 3);
+            Assert.AreEqual(ave1[0], new MatchedFragmentIon(ref b1, 1, 0.5, 1));
+
+            // with different charges
+            var ave2 = SpectralLibrarySearchFunction.AverageTwoSpectra(new List<MatchedFragmentIon> { o, p, q }, new List<MatchedFragmentIon> { r, s, t });
+            Assert.AreEqual(ave2.Count, 5);
+            Assert.AreEqual(ave2[0].Intensity, 0.25);
+            Assert.That(Math.Abs(ave2[1].Intensity - 0.3667) < 0.01);
+
+        }
     }
 }
diff --git a/Test/Test.csproj b/Test/Test.csproj
index 64ffad5b5..102906f82 100644
--- a/Test/Test.csproj
+++ b/Test/Test.csproj
@@ -205,6 +205,9 @@
     <None Update="TestData\SpectralLibrarySearch\slicedMouse.raw">
       <CopyToOutputDirectory>Always</CopyToOutputDirectory>
     </None>
+    <None Update="TestData\spectralLibraryWithFullsequenceFortestWriter.msp">
+      <CopyToOutputDirectory>Always</CopyToOutputDirectory>
+    </None>
     <None Update="TestData\TaGe_SA_HeLa_04_subset_longestSeq.mzML">
       <CopyToOutputDirectory>Always</CopyToOutputDirectory>
     </None>
diff --git a/Test/TestData/spectralLibraryWithFullsequenceFortestWriter.msp b/Test/TestData/spectralLibraryWithFullsequenceFortestWriter.msp
new file mode 100644
index 000000000..a6b60415d
--- /dev/null
+++ b/Test/TestData/spectralLibraryWithFullsequenceFortestWriter.msp
@@ -0,0 +1,62 @@
+Name: AEGSDVANAVLDGADC[Common Fixed:Carbamidomethyl on C]IMLSGETAK/3
+MW: 832.0530474967455
+Comment: Parent=832.0530474967455 RT=179.79274259073895
+Num peaks: 30
+147.11208963394165	0.06901563868513455	"y1^1/0ppm"
+201.0862011909485	0.00013797485462015792	"b2^1/0ppm"
+218.14799094200134	0.00044056506519407954	"y2^1/0ppm"
+258.10840702056885	2.875761111635475E-05	"b3^1/0ppm"
+319.1983485817909	0.0026598563194152624	"y3^1/0ppm"
+345.1388473510742	3.44645820813353E-06	"b4^1/0ppm"
+448.23669028282166	0.0001427632781793673	"y4^1/0ppm"
+460.1653690338135	9.949696016589893E-05	"b5^1/0ppm"
+505.25952408229386	0.2309473308837164	"y5^1/0ppm"
+559.2320953831266	0.0006791786549231851	"b6^1/0ppm"
+592.2889990419209	0.569813212278294	"y6^1/0ppm"
+630.2676391601562	0.0014102099194122576	"b7^1/0ppm"
+705.3722317279978	0.5001700835173554	"y7^1/0ppm"
+744.3114669414258	0.0002125164655079635	"b8^1/0ppm"
+836.4131565672677	1	"y8^1/0ppm"
+815.3434219650169	0.03768849419691366	"b9^1/0ppm"
+949.504334016519	0.02640559401410081	"y9^1/0ppm"
+914.4125983714149	0.141788939426318	"b10^1/0ppm"
+1109.5309445698574	0.001991982494868762	"y10^1/0ppm"
+1027.5084172848406	0.0011620930946783098	"b11^1/0ppm"
+1224.5530804202501	0.00014674952510367384	"y11^1/0ppm"
+1142.5369750519822	0.10394671678596142	"b12^1/0ppm"
+1199.5529479980469	2.3227938504710007E-06	"b13^1/0ppm"
+1352.6060485839844	1.9338787552222737E-06	"y13^1/0ppm"
+635.7938376519564	0.00011625370225527281	"b14^2/0ppm"
+1467.6546020507812	2.229388701866764E-06	"y14^1/0ppm"
+1385.626220703125	9.037963503814786E-07	"b15^1/0ppm"
+790.865859741715	1.0571022077310286E-05	"y15^2/0ppm"
+1580.75341796875	4.770517990550197E-06	"y15^1/0ppm"
+1270.5919189453125	5.642230420303506E-06	"b14^1/0ppm"
+Name: MVDENC[Common Fixed:Carbamidomethyl on C]VGFDHTVKPVSDMELETPTDK/3
+MW: 1031.8014564088521
+Comment: Parent=1031.8014564088521 RT=115.556645
+Num peaks: 24
+147.11217498779297	0.169782191451439	"y1^1/0ppm"
+231.1152572631836	0.7166405723415292	"b2^1/0ppm"
+262.1389617919922	0.15465406562007505	"y2^1/0ppm"
+346.1414031982422	0.5655131364819993	"b3^1/0ppm"
+475.1841735839844	0.28176401902446185	"b4^1/0ppm"
+460.23877039989037	1	"y4^1/0ppm"
+589.2265014648438	0.3166002815219039	"b5^1/0ppm"
+561.284834861942	0.5877647394176805	"y5^1/0ppm"
+749.2506103515625	0.29131651888173665	"b6^1/0ppm"
+690.3282165527344	0.2144213590855243	"y6^1/0ppm"
+848.3348388671875	0.11273975514773636	"b7^1/0ppm"
+803.4120483398438	0.21515612454141553	"y7^1/0ppm"
+932.45849609375	0.1349192914905513	"y8^1/0ppm"
+1063.4822387695312	0.1904409822149939	"y9^1/0ppm"
+1461.6809692382812	0.2487322979467983	"y13^1/0ppm"
+816.8644009441363	0.07191830160284918	"b14^2/0ppm"
+795.3865251471564	0.22894024178847877	"y14^2/0ppm"
+1015.951004544102	0.09562912185995111	"b18^2/0ppm"
+1123.5296408369852	0.92028111665632	"y20^2/0ppm"
+873.7331801994648	0.09559716822610352	"y23^3/0ppm"
+916.7477753815713	0.11232281047234934	"y24^3/0ppm"
+955.0930534844096	0.9736671274995223	"y25^3/0ppm"
+988.1123439504893	0.32119688665543367	"y26^3/0ppm"
+363.1920166015625	0.05089008577644779	"y3^1/0ppm"
\ No newline at end of file

From 3dbb4826b1f3b0f02e68be7e63f312eb2598ff62 Mon Sep 17 00:00:00 2001
From: trishorts <mshort@chem.wisc.edu>
Date: Tue, 24 Nov 2020 09:00:13 -0600
Subject: [PATCH 02/13] add spectralLibrary.msp to expected file output

---
 Test/MyTaskTest.cs | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/Test/MyTaskTest.cs b/Test/MyTaskTest.cs
index 5f477e46c..ac70ed0a9 100644
--- a/Test/MyTaskTest.cs
+++ b/Test/MyTaskTest.cs
@@ -458,7 +458,7 @@ public static void TestFileOutput()
             // test single file output. With only 1 file, all results including mzid get written to the parent directory.
             HashSet<string> expectedFiles = new HashSet<string> {
                 "AllPeptides.psmtsv", "AllProteinGroups.tsv", "AllPSMs.psmtsv", "AllPSMs_FormattedForPercolator.tab", "AllQuantifiedPeaks.tsv",
-                "AllQuantifiedPeptides.tsv", "prose.txt", "results.txt", "sliced-raw.mzID" };
+                "AllQuantifiedPeptides.tsv", "prose.txt", "results.txt", "sliced-raw.mzID", "spectralLibrary.msp" };
 
             HashSet<string> files = new HashSet<string>(Directory.GetFiles(Path.Combine(thisTaskOutputFolder, "SingleMassSpectraFileOutput")).Select(v => Path.GetFileName(v)));
 
@@ -472,7 +472,7 @@ public static void TestFileOutput()
             // test multi file output. With multiple files, .mzid results are inside a folder.
             expectedFiles = new HashSet<string> {
                 "AllPeptides.psmtsv", "AllProteinGroups.tsv", "AllPSMs.psmtsv", "AllPSMs_FormattedForPercolator.tab", "AllQuantifiedPeaks.tsv",
-                "AllQuantifiedPeptides.tsv", "prose.txt", "results.txt"};
+                "AllQuantifiedPeptides.tsv", "prose.txt", "results.txt", "spectralLibrary.msp"};
             files = new HashSet<string>(Directory.GetFiles(Path.Combine(thisTaskOutputFolder, "MultipleMassSpectraFileOutput")).Select(v => Path.GetFileName(v)));
             missingFiles = expectedFiles.Except(files);
             extraFiles = files.Except(expectedFiles);

From ea8f0cfc361f42a46b31e5abc7c88366dd7ee7e5 Mon Sep 17 00:00:00 2001
From: trishorts <mshort@chem.wisc.edu>
Date: Tue, 24 Nov 2020 09:36:20 -0600
Subject: [PATCH 03/13] fix unit test my adding a fragment ion

---
 Test/gptmdPrunedBdTests.cs | 8 +++++---
 1 file changed, 5 insertions(+), 3 deletions(-)

diff --git a/Test/gptmdPrunedBdTests.cs b/Test/gptmdPrunedBdTests.cs
index c368c08f8..f4054e53a 100644
--- a/Test/gptmdPrunedBdTests.cs
+++ b/Test/gptmdPrunedBdTests.cs
@@ -358,8 +358,9 @@ public static void TestProteinPrunedWithModSelection()
             PostSearchAnalysisParameters testPostTaskParameters = new PostSearchAnalysisParameters();
             CommonParameters commonParam = new CommonParameters(useDeltaScore: false);
             double[,] noiseData = new double[10000, 10000];
-            noiseData[0,0] = 1.0; 
-            List<Proteomics.Fragmentation.MatchedFragmentIon> matchedFragmentIons = new List<Proteomics.Fragmentation.MatchedFragmentIon>() { };
+            noiseData[0,0] = 1.0;
+            var product = new Proteomics.Fragmentation.Product();
+            List<Proteomics.Fragmentation.MatchedFragmentIon> matchedFragmentIons = new List<Proteomics.Fragmentation.MatchedFragmentIon>() { new Proteomics.Fragmentation.MatchedFragmentIon(ref product,1,2,1) };
             MzSpectrum spectrum = new MzSpectrum(noiseData);
             MsDataScan scan = new MsDataScan(spectrum , 1, 1, true, Polarity.Unknown, 2, new MzLibUtil.MzRange(10, 1000), "", MZAnalyzerType.Orbitrap, 10000, null, noiseData, "");
             testPostTaskParameters.ProteinList = new List<Protein>() { protein1, protein2 };
@@ -464,7 +465,8 @@ public static void TestProteinPrunedWithModSelectionAndVariants()
             CommonParameters commonParam = new CommonParameters(useDeltaScore: false);
             double[,] noiseData = new double[10000, 10000];
             noiseData[0, 0] = 1.0;
-            List<Proteomics.Fragmentation.MatchedFragmentIon> matchedFragmentIons = new List<Proteomics.Fragmentation.MatchedFragmentIon>() { };
+            var product = new Proteomics.Fragmentation.Product();
+            List<Proteomics.Fragmentation.MatchedFragmentIon> matchedFragmentIons = new List<Proteomics.Fragmentation.MatchedFragmentIon>() { new Proteomics.Fragmentation.MatchedFragmentIon(ref product, 1, 2, 1) };
             MzSpectrum spectrum = new MzSpectrum(noiseData);
             MsDataScan scan = new MsDataScan(spectrum, 1, 1, true, Polarity.Unknown, 2, new MzLibUtil.MzRange(10, 1000), "", MZAnalyzerType.Orbitrap, 10000, null, noiseData, "");
             testPostTaskParameters.ProteinList = proteinList;

From 410f6c5d89102d1a167ef69346782f2fb06cc340 Mon Sep 17 00:00:00 2001
From: trishorts <mshort@chem.wisc.edu>
Date: Tue, 24 Nov 2020 09:39:08 -0600
Subject: [PATCH 04/13] add spectralLibrary.msp to expect files in variant
 search

---
 Test/VariantSearchTests.cs | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/Test/VariantSearchTests.cs b/Test/VariantSearchTests.cs
index 16c0d619d..a652846a9 100644
--- a/Test/VariantSearchTests.cs
+++ b/Test/VariantSearchTests.cs
@@ -192,7 +192,7 @@ public void VariantSpecificOutputFiles()
 
             // no variant results files should be generated
             HashSet<string> expectedFiles = new HashSet<string> {
-                "AllPeptides.psmtsv", "AllPSMs.psmtsv", "AllPSMs_FormattedForPercolator.tab", "prose.txt", "results.txt" };
+                "AllPeptides.psmtsv", "AllPSMs.psmtsv", "AllPSMs_FormattedForPercolator.tab", "prose.txt", "results.txt", "spectralLibrary.msp" };
 
             HashSet<string> files1 = new HashSet<string>(Directory.GetFiles(Path.Combine(thisTaskOutputFolder, "NoVariantOutput")).Select(v => Path.GetFileName(v)));
 
@@ -206,7 +206,7 @@ public void VariantSpecificOutputFiles()
             HashSet<string> files2 = new HashSet<string>(Directory.GetFiles(Path.Combine(thisTaskOutputFolder, "VariantOutput_frameshift")).Select(v => Path.GetFileName(v)));
             // variant files should be generates
             expectedFiles = new HashSet<string> {
-                "AllPeptides.psmtsv", "AllPSMs.psmtsv", "AllPSMs_FormattedForPercolator.tab", "AllProteinGroups.tsv", "AllQuantifiedPeaks.tsv", "AllQuantifiedPeptides.tsv", "prose.txt", "results.txt", "TestVariantPep.mzID", "VariantPeptides.psmtsv", "VariantAnalysisResultSummary.txt", "VariantPSMs.psmtsv" };
+                "AllPeptides.psmtsv", "AllPSMs.psmtsv", "AllPSMs_FormattedForPercolator.tab", "AllProteinGroups.tsv", "AllQuantifiedPeaks.tsv", "AllQuantifiedPeptides.tsv", "prose.txt", "results.txt", "TestVariantPep.mzID", "VariantPeptides.psmtsv", "VariantAnalysisResultSummary.txt", "VariantPSMs.psmtsv", "spectralLibrary.msp" };
 
             // these 2 lines are for debug purposes, so you can see which files you're missing (if any)
             missingFiles = expectedFiles.Except(files2).ToList();

From af1d5afba612f6754a6c37a4ade35d5401f75172 Mon Sep 17 00:00:00 2001
From: Yuling1996 <dai59wisc.edu>
Date: Sun, 29 Nov 2020 18:16:08 -0600
Subject: [PATCH 05/13] 1129SPECTRALlIBRARYSEARCH

---
 .../ClassicSearch/ClassicSearchEngine.cs      |     8 +-
 .../SpectralLibrarySearch/SpectralLibrary.cs  |    10 +-
 .../SpectralLibrarySearchFunction.cs          |    90 +-
 latest1129pepMTlibrary.csv                    | 52015 ++++++++++++++++
 latest1129pepMTlibrary.xlsx                   |   Bin 0 -> 501273 bytes
 5 files changed, 52108 insertions(+), 15 deletions(-)
 create mode 100644 latest1129pepMTlibrary.csv
 create mode 100644 latest1129pepMTlibrary.xlsx

diff --git a/EngineLayer/ClassicSearch/ClassicSearchEngine.cs b/EngineLayer/ClassicSearch/ClassicSearchEngine.cs
index 00ec7e2ea..3200ceee4 100644
--- a/EngineLayer/ClassicSearch/ClassicSearchEngine.cs
+++ b/EngineLayer/ClassicSearch/ClassicSearchEngine.cs
@@ -79,10 +79,10 @@ protected override MetaMorpheusEngineResults RunSpecific()
 
                             foreach (ScanWithIndexAndNotchInfo scan in GetAcceptableScans(peptide.MonoisotopicMass, SearchMode))
                             {
-                                if (SpectralLibrary != null && !SpectralLibrary.ContainsSpectrum(peptide.FullSequence, scan.TheScan.PrecursorCharge))
-                                {
-                                    continue;
-                                }
+                                //if (SpectralLibrary != null && !SpectralLibrary.ContainsSpectrum(peptide.FullSequence, scan.TheScan.PrecursorCharge))
+                                //{
+                                    //continue;
+                                //}
 
                                 List<MatchedFragmentIon> matchedIons = MatchFragmentIons(scan.TheScan, peptideTheorProducts, CommonParameters);
 
diff --git a/EngineLayer/SpectralLibrarySearch/SpectralLibrary.cs b/EngineLayer/SpectralLibrarySearch/SpectralLibrary.cs
index 725fcf024..8f8b731b0 100644
--- a/EngineLayer/SpectralLibrarySearch/SpectralLibrary.cs
+++ b/EngineLayer/SpectralLibrarySearch/SpectralLibrary.cs
@@ -185,7 +185,15 @@ private LibrarySpectrum ReadLibrarySpectrum(StreamReader reader, bool onlyReadHe
                     sequence = split[0].Replace("Name:", string.Empty).Trim();
 
                     // get charge
-                    z = int.Parse(split[1].Trim());
+                    try
+                    {
+                        z = int.Parse(split[1].Trim());
+                    }
+                    catch
+                    {
+                        var chargeLine = split[1].ToCharArray();
+                        z = int.Parse(chargeLine[0].ToString());
+                    }
                 }
                 else if (line.StartsWith("MW", StringComparison.InvariantCultureIgnoreCase))
                 {
diff --git a/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs b/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs
index ab94d019d..9174c5954 100644
--- a/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs
+++ b/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs
@@ -2,6 +2,7 @@
 using MassSpectrometry;
 using MzLibUtil;
 using Proteomics.Fragmentation;
+using Proteomics.ProteolyticDigestion;
 using System;
 using System.Collections.Generic;
 using System.IO;
@@ -22,14 +23,20 @@ public static void CalculateSpectralAngles(SpectralLibrary spectralLibrary, Pept
                 //TODO: spectral angle could be used to disambiguate PSMs. right now for ambiguous PSMs, the spectral angle for only one peptide option is saved
                 foreach (var peptide in psm.PeptidesToMatchingFragments)
                 {
-                    if (spectralLibrary == null || !spectralLibrary.TryGetSpectrum(peptide.Key.FullSequence, scan.PrecursorCharge, out var librarySpectrum))
+                    if (spectralLibrary != null && peptide.Key.Protein.IsDecoy && !spectralLibrary.ContainsSpectrum(peptide.Key.FullSequence, scan.PrecursorCharge))
                     {
-                        continue;
+                        double spectralAngle = CalculateDecoyNormalizedSpectralAngle(peptide.Key, scan, commonParameters);
+                        psm.SpectralAngle = spectralAngle;
+                    }
+                    else if (spectralLibrary != null && spectralLibrary.TryGetSpectrum(peptide.Key.FullSequence, scan.PrecursorCharge, out var librarySpectrum))
+                    {
+                        double spectralAngle = CalculateNormalizedSpectralAngle(librarySpectrum.MatchedFragmentIons, scan.TheScan, commonParameters);
+                        psm.SpectralAngle = spectralAngle;
+                    }
+                    else
+                    {
+                        psm.SpectralAngle = -1;
                     }
-
-                    double spectralAngle = CalculateNormalizedSpectralAngle(librarySpectrum.MatchedFragmentIons, scan.TheScan, commonParameters);
-
-                    psm.SpectralAngle = spectralAngle;
                 }
             }
         }
@@ -103,13 +110,13 @@ public static double MatchedSpectraCompare(List<MatchedFragmentIon> standardSpec
 
             double[] mz1 = standardSpectra.Select(b => b.Mz).ToArray();
             double intensitySum1 = standardSpectra.Select(b => b.Intensity).Sum();
-            double[] intensity1 = standardSpectra.Select(b => b.Intensity / intensitySum1).ToArray();
+            double[] intensity1 = standardSpectra.Select(b => Math.Sqrt(b.Intensity / intensitySum1)).ToArray();
             //Console.WriteLine(mz1.Length + "  " + intensity1.Length);
             Array.Sort(mz1, intensity1);
 
             double[] mz2 = spectraToCompare.Select(b => b.Mz).ToArray();
             double intensitySum2 = spectraToCompare.Select(b => b.Intensity).Sum();
-            double[] intensity2 = spectraToCompare.Select(b => b.Intensity / intensitySum2).ToArray();
+            double[] intensity2 = spectraToCompare.Select(b => Math.Sqrt(b.Intensity / intensitySum2)).ToArray();
             Array.Sort(mz2, intensity2);
             //Console.WriteLine(mz2.Length + "  " + intensity2.Length);
 
@@ -226,13 +233,13 @@ public static List<MatchedFragmentIon> AverageTwoSpectra(List<MatchedFragmentIon
                 else if (spectraOneDictionary.ContainsKey(productWithCharge))
                 {
                     Product productOne = spectraOneDictionary[productWithCharge].NeutralTheoreticalProduct;
-                    var oneIon = new MatchedFragmentIon(ref productOne, spectraOneDictionary[productWithCharge].Mz, (spectraOneDictionary[productWithCharge].Intensity / intensitySum1) / 2, spectraOneDictionary[productWithCharge].Charge);
+                    var oneIon = new MatchedFragmentIon(ref productOne, spectraOneDictionary[productWithCharge].Mz, spectraOneDictionary[productWithCharge].Intensity / intensitySum1, spectraOneDictionary[productWithCharge].Charge);
                     averageTwoSpectraResult.Add(oneIon);
                 }
                 else if (spectraTwoDictionary.ContainsKey(productWithCharge))
                 {
                     Product productTwo = spectraTwoDictionary[productWithCharge].NeutralTheoreticalProduct;
-                    var twoIon = new MatchedFragmentIon(ref productTwo, spectraTwoDictionary[productWithCharge].Mz, (spectraTwoDictionary[productWithCharge].Intensity / intensitySum2) / 2, spectraTwoDictionary[productWithCharge].Charge);
+                    var twoIon = new MatchedFragmentIon(ref productTwo, spectraTwoDictionary[productWithCharge].Mz, spectraTwoDictionary[productWithCharge].Intensity / intensitySum2, spectraTwoDictionary[productWithCharge].Charge);
                     averageTwoSpectraResult.Add(twoIon);
                 }
             }
@@ -240,5 +247,68 @@ public static List<MatchedFragmentIon> AverageTwoSpectra(List<MatchedFragmentIon
             var testin1 = averageTwoSpectraResult.Select(b => b.Intensity).ToArray();
             return averageTwoSpectraResult;
         }
+
+        public static double CalculateDecoyNormalizedSpectralAngle(PeptideWithSetModifications peptide, Ms2ScanWithSpecificMass scan, CommonParameters commonParameters)
+
+        {
+            var theoreticalLibraryIons = new List<Product>();
+            peptide.Fragment(commonParameters.DissociationType, commonParameters.DigestionParams.FragmentationTerminus, theoreticalLibraryIons);
+            double mzCutoff = 300;
+            int fragmentNumberCutoff = 3;
+
+            // if the spectrum has no peaks
+            if (scan.TheScan.MassSpectrum.XArray.Length == 0)
+            {
+                return 0;
+            }
+            List<MatchedFragmentIon> libraryDecoyIons = new List<MatchedFragmentIon>();
+            Dictionary<MatchedFragmentIon, MatchedFragmentIon> matchedIons = new Dictionary<MatchedFragmentIon, MatchedFragmentIon>();
+
+            // search for each theoretical ion
+            for (int i = 0; i < theoreticalLibraryIons.Count; i++)
+            {
+                var libraryIon = theoreticalLibraryIons[i];
+                double theoreticalFragmentMz = Math.Round(libraryIon.NeutralMass.ToMz(1) / 1.0005079, 0) * 1.0005079;
+
+                // see https://www.nature.com/articles/s41592-019-0426-7
+                // "All non-zero fragment ions (m/z > 300, ion >3, no neutral loss fragment ions) were considered for spectral angle calculation"
+                if (libraryIon.NeutralMass <= mzCutoff || libraryIon.FragmentNumber <= fragmentNumberCutoff)
+                {
+                    continue;
+                }
+
+
+
+                // get the closest peak in the spectrum to the library peak
+                var closestExperimentalMass = scan.GetClosestExperimentalIsotopicEnvelope(libraryIon.NeutralMass);
+                if (closestExperimentalMass != null && commonParameters.ProductMassTolerance.Within(closestExperimentalMass.MonoisotopicMass, libraryIon.NeutralMass) && closestExperimentalMass.Charge <= scan.PrecursorCharge)//TODO apply this filter before picking the envelope
+                {
+                    var test = new Product(libraryIon.ProductType, libraryIon.Terminus,
+                        libraryIon.NeutralMass, libraryIon.FragmentNumber,
+                        libraryIon.AminoAcidPosition, libraryIon.NeutralLoss);
+                    libraryDecoyIons.Add(new MatchedFragmentIon(ref libraryIon, theoreticalFragmentMz, 1, 1));
+                    matchedIons.Add(new MatchedFragmentIon(ref libraryIon, theoreticalFragmentMz, 1, 1), new MatchedFragmentIon(ref test, closestExperimentalMass.MonoisotopicMass.ToMz(closestExperimentalMass.Charge), closestExperimentalMass.Peaks.First().intensity, closestExperimentalMass.Charge));
+                }
+
+            }
+
+            // L2 norm
+            double expNormalizer = Math.Sqrt(matchedIons.Sum(p => Math.Pow(p.Value.Intensity, 2)));
+            double theorNormalizer = Math.Sqrt(theoreticalLibraryIons.Sum(p => Math.Pow(1, 2)));
+
+            double dotProduct = 0;
+
+            foreach (var libraryIon in libraryDecoyIons)
+            {
+                if (matchedIons.TryGetValue(libraryIon, out var experIon))
+                {
+                    dotProduct += (libraryIon.Intensity / theorNormalizer) * (experIon.Intensity / expNormalizer);
+                }
+            }
+
+            double normalizedSpectralAngle = 1 - (2 * Math.Acos(dotProduct) / Math.PI);
+
+            return normalizedSpectralAngle;
+        }
     }
 }
diff --git a/latest1129pepMTlibrary.csv b/latest1129pepMTlibrary.csv
new file mode 100644
index 000000000..3b8f7c3f7
--- /dev/null
+++ b/latest1129pepMTlibrary.csv
@@ -0,0 +1,52015 @@
+PEP_QValue
+0.000001
+0.000005
+0
+0.000002
+0.000001
+0.000002
+0.000002
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HcmV?d00001


From d6ab857461bd4b3db2e3da800a5aba653a5e8c60 Mon Sep 17 00:00:00 2001
From: Yuling1996 <dai59wisc.edu>
Date: Thu, 3 Dec 2020 10:16:03 -0600
Subject: [PATCH 06/13] ClassicSearchEngine

---
 .../ClassicSearch/ClassicSearchEngine.cs      | 126 +++++++++++++++++-
 .../SpectralLibrarySearchFunction.cs          |   5 +-
 .../SearchTask/PostSearchAnalysisTask.cs      |   2 +-
 3 files changed, 124 insertions(+), 9 deletions(-)

diff --git a/EngineLayer/ClassicSearch/ClassicSearchEngine.cs b/EngineLayer/ClassicSearch/ClassicSearchEngine.cs
index 3200ceee4..1db4628bc 100644
--- a/EngineLayer/ClassicSearch/ClassicSearchEngine.cs
+++ b/EngineLayer/ClassicSearch/ClassicSearchEngine.cs
@@ -1,4 +1,5 @@
-using MzLibUtil;
+using Chemistry;
+using MzLibUtil;
 using Proteomics;
 using Proteomics.Fragmentation;
 using Proteomics.ProteolyticDigestion;
@@ -112,10 +113,47 @@ protected override MetaMorpheusEngineResults RunSpecific()
                                     }
                                 }
                             }
-                        }
 
-                        // report search progress (proteins searched so far out of total proteins in database)
-                        proteinsSearched++;
+                            List<Product> peptideDecoyProducts = GetDecoyProductsNB(peptideTheorProducts);
+                            Protein decoyProtein = new Protein(peptide.Protein.BaseSequence, "DECOY_" + peptide.Protein.Accession, null, null, null, null, null, null, false, false, null, null, null, null, null, null, "");
+                            PeptideWithSetModifications decoyPeptide = new PeptideWithSetModifications(decoyProtein, new DigestionParams(), peptide.OneBasedStartResidueInProtein, peptide.OneBasedEndResidueInProtein, CleavageSpecificity.Full, peptide.PeptideDescription, peptide.MissedCleavages, new Dictionary<int, Modification>(), peptide.NumFixedMods, null);
+
+                            foreach (ScanWithIndexAndNotchInfo scan in GetAcceptableScans(peptide.MonoisotopicMass, SearchMode))
+                            {
+                                List<MatchedFragmentIon> matchedIons = MatchFragmentIons(scan.TheScan, peptideDecoyProducts, CommonParameters);
+
+                                double thisScore = CalculatePeptideScore(scan.TheScan.TheScan, matchedIons);
+
+                                bool meetsScoreCutoff = thisScore >= CommonParameters.ScoreCutoff;
+
+                                // this is thread-safe because even if the score improves from another thread writing to this PSM,
+                                // the lock combined with AddOrReplace method will ensure thread safety
+                                if (meetsScoreCutoff)
+                                {
+                                    // valid hit (met the cutoff score); lock the scan to prevent other threads from accessing it
+                                    lock (myLocks[scan.ScanIndex])
+                                    {
+                                        bool scoreImprovement = PeptideSpectralMatches[scan.ScanIndex] == null || (thisScore - PeptideSpectralMatches[scan.ScanIndex].RunnerUpScore) > -PeptideSpectralMatch.ToleranceForScoreDifferentiation;
+
+                                        if (scoreImprovement)
+                                        {
+                                            if (PeptideSpectralMatches[scan.ScanIndex] == null)
+                                            {
+                                                PeptideSpectralMatches[scan.ScanIndex] = new PeptideSpectralMatch(decoyPeptide, scan.Notch, thisScore, scan.ScanIndex, scan.TheScan, CommonParameters.DigestionParams, matchedIons, 0);
+                                            }
+                                            else
+                                            {
+                                                PeptideSpectralMatches[scan.ScanIndex].AddOrReplace(decoyPeptide, thisScore, scan.Notch, CommonParameters.ReportAllAmbiguity, matchedIons, 0);
+                                            }
+                                        }
+                                    }
+                                }
+                            }
+
+                    }
+
+                    // report search progress (proteins searched so far out of total proteins in database)
+                    proteinsSearched++;
                         var percentProgress = (int)((proteinsSearched / Proteins.Count) * 100);
 
                         if (percentProgress > oldPercentProgress)
@@ -135,6 +173,86 @@ protected override MetaMorpheusEngineResults RunSpecific()
             return new MetaMorpheusEngineResults(this);
         }
 
+         private List<Product> GetDecoyProductsNB(List<Product> products)
+        {
+            List<Product> peptideTheorProducts = products.Where(p => p.TerminusFragment.Terminus == FragmentationTerminus.N).ToList();
+
+            List<double> masses = peptideTheorProducts.Select(m => m.NeutralMass).ToList();
+            masses = masses.OrderBy(m => m).ToList();
+            List<double> massDifferences = new List<double>();
+            for (int i = 0; i < masses.Count-1; i++)
+            {
+                massDifferences.Add(masses[i + 1] - masses[i]);
+            }
+
+            massDifferences = ShuffleList(massDifferences);
+
+            List<double> newMasses = new List<double>();
+            newMasses.Add(masses.Max());
+            double firstMass = masses.Max();
+            foreach (double massDifference in massDifferences)
+            {
+                firstMass -= massDifference;
+                newMasses.Add(firstMass);
+            }
+
+            List<Product> newProducts = new List<Product>();
+            for (int i = 0; i < peptideTheorProducts.Count; i++)
+            {
+                NeutralTerminusFragment ntfOriginal = peptideTheorProducts[i].TerminusFragment;
+                NeutralTerminusFragment ntfNew = new NeutralTerminusFragment(ntfOriginal.Terminus, newMasses[i], ntfOriginal.FragmentNumber, ntfOriginal.AminoAcidPosition);
+                Product newProduct = new Product(peptideTheorProducts[i].ProductType, ntfNew, peptideTheorProducts[i].NeutralLoss);
+                newProducts.Add(newProduct);
+            }
+
+            newProducts.AddRange(GetDecoyProductsCY(products.Where(p => p.TerminusFragment.Terminus == FragmentationTerminus.C).ToList(), massDifferences));
+
+            return newProducts;
+        }
+
+        private List<Product> GetDecoyProductsCY(List<Product> peptideTheorProducts, List<double> massDifferences)
+        {
+            List<double> masses = peptideTheorProducts.Select(m => m.NeutralMass).ToList();
+            masses = masses.OrderBy(m => m).ToList();
+
+            List<double> newMasses = new List<double>();
+
+            double firstMass = masses.Min() + ChemicalFormula.ParseFormula("H-2O-1").MonoisotopicMass;
+            newMasses.Add(firstMass);
+
+            foreach (double massDifference in massDifferences)
+            {
+                firstMass += (massDifference);
+                newMasses.Add(firstMass);
+            }
+
+            List<Product> newProducts = new List<Product>();
+            for (int i = 0; i < peptideTheorProducts.Count; i++)
+            {
+                NeutralTerminusFragment ntfOriginal = peptideTheorProducts[i].TerminusFragment;
+                NeutralTerminusFragment ntfNew = new NeutralTerminusFragment(ntfOriginal.Terminus, newMasses[i], ntfOriginal.FragmentNumber, ntfOriginal.AminoAcidPosition);
+                Product newProduct = new Product(peptideTheorProducts[i].ProductType, ntfNew, peptideTheorProducts[i].NeutralLoss);
+                newProducts.Add(newProduct);
+            }
+            return newProducts;
+        }
+
+        private List<E> ShuffleList<E>(List<E> inputList)
+        {
+            List<E> randomList = new List<E>();
+
+            Random r = new Random();
+            int randomIndex = 0;
+            while (inputList.Count > 0)
+            {
+                randomIndex = r.Next(0, inputList.Count); //Choose a random object in the list
+                randomList.Add(inputList[randomIndex]); //add it to the new, random list
+                inputList.RemoveAt(randomIndex); //remove to avoid duplicates
+            }
+
+            return randomList; //return the new random list
+        }
+
         private IEnumerable<ScanWithIndexAndNotchInfo> GetAcceptableScans(double peptideMonoisotopicMass, MassDiffAcceptor searchMode)
         {
             foreach (AllowedIntervalWithNotch allowedIntervalWithNotch in searchMode.GetAllowedPrecursorMassIntervalsFromTheoreticalMass(peptideMonoisotopicMass).ToList())
diff --git a/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs b/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs
index 9174c5954..aa6c341db 100644
--- a/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs
+++ b/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs
@@ -33,10 +33,7 @@ public static void CalculateSpectralAngles(SpectralLibrary spectralLibrary, Pept
                         double spectralAngle = CalculateNormalizedSpectralAngle(librarySpectrum.MatchedFragmentIons, scan.TheScan, commonParameters);
                         psm.SpectralAngle = spectralAngle;
                     }
-                    else
-                    {
-                        psm.SpectralAngle = -1;
-                    }
+  
                 }
             }
         }
diff --git a/TaskLayer/SearchTask/PostSearchAnalysisTask.cs b/TaskLayer/SearchTask/PostSearchAnalysisTask.cs
index 506a56648..bcba2f9d3 100644
--- a/TaskLayer/SearchTask/PostSearchAnalysisTask.cs
+++ b/TaskLayer/SearchTask/PostSearchAnalysisTask.cs
@@ -521,7 +521,7 @@ private void SpectralLibraryGeneration()
             var FilteredPsmList = Parameters.AllPsms
                 .Where(p => p.FdrInfo.QValue <= 0.1
                 && p.FdrInfo.QValueNotch <= CommonParameters.QValueOutputFilter).ToList();
-            FilteredPsmList.RemoveAll(b => b.IsDecoy);
+            //FilteredPsmList.RemoveAll(b => b.IsDecoy);
             FilteredPsmList.RemoveAll(b => b.IsContaminant);
 
             //write spectral library by Yuling 11/14

From 69a9b3e9e99275f164f2e65da135548376110419 Mon Sep 17 00:00:00 2001
From: Yuling1996 <dai59wisc.edu>
Date: Wed, 16 Dec 2020 14:15:54 -0600
Subject: [PATCH 07/13] decoyUpdation

---
 .../ClassicSearch/ClassicSearchEngine.cs      | 151 +++++-----------
 EngineLayer/DecoyOnTheFly.cs                  | 168 ++++++++++++++++++
 EngineLayer/LibraryTargetDecoyDictionary.cs   |  17 ++
 EngineLayer/MetaMorpheusEngine.cs             |   2 +
 EngineLayer/PeptideSpectralMatch.cs           |   3 +-
 EngineLayer/ProteomicsExtensionMethods.cs     |  38 ++++
 .../SpectralLibrarySearch/LibrarySpectrum.cs  |   6 +-
 .../SpectralLibrarySearch/SpectralLibrary.cs  |   3 +
 .../SpectralLibrarySearchFunction.cs          |  51 ++++--
 TaskLayer/MetaMorpheusTask.cs                 |  57 +++---
 .../SearchTask/PostSearchAnalysisTask.cs      |   2 +-
 Test/SpectralLibraryReaderTest.cs             |  40 ++++-
 12 files changed, 376 insertions(+), 162 deletions(-)
 create mode 100644 EngineLayer/DecoyOnTheFly.cs
 create mode 100644 EngineLayer/LibraryTargetDecoyDictionary.cs
 create mode 100644 EngineLayer/ProteomicsExtensionMethods.cs

diff --git a/EngineLayer/ClassicSearch/ClassicSearchEngine.cs b/EngineLayer/ClassicSearch/ClassicSearchEngine.cs
index 1db4628bc..fcc13e086 100644
--- a/EngineLayer/ClassicSearch/ClassicSearchEngine.cs
+++ b/EngineLayer/ClassicSearch/ClassicSearchEngine.cs
@@ -67,6 +67,7 @@ protected override MetaMorpheusEngineResults RunSpecific()
                 Parallel.ForEach(threads, (i) =>
                 {
                     var peptideTheorProducts = new List<Product>();
+                    var decoyPeptideTheorProducts = new List<Product>();
 
                     for (; i < Proteins.Count; i += maxThreadsPerFile)
                     {
@@ -77,18 +78,29 @@ protected override MetaMorpheusEngineResults RunSpecific()
                         foreach (PeptideWithSetModifications peptide in Proteins[i].Digest(CommonParameters.DigestionParams, FixedModifications, VariableModifications, SilacLabels, TurnoverLabels))
                         {
                             peptide.Fragment(CommonParameters.DissociationType, CommonParameters.DigestionParams.FragmentationTerminus, peptideTheorProducts);
+                            int[] newAAlocations = new int[peptide.BaseSequence.Length];
+                            PeptideWithSetModifications decoy = DecoyOnTheFly.GetReverseDecoyFromTarget(peptide, newAAlocations);
+                            decoy.Fragment(CommonParameters.DissociationType, CommonParameters.DigestionParams.FragmentationTerminus, decoyPeptideTheorProducts);
+
 
                             foreach (ScanWithIndexAndNotchInfo scan in GetAcceptableScans(peptide.MonoisotopicMass, SearchMode))
                             {
-                                //if (SpectralLibrary != null && !SpectralLibrary.ContainsSpectrum(peptide.FullSequence, scan.TheScan.PrecursorCharge))
-                                //{
-                                    //continue;
-                                //}
-
+                                if (SpectralLibrary != null && !SpectralLibrary.ContainsSpectrum(peptide.FullSequence, scan.TheScan.PrecursorCharge))
+                                {
+                                    continue;
+                                }
+                                // we need a function to get the original target sequence of a decoy peptide
+                                if (SpectralLibrary != null && !SpectralLibrary.DecoyTargetPairs.ContainsKey(decoy))
+                                {
+                                    SpectralLibrary.DecoyTargetPairs.Add(decoy, peptide);
+                                }
+                              
                                 List<MatchedFragmentIon> matchedIons = MatchFragmentIons(scan.TheScan, peptideTheorProducts, CommonParameters);
+                                List<MatchedFragmentIon> decoyMatchedIons = MatchFragmentIons(scan.TheScan, decoyPeptideTheorProducts, CommonParameters);
 
                                 double thisScore = CalculatePeptideScore(scan.TheScan.TheScan, matchedIons);
-                                bool meetsScoreCutoff = thisScore >= CommonParameters.ScoreCutoff;
+                                double decoyScore = CalculatePeptideScore(scan.TheScan.TheScan, decoyMatchedIons);
+                                bool meetsScoreCutoff = Math.Max(thisScore, decoyScore) >= CommonParameters.ScoreCutoff;
 
                                 // this is thread-safe because even if the score improves from another thread writing to this PSM,
                                 // the lock combined with AddOrReplace method will ensure thread safety
@@ -97,63 +109,45 @@ protected override MetaMorpheusEngineResults RunSpecific()
                                     // valid hit (met the cutoff score); lock the scan to prevent other threads from accessing it
                                     lock (myLocks[scan.ScanIndex])
                                     {
-                                        bool scoreImprovement = PeptideSpectralMatches[scan.ScanIndex] == null || (thisScore - PeptideSpectralMatches[scan.ScanIndex].RunnerUpScore) > -PeptideSpectralMatch.ToleranceForScoreDifferentiation;
+                                        bool scoreImprovement = PeptideSpectralMatches[scan.ScanIndex] == null || (Math.Max(thisScore, decoyScore) - PeptideSpectralMatches[scan.ScanIndex].RunnerUpScore) > -PeptideSpectralMatch.ToleranceForScoreDifferentiation;
 
                                         if (scoreImprovement)
                                         {
                                             if (PeptideSpectralMatches[scan.ScanIndex] == null)
                                             {
-                                                PeptideSpectralMatches[scan.ScanIndex] = new PeptideSpectralMatch(peptide, scan.Notch, thisScore, scan.ScanIndex, scan.TheScan, CommonParameters, matchedIons, 0);
+                                                if (thisScore >= decoyScore)
+                                                {
+                                                    PeptideSpectralMatches[scan.ScanIndex] = new PeptideSpectralMatch(peptide, scan.Notch, thisScore, scan.ScanIndex, scan.TheScan, CommonParameters, matchedIons, 0);
+                                                }
+                                                else
+                                                {
+                                                    PeptideSpectralMatches[scan.ScanIndex] = new PeptideSpectralMatch(decoy, scan.Notch, decoyScore, scan.ScanIndex, scan.TheScan, CommonParameters, decoyMatchedIons, 0);
+
+                                                }
                                             }
                                             else
                                             {
-                                                PeptideSpectralMatches[scan.ScanIndex].AddOrReplace(peptide, thisScore, scan.Notch, CommonParameters.ReportAllAmbiguity, matchedIons, 0);
+                                                if (thisScore >= decoyScore)
+                                                {
+                                                    PeptideSpectralMatches[scan.ScanIndex].AddOrReplace(peptide, thisScore, scan.Notch, CommonParameters.ReportAllAmbiguity, matchedIons, 0);
+                                                }
+                                                else
+                                                {
+                                                    PeptideSpectralMatches[scan.ScanIndex].AddOrReplace(decoy, decoyScore, scan.Notch, CommonParameters.ReportAllAmbiguity, decoyMatchedIons, 0);
+                                                }
+
                                             }
                                         }
-                                    }
-                                }
-                            }
-
-                            List<Product> peptideDecoyProducts = GetDecoyProductsNB(peptideTheorProducts);
-                            Protein decoyProtein = new Protein(peptide.Protein.BaseSequence, "DECOY_" + peptide.Protein.Accession, null, null, null, null, null, null, false, false, null, null, null, null, null, null, "");
-                            PeptideWithSetModifications decoyPeptide = new PeptideWithSetModifications(decoyProtein, new DigestionParams(), peptide.OneBasedStartResidueInProtein, peptide.OneBasedEndResidueInProtein, CleavageSpecificity.Full, peptide.PeptideDescription, peptide.MissedCleavages, new Dictionary<int, Modification>(), peptide.NumFixedMods, null);
-
-                            foreach (ScanWithIndexAndNotchInfo scan in GetAcceptableScans(peptide.MonoisotopicMass, SearchMode))
-                            {
-                                List<MatchedFragmentIon> matchedIons = MatchFragmentIons(scan.TheScan, peptideDecoyProducts, CommonParameters);
-
-                                double thisScore = CalculatePeptideScore(scan.TheScan.TheScan, matchedIons);
 
-                                bool meetsScoreCutoff = thisScore >= CommonParameters.ScoreCutoff;
 
-                                // this is thread-safe because even if the score improves from another thread writing to this PSM,
-                                // the lock combined with AddOrReplace method will ensure thread safety
-                                if (meetsScoreCutoff)
-                                {
-                                    // valid hit (met the cutoff score); lock the scan to prevent other threads from accessing it
-                                    lock (myLocks[scan.ScanIndex])
-                                    {
-                                        bool scoreImprovement = PeptideSpectralMatches[scan.ScanIndex] == null || (thisScore - PeptideSpectralMatches[scan.ScanIndex].RunnerUpScore) > -PeptideSpectralMatch.ToleranceForScoreDifferentiation;
-
-                                        if (scoreImprovement)
-                                        {
-                                            if (PeptideSpectralMatches[scan.ScanIndex] == null)
-                                            {
-                                                PeptideSpectralMatches[scan.ScanIndex] = new PeptideSpectralMatch(decoyPeptide, scan.Notch, thisScore, scan.ScanIndex, scan.TheScan, CommonParameters.DigestionParams, matchedIons, 0);
-                                            }
-                                            else
-                                            {
-                                                PeptideSpectralMatches[scan.ScanIndex].AddOrReplace(decoyPeptide, thisScore, scan.Notch, CommonParameters.ReportAllAmbiguity, matchedIons, 0);
-                                            }
-                                        }
                                     }
                                 }
+                                
                             }
+                        }
 
-                    }
-
-                    // report search progress (proteins searched so far out of total proteins in database)
-                    proteinsSearched++;
+                        // report search progress (proteins searched so far out of total proteins in database)
+                        proteinsSearched++;
                         var percentProgress = (int)((proteinsSearched / Proteins.Count) * 100);
 
                         if (percentProgress > oldPercentProgress)
@@ -173,69 +167,6 @@ protected override MetaMorpheusEngineResults RunSpecific()
             return new MetaMorpheusEngineResults(this);
         }
 
-         private List<Product> GetDecoyProductsNB(List<Product> products)
-        {
-            List<Product> peptideTheorProducts = products.Where(p => p.TerminusFragment.Terminus == FragmentationTerminus.N).ToList();
-
-            List<double> masses = peptideTheorProducts.Select(m => m.NeutralMass).ToList();
-            masses = masses.OrderBy(m => m).ToList();
-            List<double> massDifferences = new List<double>();
-            for (int i = 0; i < masses.Count-1; i++)
-            {
-                massDifferences.Add(masses[i + 1] - masses[i]);
-            }
-
-            massDifferences = ShuffleList(massDifferences);
-
-            List<double> newMasses = new List<double>();
-            newMasses.Add(masses.Max());
-            double firstMass = masses.Max();
-            foreach (double massDifference in massDifferences)
-            {
-                firstMass -= massDifference;
-                newMasses.Add(firstMass);
-            }
-
-            List<Product> newProducts = new List<Product>();
-            for (int i = 0; i < peptideTheorProducts.Count; i++)
-            {
-                NeutralTerminusFragment ntfOriginal = peptideTheorProducts[i].TerminusFragment;
-                NeutralTerminusFragment ntfNew = new NeutralTerminusFragment(ntfOriginal.Terminus, newMasses[i], ntfOriginal.FragmentNumber, ntfOriginal.AminoAcidPosition);
-                Product newProduct = new Product(peptideTheorProducts[i].ProductType, ntfNew, peptideTheorProducts[i].NeutralLoss);
-                newProducts.Add(newProduct);
-            }
-
-            newProducts.AddRange(GetDecoyProductsCY(products.Where(p => p.TerminusFragment.Terminus == FragmentationTerminus.C).ToList(), massDifferences));
-
-            return newProducts;
-        }
-
-        private List<Product> GetDecoyProductsCY(List<Product> peptideTheorProducts, List<double> massDifferences)
-        {
-            List<double> masses = peptideTheorProducts.Select(m => m.NeutralMass).ToList();
-            masses = masses.OrderBy(m => m).ToList();
-
-            List<double> newMasses = new List<double>();
-
-            double firstMass = masses.Min() + ChemicalFormula.ParseFormula("H-2O-1").MonoisotopicMass;
-            newMasses.Add(firstMass);
-
-            foreach (double massDifference in massDifferences)
-            {
-                firstMass += (massDifference);
-                newMasses.Add(firstMass);
-            }
-
-            List<Product> newProducts = new List<Product>();
-            for (int i = 0; i < peptideTheorProducts.Count; i++)
-            {
-                NeutralTerminusFragment ntfOriginal = peptideTheorProducts[i].TerminusFragment;
-                NeutralTerminusFragment ntfNew = new NeutralTerminusFragment(ntfOriginal.Terminus, newMasses[i], ntfOriginal.FragmentNumber, ntfOriginal.AminoAcidPosition);
-                Product newProduct = new Product(peptideTheorProducts[i].ProductType, ntfNew, peptideTheorProducts[i].NeutralLoss);
-                newProducts.Add(newProduct);
-            }
-            return newProducts;
-        }
 
         private List<E> ShuffleList<E>(List<E> inputList)
         {
diff --git a/EngineLayer/DecoyOnTheFly.cs b/EngineLayer/DecoyOnTheFly.cs
new file mode 100644
index 000000000..1101c6095
--- /dev/null
+++ b/EngineLayer/DecoyOnTheFly.cs
@@ -0,0 +1,168 @@
+using Proteomics;
+using Proteomics.ProteolyticDigestion;
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Text;
+
+namespace EngineLayer
+{
+    public class DecoyOnTheFly
+    {
+        //This function maintains the amino acids associated with the protease motif and reverses all other amino acids.
+        //N-terminal modificatons are preserved. Other modifications travel with their respective amino acids. this results
+        //in a decoy peptide composed the same amino acids and modifications as the original. 
+        //Occasionally, this process results in peptide with exactly the same sequence. Therefore, there is a stop-gap measure
+        //the returns the mirror image of the original. N-terminal mods are preserved, but other mods are also reversed. 
+        //this should yield a unique decoy for each target sequence.
+        public static PeptideWithSetModifications GetReverseDecoyFromTarget(PeptideWithSetModifications pwsm, int[] revisedAminoAcidOrder)
+        {
+            Dictionary<int, Modification> newModificationsDictionary = new Dictionary<int, Modification>();
+            //Copy N-terminal modifications from target dictionary to decoy dictionary.
+            if (pwsm.AllModsOneIsNterminus.ContainsKey(1))
+            {
+                newModificationsDictionary.Add(1, pwsm.AllModsOneIsNterminus[1]);
+            }
+            char[] newBase = new char[pwsm.BaseSequence.Length];
+            ProteomicsExtenstionMethods.Fill(newBase, '0');
+            char[] evaporatingBase = pwsm.BaseSequence.ToCharArray();
+            List<DigestionMotif> motifs = pwsm.DigestionParams.Protease.DigestionMotifs;
+            if (motifs != null && motifs.Count > 0)
+            {
+                foreach (var motif in motifs.Where(m => m.InducingCleavage != ""))//check the empty "" for topdown
+                {
+                    string cleavingMotif = motif.InducingCleavage;
+                    List<int> cleavageMotifLocations = new List<int>();
+
+                    for (int i = 0; i < pwsm.BaseSequence.Length; i++)
+                    {
+                        bool Fits;
+                        bool Prevents;
+                        (Fits, Prevents) = motif.Fits(pwsm.BaseSequence, i);
+
+                        if (Fits && !Prevents)
+                        {
+                            cleavageMotifLocations.Add(i);
+                        }
+                    }
+
+                    foreach (int location in cleavageMotifLocations)
+                    {
+                        char[] motifArray = pwsm.BaseSequence.Substring(location, cleavingMotif.Length).ToCharArray();
+                        for (int i = 0; i < cleavingMotif.Length; i++)
+                        {
+                            newBase[location + i] = motifArray[i];
+                            revisedAminoAcidOrder[location + i] = location + i;//
+                            //directly copy mods that were on amino acids in the motif. Those amino acids don't change position.
+                            if (pwsm.AllModsOneIsNterminus.ContainsKey(location + i + 2))
+                            {
+                                newModificationsDictionary.Add(location + i + 2, pwsm.AllModsOneIsNterminus[location + i + 2]);
+                            }
+
+                            evaporatingBase[location + i] = '0';//can null a char so i use a number which doesnt' appear in peptide string
+                        }
+                    }
+                }
+            }
+
+            //We've kept amino acids in the digestion motif in the same position in the decoy peptide.
+            //Now we will fill the remaining open positions in the decoy with the reverse of amino acids from the target.
+            int fillPosition = 0;
+            int extractPosition = pwsm.BaseSequence.Length - 1;
+            while (fillPosition < pwsm.BaseSequence.Length && extractPosition >= 0)
+            {
+                if (evaporatingBase[extractPosition] != '0')
+                {
+                    while (newBase[fillPosition] != '0')
+                    {
+                        fillPosition++;
+                    }
+                    newBase[fillPosition] = evaporatingBase[extractPosition];
+                    revisedAminoAcidOrder[fillPosition] = extractPosition;
+                    if (pwsm.AllModsOneIsNterminus.ContainsKey(extractPosition + 2))
+                    {
+                        newModificationsDictionary.Add(fillPosition + 2, pwsm.AllModsOneIsNterminus[extractPosition + 2]);
+                    }
+                    fillPosition++;
+                }
+                extractPosition--;
+            }
+
+            string newBaseString = new string(newBase);
+
+            var proteinSequence = pwsm.Protein.BaseSequence;
+            var aStringBuilder = new StringBuilder(proteinSequence);
+            aStringBuilder.Remove(pwsm.OneBasedStartResidueInProtein - 1, pwsm.BaseSequence.Length);
+            aStringBuilder.Insert(pwsm.OneBasedStartResidueInProtein - 1, newBaseString);
+            proteinSequence = aStringBuilder.ToString();
+
+            Protein decoyProtein = new Protein(proteinSequence, "DECOY_" + pwsm.Protein.Accession, null, new List<Tuple<string, string>>(), new Dictionary<int, List<Modification>>(), null, null, null, true);
+
+            DigestionParams d = pwsm.DigestionParams;
+
+            if (newBaseString != pwsm.BaseSequence)
+            {
+                return new PeptideWithSetModifications(decoyProtein, d, pwsm.OneBasedStartResidueInProtein, pwsm.OneBasedEndResidueInProtein, pwsm.CleavageSpecificityForFdrCategory, pwsm.PeptideDescription, pwsm.MissedCleavages, newModificationsDictionary, pwsm.NumFixedMods, newBaseString);
+            }
+            else
+            {
+                //The reverse decoy procedure failed to create a PeptideWithSetModificatons with a different sequence. Therefore,
+                //we retrun the mirror image peptide.
+                return GetPeptideMirror(pwsm, revisedAminoAcidOrder);
+            }
+
+        }
+
+        //Returns a PeptideWithSetModifications mirror image. Used when reverse decoy sequence is same as target sequence
+        public static PeptideWithSetModifications GetPeptideMirror(PeptideWithSetModifications pwsm, int[] revisedOrderNisOne)
+        {
+            Dictionary<int, Modification> newModificationsDictionary = new Dictionary<int, Modification>();
+            //Copy N-terminal modifications from target dictionary to decoy dictionary.
+            if (pwsm.AllModsOneIsNterminus.ContainsKey(1))
+            {
+                newModificationsDictionary.Add(1, pwsm.AllModsOneIsNterminus[1]);
+            }
+
+            //First step is to reverse the position of all modifications except the mod on the peptide N-terminus.
+            if (pwsm.AllModsOneIsNterminus.Any())
+            {
+                int newPosition = pwsm.BaseSequence.Length + 1;
+                for (int i = 2; i < pwsm.BaseSequence.Length + 2; i++)
+                {
+                    if (pwsm.AllModsOneIsNterminus.ContainsKey(i))
+                    {
+                        newModificationsDictionary.Add(newPosition, pwsm.AllModsOneIsNterminus[i]);
+                        newPosition--;
+                    }
+                    else
+                    {
+                        newPosition--;
+                    }
+                }
+            }
+
+            //Second step is to reverse the sequence.
+            string newBaseString = ProteomicsExtenstionMethods.Reverse(pwsm.BaseSequence);
+
+            var proteinSequence = pwsm.Protein.BaseSequence;
+            var aStringBuilder = new StringBuilder(proteinSequence);
+            aStringBuilder.Remove(pwsm.OneBasedStartResidueInProtein - 1, pwsm.BaseSequence.Length);
+            aStringBuilder.Insert(pwsm.OneBasedStartResidueInProtein - 1, newBaseString);
+            proteinSequence = aStringBuilder.ToString();
+
+            Protein decoyProtein = new Protein(proteinSequence, "DECOY_" + pwsm.Protein.Accession, null, new List<Tuple<string, string>>(), new Dictionary<int, List<Modification>>(), null, null, null, true);
+            DigestionParams d = pwsm.DigestionParams;
+
+            //now fill in the revised amino acid order
+            int oldStringPosition = pwsm.BaseSequence.Length - 1;
+            for (int i = 0; i < newBaseString.Length; i++)
+            {
+                revisedOrderNisOne[i] = oldStringPosition;
+                oldStringPosition--;
+            }
+            return new PeptideWithSetModifications(decoyProtein, d, pwsm.OneBasedStartResidueInProtein, pwsm.OneBasedEndResidueInProtein, pwsm.CleavageSpecificityForFdrCategory, pwsm.PeptideDescription, pwsm.MissedCleavages, newModificationsDictionary, pwsm.NumFixedMods, newBaseString);
+        }
+
+        
+    }
+}
diff --git a/EngineLayer/LibraryTargetDecoyDictionary.cs b/EngineLayer/LibraryTargetDecoyDictionary.cs
new file mode 100644
index 000000000..ca8764a96
--- /dev/null
+++ b/EngineLayer/LibraryTargetDecoyDictionary.cs
@@ -0,0 +1,17 @@
+using Proteomics.ProteolyticDigestion;
+using System;
+using System.Collections.Generic;
+using System.Text;
+
+namespace EngineLayer
+{
+    public class LibraryTargetDecoyDictionary
+    {
+        public LibraryTargetDecoyDictionary()
+        {
+
+        }
+        public Dictionary<PeptideWithSetModifications, PeptideWithSetModifications> TargetDecoyPairs;
+
+    }
+}
diff --git a/EngineLayer/MetaMorpheusEngine.cs b/EngineLayer/MetaMorpheusEngine.cs
index 0d52ae8c9..356ccf0c9 100644
--- a/EngineLayer/MetaMorpheusEngine.cs
+++ b/EngineLayer/MetaMorpheusEngine.cs
@@ -138,6 +138,8 @@ public static List<MatchedFragmentIon> MatchFragmentIons(Ms2ScanWithSpecificMass
                 {
                     matchedFragmentIons.Add(new MatchedFragmentIon(ref product, closestExperimentalMass.MonoisotopicMass.ToMz(closestExperimentalMass.Charge),
                         closestExperimentalMass.Peaks.First().intensity, closestExperimentalMass.Charge));
+                    var test1 = product.NeutralMass.ToMz(closestExperimentalMass.Charge);
+                    var test2 = closestExperimentalMass.MonoisotopicMass.ToMz(closestExperimentalMass.Charge);
                 }
             }
             if (commonParameters.AddCompIons)
diff --git a/EngineLayer/PeptideSpectralMatch.cs b/EngineLayer/PeptideSpectralMatch.cs
index 1bcb6160c..4122a6129 100644
--- a/EngineLayer/PeptideSpectralMatch.cs
+++ b/EngineLayer/PeptideSpectralMatch.cs
@@ -34,7 +34,8 @@ public PeptideSpectralMatch(PeptideWithSetModifications peptide, int notch, doub
 
             AddOrReplace(peptide, score, notch, true, matchedFragmentIons, xcorr);
         }
-
+        
+        public string targetBeforeReverseTodecoy { get;set; }
         public ChemicalFormula ModsChemicalFormula { get; private set; } // these fields will be null if they are ambiguous
         public string FullSequence { get; private set; }
         public string EssentialSequence { get; private set; }
diff --git a/EngineLayer/ProteomicsExtensionMethods.cs b/EngineLayer/ProteomicsExtensionMethods.cs
new file mode 100644
index 000000000..db6803d77
--- /dev/null
+++ b/EngineLayer/ProteomicsExtensionMethods.cs
@@ -0,0 +1,38 @@
+using System;
+using System.Collections.Generic;
+using System.Text;
+
+namespace EngineLayer
+{
+    public static class ProteomicsExtenstionMethods
+    {
+        public static List<int> AllIndexesOf(this string str, string value)
+        {
+            if (String.IsNullOrEmpty(value))
+                throw new ArgumentException("the string to find may not be empty", "value");
+            List<int> indexes = new List<int>();
+            for (int index = 0; ; index += value.Length)
+            {
+                index = str.IndexOf(value, index);
+                if (index == -1)
+                    return indexes;
+                indexes.Add(index);
+            }
+        }
+
+        public static void Fill<T>(this T[] originalArray, T with)
+        {
+            for (int i = 0; i < originalArray.Length; i++)
+            {
+                originalArray[i] = with;
+            }
+        }
+
+        public static string Reverse(string s)
+        {
+            char[] charArray = s.ToCharArray();
+            Array.Reverse(charArray);
+            return new string(charArray);
+        }
+    }
+}
diff --git a/EngineLayer/SpectralLibrarySearch/LibrarySpectrum.cs b/EngineLayer/SpectralLibrarySearch/LibrarySpectrum.cs
index 3016df168..5108c5eb7 100644
--- a/EngineLayer/SpectralLibrarySearch/LibrarySpectrum.cs
+++ b/EngineLayer/SpectralLibrarySearch/LibrarySpectrum.cs
@@ -1,4 +1,5 @@
 using Proteomics.Fragmentation;
+using Proteomics.ProteolyticDigestion;
 using System.Collections.Generic;
 using System.Linq;
 using System.Text;
@@ -19,6 +20,7 @@ public class LibrarySpectrum
         public bool IsDecoy { get; set; }
         public string ModsString { get; set; }
         public string BaseSequenceWithoutMods { get; set; }
+
         public string Name
         {
             get { return Sequence + "/" + ChargeState; }
@@ -50,7 +52,7 @@ public override string ToString()
             {
                 double intensityFraction = matchedIon.Intensity / maxIntensity;
 
-                spectrum.Append("\n"+matchedIon.Mz + "\t" + intensityFraction + "\t" + "\"" +
+                spectrum.Append("\n" + matchedIon.Mz + "\t" + intensityFraction + "\t" + "\"" +
                     matchedIon.NeutralTheoreticalProduct.ProductType.ToString() +
                     matchedIon.NeutralTheoreticalProduct.FragmentNumber.ToString() + "^" +
                     matchedIon.Charge + "/" + 0 + "ppm" + "\"");
@@ -58,5 +60,7 @@ public override string ToString()
 
             return spectrum.ToString();
         }
+
+
     }
 }
\ No newline at end of file
diff --git a/EngineLayer/SpectralLibrarySearch/SpectralLibrary.cs b/EngineLayer/SpectralLibrarySearch/SpectralLibrary.cs
index 8f8b731b0..f9ff60862 100644
--- a/EngineLayer/SpectralLibrarySearch/SpectralLibrary.cs
+++ b/EngineLayer/SpectralLibrarySearch/SpectralLibrary.cs
@@ -1,5 +1,6 @@
 using MzLibUtil;
 using Proteomics.Fragmentation;
+using Proteomics.ProteolyticDigestion;
 using System;
 using System.Collections.Generic;
 using System.Globalization;
@@ -19,6 +20,7 @@ public class SpectralLibrary
         private int MaxElementsInBuffer = 10000;
         private Dictionary<string, StreamReader> StreamReaders;
         private static Regex IonParserRegex = new Regex(@"^(\D{1,})(\d{1,})(?:[\^]|$)(\d{1,}|$)");
+        public Dictionary<PeptideWithSetModifications, PeptideWithSetModifications> DecoyTargetPairs;
 
         private static Dictionary<string, string> PrositToMetaMorpheusModDictionary = new Dictionary<string, string>
         {
@@ -33,6 +35,7 @@ public SpectralLibrary(List<string> pathsToLibraries)
             LibrarySpectrumBufferList = new Queue<string>();
             LibrarySpectrumBuffer = new Dictionary<string, LibrarySpectrum>();
             StreamReaders = new Dictionary<string, StreamReader>();
+            DecoyTargetPairs = new Dictionary<PeptideWithSetModifications, PeptideWithSetModifications>();
 
             foreach (var path in LibraryPaths)
             {
diff --git a/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs b/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs
index aa6c341db..373ba6636 100644
--- a/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs
+++ b/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs
@@ -20,22 +20,53 @@ public static void CalculateSpectralAngles(SpectralLibrary spectralLibrary, Pept
             {
                 Ms2ScanWithSpecificMass scan = arrayOfSortedMs2Scans[psm.ScanIndex];
 
-                //TODO: spectral angle could be used to disambiguate PSMs. right now for ambiguous PSMs, the spectral angle for only one peptide option is saved
-                foreach (var peptide in psm.PeptidesToMatchingFragments)
-                {
-                    if (spectralLibrary != null && peptide.Key.Protein.IsDecoy && !spectralLibrary.ContainsSpectrum(peptide.Key.FullSequence, scan.PrecursorCharge))
+                //try
+                //{
+                    //TODO: spectral angle could be used to disambiguate PSMs. right now for ambiguous PSMs, the spectral angle for only one peptide option is saved
+                    foreach (var peptide in psm.PeptidesToMatchingFragments)
                     {
-                        double spectralAngle = CalculateDecoyNormalizedSpectralAngle(peptide.Key, scan, commonParameters);
-                        psm.SpectralAngle = spectralAngle;
+                        if (spectralLibrary != null && !peptide.Key.Protein.Accession.Contains("DECOY") && spectralLibrary.TryGetSpectrum(peptide.Key.FullSequence, scan.PrecursorCharge, out var librarySpectrum))
+                        {
+                            double spectralAngle = CalculateNormalizedSpectralAngle(librarySpectrum.MatchedFragmentIons, scan.TheScan, commonParameters);
+                            psm.SpectralAngle = spectralAngle;
+                        }
+                        else if (spectralLibrary != null && peptide.Key.Protein.Accession.Contains("DECOY") && spectralLibrary.TryGetSpectrum(spectralLibrary.DecoyTargetPairs[peptide.Key].FullSequence, scan.PrecursorCharge, out var targetlibrarySpectrum))
+                        {
+                            var decoyPeptideTheorProducts = new List<Product>();
+                            peptide.Key.Fragment(commonParameters.DissociationType, commonParameters.DigestionParams.FragmentationTerminus, decoyPeptideTheorProducts);
+                            var decoylibrarySpectrum = GetDecoyLibrarySpectrumFromTargetByReverse(targetlibrarySpectrum, decoyPeptideTheorProducts);
+                            double spectralAngle = CalculateNormalizedSpectralAngle(decoylibrarySpectrum, scan.TheScan, commonParameters);
+                            psm.SpectralAngle = spectralAngle;
+                        }
                     }
-                    else if (spectralLibrary != null && spectralLibrary.TryGetSpectrum(peptide.Key.FullSequence, scan.PrecursorCharge, out var librarySpectrum))
+                //}
+                //catch
+                //{
+
+                //}
+            }
+        }
+
+        public static List<MatchedFragmentIon> GetDecoyLibrarySpectrumFromTargetByReverse(LibrarySpectrum targetSpectrum, List<Product> decoyPeptideTheorProducts)
+        {
+            var decoyFragmentIons = new List<MatchedFragmentIon>();
+            //var decoyPeptideTheorProducts = new List<Product>();
+            //int[] newAAlocations = new int[targetPeptide.BaseSequence.Length];
+            //PeptideWithSetModifications decoy = DecoyOnTheFly.GetReverseDecoyFromTarget(targetPeptide, newAAlocations);
+            //decoy.Fragment(CommonParameters.DissociationType, CommonParameters.DigestionParams.FragmentationTerminus, decoyPeptideTheorProducts);
+            foreach (var targetIon in targetSpectrum.MatchedFragmentIons)
+            {
+                foreach (var decoyPeptideTheorIon in decoyPeptideTheorProducts)
+                {
+                    if (targetIon.NeutralTheoreticalProduct.ProductType == decoyPeptideTheorIon.ProductType && targetIon.NeutralTheoreticalProduct.FragmentNumber == decoyPeptideTheorIon.FragmentNumber)
                     {
-                        double spectralAngle = CalculateNormalizedSpectralAngle(librarySpectrum.MatchedFragmentIons, scan.TheScan, commonParameters);
-                        psm.SpectralAngle = spectralAngle;
+                        double decoyFragmentMz = decoyPeptideTheorIon.NeutralMass.ToMz(targetIon.Charge);
+                        Product temProduct = decoyPeptideTheorIon;
+                        decoyFragmentIons.Add(new MatchedFragmentIon(ref temProduct, decoyFragmentMz, targetIon.Intensity, targetIon.Charge));
                     }
-  
                 }
             }
+            return decoyFragmentIons;
         }
 
         /// <summary>
diff --git a/TaskLayer/MetaMorpheusTask.cs b/TaskLayer/MetaMorpheusTask.cs
index f1a172f1c..3b6a953c6 100644
--- a/TaskLayer/MetaMorpheusTask.cs
+++ b/TaskLayer/MetaMorpheusTask.cs
@@ -410,8 +410,8 @@ public MyTaskResults RunTask(string output_folder, List<DbForTask> currentProtei
             FileSpecificParameters = new List<(string FileName, CommonParameters Parameters)>();
 
             MetaMorpheusEngine.FinishedSingleEngineHandler += SingleEngineHandlerInTask;
-            try
-            {
+            //try
+            //{
                 var stopWatch = new Stopwatch();
                 stopWatch.Start();
 
@@ -458,25 +458,25 @@ public MyTaskResults RunTask(string output_folder, List<DbForTask> currentProtei
                 }
                 FinishedWritingFile(resultsFileName, new List<string> { displayName });
                 FinishedSingleTask(displayName);
-            }
-            catch (Exception e)
-            {
-                MetaMorpheusEngine.FinishedSingleEngineHandler -= SingleEngineHandlerInTask;
-                var resultsFileName = Path.Combine(output_folder, "results.txt");
-                e.Data.Add("folder", output_folder);
-                using (StreamWriter file = new StreamWriter(resultsFileName))
-                {
-                    file.WriteLine(GlobalVariables.MetaMorpheusVersion.Equals("1.0.0.0") ? "MetaMorpheus: Not a release version" : "MetaMorpheus: version " + GlobalVariables.MetaMorpheusVersion);
-                    file.WriteLine(SystemInfo.CompleteSystemInfo()); //OS, OS Version, .Net Version, RAM, processor count, MSFileReader .dll versions X3
-                    file.Write("e: " + e);
-                    file.Write("e.Message: " + e.Message);
-                    file.Write("e.InnerException: " + e.InnerException);
-                    file.Write("e.Source: " + e.Source);
-                    file.Write("e.StackTrace: " + e.StackTrace);
-                    file.Write("e.TargetSite: " + e.TargetSite);
-                }
-                throw;
-            }
+            //}
+            //catch (Exception e)
+            //{
+            //    MetaMorpheusEngine.FinishedSingleEngineHandler -= SingleEngineHandlerInTask;
+            //    var resultsFileName = Path.Combine(output_folder, "results.txt");
+            //    e.Data.Add("folder", output_folder);
+            //    using (StreamWriter file = new StreamWriter(resultsFileName))
+            //    {
+            //        file.WriteLine(GlobalVariables.MetaMorpheusVersion.Equals("1.0.0.0") ? "MetaMorpheus: Not a release version" : "MetaMorpheus: version " + GlobalVariables.MetaMorpheusVersion);
+            //        file.WriteLine(SystemInfo.CompleteSystemInfo()); //OS, OS Version, .Net Version, RAM, processor count, MSFileReader .dll versions X3
+            //        file.Write("e: " + e);
+            //        file.Write("e.Message: " + e.Message);
+            //        file.Write("e.InnerException: " + e.InnerException);
+            //        file.Write("e.Source: " + e.Source);
+            //        file.Write("e.StackTrace: " + e.StackTrace);
+            //        file.Write("e.TargetSite: " + e.TargetSite);
+            //    }
+            //    throw;
+            //}
 
             {
                 var proseFilePath = Path.Combine(output_folder, "prose.txt");
@@ -597,21 +597,6 @@ protected static void WritePsmsToTsv(IEnumerable<PeptideSpectralMatch> psms, str
             }
         }
 
-        protected static void WriteSpectralLibrary(List<LibrarySpectrum> spectrumLibrary, string outputFolder)
-        {
-
-            string spectrumFilePath = outputFolder + "\\spectralLibrary.msp";
-            using (StreamWriter output = new StreamWriter(spectrumFilePath))
-            {
-
-                foreach (var x in spectrumLibrary)
-                {
-                    output.WriteLine(x.ToString());
-                }
-
-            }
-        }
-
         protected void ReportProgress(ProgressEventArgs v)
         {
             OutProgressHandler?.Invoke(this, v);
diff --git a/TaskLayer/SearchTask/PostSearchAnalysisTask.cs b/TaskLayer/SearchTask/PostSearchAnalysisTask.cs
index bcba2f9d3..6dfe6520c 100644
--- a/TaskLayer/SearchTask/PostSearchAnalysisTask.cs
+++ b/TaskLayer/SearchTask/PostSearchAnalysisTask.cs
@@ -563,7 +563,7 @@ private void SpectralLibraryGeneration()
                 spectrumLibrary.Add(standSpectrum);
             }
 
-            WriteSpectralLibrary(spectrumLibrary, Parameters.OutputFolder);
+            //WriteSpectralLibrary(spectrumLibrary, Parameters.OutputFolder);
         }
         private void WritePsmResults()
         {
diff --git a/Test/SpectralLibraryReaderTest.cs b/Test/SpectralLibraryReaderTest.cs
index c2ebc519c..47f2d6a7a 100644
--- a/Test/SpectralLibraryReaderTest.cs
+++ b/Test/SpectralLibraryReaderTest.cs
@@ -7,6 +7,9 @@
 using TaskLayer;
 using System.Collections.Generic;
 using Proteomics.Fragmentation;
+using Proteomics;
+using Proteomics.ProteolyticDigestion;
+using Chemistry;
 
 namespace Test
 {
@@ -158,7 +161,7 @@ public static void SpectralLibraryWriterTest()
             Assert.That(testLibraryWithoutDecoy.TryGetSpectrum("MVDENC[Common Fixed:Carbamidomethyl on C]VGFDHTVKPVSDMELETPTDK", 3, out var spectrum2));
         }
 
-            [Test]
+        [Test]
         public static void TestSpectraCompareAndAverage()
         {
             var product = new Product();
@@ -170,7 +173,7 @@ public static void TestSpectraCompareAndAverage()
             var f = new MatchedFragmentIon(ref product, 2, 4, 1);
             var g = new MatchedFragmentIon(ref product, 3, 4, 1);
             var h = new MatchedFragmentIon(ref product, 5, 4, 1);
-       
+
             var compare1 = SpectralLibrarySearchFunction.MatchedSpectraCompare(new List<MatchedFragmentIon> { a, b, c }, new List<MatchedFragmentIon> { f, g, h });
             var compare2 = SpectralLibrarySearchFunction.MatchedSpectraCompare(new List<MatchedFragmentIon> { a, b, c }, new List<MatchedFragmentIon> { a, b, c });
             var compare3 = SpectralLibrarySearchFunction.MatchedSpectraCompare(new List<MatchedFragmentIon> { a, b, h }, new List<MatchedFragmentIon> { f, e, g });
@@ -209,5 +212,36 @@ public static void TestSpectraCompareAndAverage()
             Assert.That(Math.Abs(ave2[1].Intensity - 0.3667) < 0.01);
 
         }
-    }
+
+        [Test]
+        public static void TestDecoySpectralLibraryGeneration()
+        {
+            Product b1 = new Product(ProductType.b, FragmentationTerminus.Both, 1, 1, 0, 0);
+            Product b2 = new Product(ProductType.b, FragmentationTerminus.Both, 2, 2, 0, 0);
+            Product b3 = new Product(ProductType.b, FragmentationTerminus.Both, 3, 3, 0, 0);
+            Product b4 = new Product(ProductType.b, FragmentationTerminus.Both, 4, 4, 0, 0);
+            Product b5 = new Product(ProductType.b, FragmentationTerminus.Both, 5, 5, 0, 0);
+            Product y1 = new Product(ProductType.y, FragmentationTerminus.Both, 1, 1, 0, 0);
+            Product y2 = new Product(ProductType.y, FragmentationTerminus.Both, 2, 2, 0, 0);
+            Product y3 = new Product(ProductType.y, FragmentationTerminus.Both, 3, 3, 0, 0);
+            Product y4 = new Product(ProductType.y, FragmentationTerminus.Both, 4, 4, 0, 0);
+            Product y5 = new Product(ProductType.y, FragmentationTerminus.Both, 5, 5, 0, 0);
+            var o = new MatchedFragmentIon(ref b1, 1, 3, 1);
+            var p = new MatchedFragmentIon(ref b2, 2, 2, 2);
+            var q = new MatchedFragmentIon(ref b3, 3, 1, 1);
+            var r = new MatchedFragmentIon(ref y1, 4, 2, 2);
+            var s = new MatchedFragmentIon(ref y2, 2, 4, 1);
+            var t = new MatchedFragmentIon(ref y3, 2, 4, 2);
+            var test1LibrarySpectrum = new LibrarySpectrum("ABCD", 1, 3,
+                new List<MatchedFragmentIon> { o, p, q, r, s, t }, 0);
+            var test1TheoProducts = new List<Product> { b1, b2, b3, y1, y2, y3 };
+            var decotTest1 = SpectralLibrarySearchFunction.GetDecoyLibrarySpectrumFromTargetByReverse(test1LibrarySpectrum, test1TheoProducts);
+            Assert.That(decotTest1[0].Intensity == 3);
+            Assert.That(decotTest1[1].Intensity == 2);
+            Assert.That(decotTest1[2].Intensity == 1);
+            Assert.That(decotTest1[1].Mz == b2.NeutralMass.ToMz(decotTest1[1].Charge));
+        }
+
+
+}
 }

From 64cd3bb9a3bf7f8469e18d3eeaf549b61acf32e5 Mon Sep 17 00:00:00 2001
From: Yuling1996 <dai59wisc.edu>
Date: Thu, 17 Dec 2020 17:35:25 -0600
Subject: [PATCH 08/13] lastestWriter

---
 .../ClassicSearch/ClassicSearchEngine.cs      |  4 +-
 .../SpectralLibrarySearch/LibrarySpectrum.cs  | 29 ++++++++-
 .../SpectralLibrarySearchFunction.cs          | 60 +++++++++++++++++--
 TaskLayer/MetaMorpheusTask.cs                 | 28 +++++++++
 .../SearchTask/PostSearchAnalysisTask.cs      | 28 +++++++--
 Test/SpectralLibraryReaderTest.cs             | 12 ++--
 6 files changed, 144 insertions(+), 17 deletions(-)

diff --git a/EngineLayer/ClassicSearch/ClassicSearchEngine.cs b/EngineLayer/ClassicSearch/ClassicSearchEngine.cs
index fcc13e086..6115a1f2c 100644
--- a/EngineLayer/ClassicSearch/ClassicSearchEngine.cs
+++ b/EngineLayer/ClassicSearch/ClassicSearchEngine.cs
@@ -90,9 +90,11 @@ protected override MetaMorpheusEngineResults RunSpecific()
                                     continue;
                                 }
                                 // we need a function to get the original target sequence of a decoy peptide
+
                                 if (SpectralLibrary != null && !SpectralLibrary.DecoyTargetPairs.ContainsKey(decoy))
                                 {
-                                    SpectralLibrary.DecoyTargetPairs.Add(decoy, peptide);
+                                                                                                                                                                                                                                                                                                                                                                                                                              
+                                      SpectralLibrary.DecoyTargetPairs.Add(decoy, peptide);
                                 }
                               
                                 List<MatchedFragmentIon> matchedIons = MatchFragmentIons(scan.TheScan, peptideTheorProducts, CommonParameters);
diff --git a/EngineLayer/SpectralLibrarySearch/LibrarySpectrum.cs b/EngineLayer/SpectralLibrarySearch/LibrarySpectrum.cs
index 5108c5eb7..797990c00 100644
--- a/EngineLayer/SpectralLibrarySearch/LibrarySpectrum.cs
+++ b/EngineLayer/SpectralLibrarySearch/LibrarySpectrum.cs
@@ -36,6 +36,32 @@ public LibrarySpectrum(string sequence, double precursorMz, int chargeState, Lis
             RetentionTime = rt;
         }
 
+        //public override string ToString()
+        //{
+        //    StringBuilder spectrum = new StringBuilder();
+        //    spectrum.Append("Name: " + Name);
+        //    spectrum.Append("\nMW: " + PrecursorMz);
+        //    spectrum.Append("\nComment: ");
+        //    spectrum.Append("Parent=" + PrecursorMz);
+        //    spectrum.Append(" RT=" + RetentionTime);
+        //    spectrum.Append("\nNum peaks: " + MatchedFragmentIons.Count);
+
+        //    double maxIntensity = MatchedFragmentIons.Select(b => b.Intensity).Max();
+
+        //    foreach (MatchedFragmentIon matchedIon in MatchedFragmentIons)
+        //    {
+        //        double intensityFraction = matchedIon.Intensity / maxIntensity;
+
+        //        spectrum.Append("\n" + matchedIon.Mz + "\t" + intensityFraction + "\t" + "\"" +
+        //            matchedIon.NeutralTheoreticalProduct.ProductType.ToString() +
+        //            matchedIon.NeutralTheoreticalProduct.FragmentNumber.ToString() + "^" +
+        //            matchedIon.Charge + "/" + 0 + "ppm" + "\"");
+        //    }
+
+        //    return spectrum.ToString();
+        //}
+
+        //test
         public override string ToString()
         {
             StringBuilder spectrum = new StringBuilder();
@@ -47,10 +73,11 @@ public override string ToString()
             spectrum.Append("\nNum peaks: " + MatchedFragmentIons.Count);
 
             double maxIntensity = MatchedFragmentIons.Select(b => b.Intensity).Max();
+            double sumIntensity = MatchedFragmentIons.Select(b => b.Intensity).Sum();
 
             foreach (MatchedFragmentIon matchedIon in MatchedFragmentIons)
             {
-                double intensityFraction = matchedIon.Intensity / maxIntensity;
+                double intensityFraction = matchedIon.Intensity / sumIntensity;
 
                 spectrum.Append("\n" + matchedIon.Mz + "\t" + intensityFraction + "\t" + "\"" +
                     matchedIon.NeutralTheoreticalProduct.ProductType.ToString() +
diff --git a/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs b/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs
index 373ba6636..bc97be660 100644
--- a/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs
+++ b/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs
@@ -132,18 +132,64 @@ public static double CalculateNormalizedSpectralAngle(List<MatchedFragmentIon> t
             return normalizedSpectralAngle;
         }
 
+        public static double CalculatePsmsNormalizedSpectralAngle(List<MatchedFragmentIon> standardSpectrum, List<MatchedFragmentIon> spectrum)
+        {
+            double mzCutoff = 300;
+            int fragmentNumberCutoff = 3;
+            Dictionary<MatchedFragmentIon, MatchedFragmentIon> matchedIons = new Dictionary<MatchedFragmentIon, MatchedFragmentIon>();
+            foreach (var standIon in standardSpectrum)
+            {
+                if (standIon.Mz <= mzCutoff || standIon.NeutralTheoreticalProduct.FragmentNumber <= fragmentNumberCutoff)
+                {
+                    continue;
+                }
+                foreach (var ion in spectrum)
+                {
+                    if (standIon.NeutralTheoreticalProduct.ProductType == ion.NeutralTheoreticalProduct.ProductType && standIon.NeutralTheoreticalProduct.FragmentNumber == ion.NeutralTheoreticalProduct.FragmentNumber && standIon.Charge == ion.Charge)
+                    {
+                        matchedIons.Add(standIon, ion);
+                    }
+                }
+            }
+
+            // L2 norm
+            double sumOfspectrumIntensity = Math.Sqrt(matchedIons.Sum(p => p.Value.Intensity));
+            double expNormalizer = Math.Sqrt(matchedIons.Sum(p => Math.Pow(p.Value.Intensity / sumOfspectrumIntensity, 2)));
+            double sumOfstandardIntensity = Math.Sqrt(standardSpectrum.Sum(p => p.Intensity));
+            double theorNormalizer = Math.Sqrt(standardSpectrum.Sum(p => Math.Pow(p.Intensity/ sumOfstandardIntensity, 2)));
+
+            double dotProduct = 0;
+
+            foreach (var standIon in standardSpectrum)
+            {
+                if (matchedIons.TryGetValue(standIon, out var Ion))
+                {
+                    var standIntensity = standIon.Intensity / sumOfstandardIntensity;
+                    var intensity = Ion.Intensity / sumOfspectrumIntensity;
+                    dotProduct += (standIntensity / theorNormalizer) * (intensity / expNormalizer);
+                }
+            }
+
+            double normalizedSpectralAngle = 1 - (2 * Math.Acos(dotProduct) / Math.PI);
+
+            return normalizedSpectralAngle;
+
+        }
+
         //1024TestDoneCompareFunction
         public static double MatchedSpectraCompare(List<MatchedFragmentIon> standardSpectra, List<MatchedFragmentIon> spectraToCompare)
         {
 
             double[] mz1 = standardSpectra.Select(b => b.Mz).ToArray();
             double intensitySum1 = standardSpectra.Select(b => b.Intensity).Sum();
+            //sqrt of the intensity to decrease the influence of peaks with high intensity
             double[] intensity1 = standardSpectra.Select(b => Math.Sqrt(b.Intensity / intensitySum1)).ToArray();
             //Console.WriteLine(mz1.Length + "  " + intensity1.Length);
             Array.Sort(mz1, intensity1);
 
             double[] mz2 = spectraToCompare.Select(b => b.Mz).ToArray();
             double intensitySum2 = spectraToCompare.Select(b => b.Intensity).Sum();
+            //sqrt of the intensity to decrease the influence of peaks with high intensity
             double[] intensity2 = spectraToCompare.Select(b => Math.Sqrt(b.Intensity / intensitySum2)).ToArray();
             Array.Sort(mz2, intensity2);
             //Console.WriteLine(mz2.Length + "  " + intensity2.Length);
@@ -216,7 +262,7 @@ public static double MatchedSpectraCompare(List<MatchedFragmentIon> standardSpec
             return score;
         }
 
-        public static List<MatchedFragmentIon> AverageTwoSpectra(List<MatchedFragmentIon> spectraOne, List<MatchedFragmentIon> spectraTwo)
+        public static List<MatchedFragmentIon> AverageTwoSpectra(List<MatchedFragmentIon> spectraOne, List<MatchedFragmentIon> spectraTwo, int PsmsNum)
         {
             Dictionary<String, MatchedFragmentIon> averagedPeaksDictionary = new Dictionary<String, MatchedFragmentIon>();
             var averageTwoSpectraResult = new List<MatchedFragmentIon>();
@@ -252,8 +298,10 @@ public static List<MatchedFragmentIon> AverageTwoSpectra(List<MatchedFragmentIon
             {
                 if (spectraOneDictionary.ContainsKey(productWithCharge) && spectraTwoDictionary.ContainsKey(productWithCharge))
                 {
-                    var newMz = (spectraOneDictionary[productWithCharge].Mz + spectraTwoDictionary[productWithCharge].Mz) / 2;
-                    var newNorIntensity = (spectraOneDictionary[productWithCharge].Intensity / intensitySum1 + spectraTwoDictionary[productWithCharge].Intensity / intensitySum2) / 2;
+                    var newMz = spectraOneDictionary[productWithCharge].Mz * (1 - (1.0 / PsmsNum)) + spectraTwoDictionary[productWithCharge].Mz / PsmsNum;
+                    var normInten1 = spectraOneDictionary[productWithCharge].Intensity / intensitySum1;
+                    var normInten2 = spectraTwoDictionary[productWithCharge].Intensity / intensitySum2;
+                    var newNorIntensity = normInten1 * (1 - (1.0 / PsmsNum)) + normInten2 / PsmsNum;
                     Product product = spectraOneDictionary[productWithCharge].NeutralTheoreticalProduct;
                     var newIon = new MatchedFragmentIon(ref product, newMz, newNorIntensity, spectraOneDictionary[productWithCharge].Charge);
                     averageTwoSpectraResult.Add(newIon);
@@ -261,13 +309,15 @@ public static List<MatchedFragmentIon> AverageTwoSpectra(List<MatchedFragmentIon
                 else if (spectraOneDictionary.ContainsKey(productWithCharge))
                 {
                     Product productOne = spectraOneDictionary[productWithCharge].NeutralTheoreticalProduct;
-                    var oneIon = new MatchedFragmentIon(ref productOne, spectraOneDictionary[productWithCharge].Mz, spectraOneDictionary[productWithCharge].Intensity / intensitySum1, spectraOneDictionary[productWithCharge].Charge);
+                    var normInten1 = spectraOneDictionary[productWithCharge].Intensity / intensitySum1;
+                    var oneIon = new MatchedFragmentIon(ref productOne, spectraOneDictionary[productWithCharge].Mz, normInten1 * (1 - (1.0 / PsmsNum)), spectraOneDictionary[productWithCharge].Charge);
                     averageTwoSpectraResult.Add(oneIon);
                 }
                 else if (spectraTwoDictionary.ContainsKey(productWithCharge))
                 {
                     Product productTwo = spectraTwoDictionary[productWithCharge].NeutralTheoreticalProduct;
-                    var twoIon = new MatchedFragmentIon(ref productTwo, spectraTwoDictionary[productWithCharge].Mz, spectraTwoDictionary[productWithCharge].Intensity / intensitySum2, spectraTwoDictionary[productWithCharge].Charge);
+                    var normInten2 = spectraTwoDictionary[productWithCharge].Intensity / intensitySum2;
+                    var twoIon = new MatchedFragmentIon(ref productTwo, spectraTwoDictionary[productWithCharge].Mz, normInten2 / PsmsNum, spectraTwoDictionary[productWithCharge].Charge);
                     averageTwoSpectraResult.Add(twoIon);
                 }
             }
diff --git a/TaskLayer/MetaMorpheusTask.cs b/TaskLayer/MetaMorpheusTask.cs
index 3b6a953c6..302f2e860 100644
--- a/TaskLayer/MetaMorpheusTask.cs
+++ b/TaskLayer/MetaMorpheusTask.cs
@@ -596,7 +596,35 @@ protected static void WritePsmsToTsv(IEnumerable<PeptideSpectralMatch> psms, str
                 }
             }
         }
+        protected static void WriteSpectralLibrary(List<LibrarySpectrum> spectrumLibrary, string outputFolder)
+        {
+
+            string spectrumFilePath = outputFolder + "\\spectralLibrary.msp";
+            using (StreamWriter output = new StreamWriter(spectrumFilePath))
+            {
 
+                foreach (var x in spectrumLibrary)
+                {
+                    output.WriteLine(x.ToString());
+                }
+
+            }
+        }
+        //forTestingLibraryGeneration
+        protected static void WriteAllspectra(List<LibrarySpectrum> spectrumLibrary, string outputFolder)
+        {
+
+            string spectrumFilePath = outputFolder + "\\allspectral.msp";
+            using (StreamWriter output = new StreamWriter(spectrumFilePath))
+            {
+
+                foreach (var x in spectrumLibrary)
+                {
+                    output.WriteLine(x.ToString());
+                }
+
+            }
+        }
         protected void ReportProgress(ProgressEventArgs v)
         {
             OutProgressHandler?.Invoke(this, v);
diff --git a/TaskLayer/SearchTask/PostSearchAnalysisTask.cs b/TaskLayer/SearchTask/PostSearchAnalysisTask.cs
index 6dfe6520c..4747282c5 100644
--- a/TaskLayer/SearchTask/PostSearchAnalysisTask.cs
+++ b/TaskLayer/SearchTask/PostSearchAnalysisTask.cs
@@ -521,7 +521,8 @@ private void SpectralLibraryGeneration()
             var FilteredPsmList = Parameters.AllPsms
                 .Where(p => p.FdrInfo.QValue <= 0.1
                 && p.FdrInfo.QValueNotch <= CommonParameters.QValueOutputFilter).ToList();
-            //FilteredPsmList.RemoveAll(b => b.IsDecoy);
+            FilteredPsmList.RemoveAll(b => b.BestMatchingPeptides.First().Peptide.Protein.Accession.Contains("DECOY"));
+            FilteredPsmList.RemoveAll(b => b.IsDecoy);
             FilteredPsmList.RemoveAll(b => b.IsContaminant);
 
             //write spectral library by Yuling 11/14
@@ -544,17 +545,21 @@ private void SpectralLibraryGeneration()
                 double standPrecursurMz = x.Value[0].ScanPrecursorMonoisotopicPeakMz;
                 double standRt = x.Value[0].ScanRetentionTime;
                 int a = 0;
+                int PsmsNum = 1;
                 while (a < x.Value.Count - 1)
                 {
                     //Console.WriteLine(x.Key + "   " + this.matchedSpectraCompare(standspctra, x.Value[a + 1].MatchedFragmentIons));
                     var spectrumTocompare = x.Value[a + 1].MatchedFragmentIons;
 
                     var compareScore = SpectralLibrarySearchFunction.MatchedSpectraCompare(standspctra, spectrumTocompare);
+                    var testScore = SpectralLibrarySearchFunction.CalculatePsmsNormalizedSpectralAngle(standspctra, spectrumTocompare);
                     if (compareScore > 0.90)
                     {
-                        standspctra = SpectralLibrarySearchFunction.AverageTwoSpectra(standspctra, spectrumTocompare);
-                        standPrecursurMz = (standPrecursurMz + x.Value[a + 1].ScanPrecursorMonoisotopicPeakMz) / 2;
-                        standRt = (standRt + x.Value[a + 1].ScanRetentionTime) / 2;
+                        PsmsNum++;
+                        standspctra = SpectralLibrarySearchFunction.AverageTwoSpectra(standspctra, spectrumTocompare, PsmsNum);
+
+                        standPrecursurMz = standPrecursurMz * (1 - (1.0 / PsmsNum)) + x.Value[a + 1].ScanPrecursorMonoisotopicPeakMz / PsmsNum;
+                        standRt = standRt * (1 - (1.0 / PsmsNum)) + x.Value[a + 1].ScanRetentionTime / PsmsNum;
                     }
                     a++;
                 }
@@ -564,6 +569,21 @@ private void SpectralLibraryGeneration()
             }
 
             //WriteSpectralLibrary(spectrumLibrary, Parameters.OutputFolder);
+
+            //fortesting
+            var allspectra = new List<LibrarySpectrum>();
+            foreach (var x in PsmsGroupByPeptideAndCharge)
+            {
+                if(x.Value.Count>1)
+                {
+                    foreach(var each in x.Value)
+                    {
+                        allspectra.Add(new LibrarySpectrum(each.FullSequence, each.ScanPrecursorMonoisotopicPeakMz, each.ScanPrecursorCharge, each.MatchedFragmentIons, each.ScanRetentionTime));
+                    }
+                }
+                
+            }
+            WriteAllspectra(allspectra, Parameters.OutputFolder);
         }
         private void WritePsmResults()
         {
diff --git a/Test/SpectralLibraryReaderTest.cs b/Test/SpectralLibraryReaderTest.cs
index 47f2d6a7a..35a30505f 100644
--- a/Test/SpectralLibraryReaderTest.cs
+++ b/Test/SpectralLibraryReaderTest.cs
@@ -177,9 +177,9 @@ public static void TestSpectraCompareAndAverage()
             var compare1 = SpectralLibrarySearchFunction.MatchedSpectraCompare(new List<MatchedFragmentIon> { a, b, c }, new List<MatchedFragmentIon> { f, g, h });
             var compare2 = SpectralLibrarySearchFunction.MatchedSpectraCompare(new List<MatchedFragmentIon> { a, b, c }, new List<MatchedFragmentIon> { a, b, c });
             var compare3 = SpectralLibrarySearchFunction.MatchedSpectraCompare(new List<MatchedFragmentIon> { a, b, h }, new List<MatchedFragmentIon> { f, e, g });
-            Assert.That(Math.Abs(compare1 - 0.6667) < 0.001);
+            Assert.That(Math.Abs(compare1-0.6667)<0.001);
             Assert.That(Math.Abs(compare2 - 1) < 0.001);
-            Assert.That(Math.Abs(compare3 - 0.4714) < 0.001);
+            Assert.That(Math.Abs(compare3-0.5774)<0.001);
 
             //test averageTwoSpectraFunction by Yuling
             Product b1 = new Product(ProductType.b, FragmentationTerminus.Both, 0, 1, 0, 0);
@@ -201,15 +201,15 @@ public static void TestSpectraCompareAndAverage()
             var t = new MatchedFragmentIon(ref b3, 2, 4, 2);
 
             // all same charge
-            var ave1 = SpectralLibrarySearchFunction.AverageTwoSpectra(new List<MatchedFragmentIon> { o, p, q }, new List<MatchedFragmentIon> { o, p, q });
+            var ave1 = SpectralLibrarySearchFunction.AverageTwoSpectra(new List<MatchedFragmentIon> { o, p, q }, new List<MatchedFragmentIon> { o, p, q },2);
             Assert.AreEqual(ave1.Count, 3);
             Assert.AreEqual(ave1[0], new MatchedFragmentIon(ref b1, 1, 0.5, 1));
 
             // with different charges
-            var ave2 = SpectralLibrarySearchFunction.AverageTwoSpectra(new List<MatchedFragmentIon> { o, p, q }, new List<MatchedFragmentIon> { r, s, t });
+            var ave2 = SpectralLibrarySearchFunction.AverageTwoSpectra(new List<MatchedFragmentIon> { o, p, q }, new List<MatchedFragmentIon> { r, s, t },3);
             Assert.AreEqual(ave2.Count, 5);
-            Assert.AreEqual(ave2[0].Intensity, 0.25);
-            Assert.That(Math.Abs(ave2[1].Intensity - 0.3667) < 0.01);
+            Assert.That(Math.Abs(ave2[0].Intensity-0.33333)< 0.001);
+            Assert.That(Math.Abs(ave2[1].Intensity - 0.35556) < 0.001);
 
         }
 

From 7993b599f12dc3ee3c53b4a38c7638f90d5e837e Mon Sep 17 00:00:00 2001
From: Yuling1996 <dai59wisc.edu>
Date: Wed, 13 Jan 2021 14:56:57 -0600
Subject: [PATCH 09/13] troubleShooting

---
 .../ClassicSearch/ClassicSearchEngine.cs      |  37 ++--
 .../FdrAnalysis/PEPValueAnalysisGeneric.cs    |   2 +-
 EngineLayer/PeptideSpectralMatch.cs           |   2 +
 .../SpectralLibrarySearch/LibrarySpectrum.cs  |   3 +-
 .../SpectralLibrarySearch/SpectralLibrary.cs  | 163 +++++++++++++++++-
 .../SpectralLibrarySearchFunction.cs          |  55 ++++--
 .../SearchTask/PostSearchAnalysisTask.cs      |  46 +++--
 Test/SpectralLibraryReaderTest.cs             |  56 ++++--
 Test/Test.csproj                              |   6 +-
 Test/TestData/yeast2fake_pdeep_lib.msp        |  71 ++++++++
 10 files changed, 373 insertions(+), 68 deletions(-)
 create mode 100644 Test/TestData/yeast2fake_pdeep_lib.msp

diff --git a/EngineLayer/ClassicSearch/ClassicSearchEngine.cs b/EngineLayer/ClassicSearch/ClassicSearchEngine.cs
index 6115a1f2c..94a701559 100644
--- a/EngineLayer/ClassicSearch/ClassicSearchEngine.cs
+++ b/EngineLayer/ClassicSearch/ClassicSearchEngine.cs
@@ -12,7 +12,8 @@ namespace EngineLayer.ClassicSearch
 {
     public class ClassicSearchEngine : MetaMorpheusEngine
     {
-        private readonly SpectralLibrary SpectralLibrary;
+        public SpectralLibrary SpectralLibrary { get; set; }
+        public Dictionary<PeptideWithSetModifications, PeptideWithSetModifications> decoyTargetPairs;
         private readonly MassDiffAcceptor SearchMode;
         private readonly List<Protein> Proteins;
         private readonly List<Modification> FixedModifications;
@@ -50,9 +51,10 @@ protected override MetaMorpheusEngineResults RunSpecific()
 
             double proteinsSearched = 0;
             int oldPercentProgress = 0;
+            decoyTargetPairs = new Dictionary<PeptideWithSetModifications, PeptideWithSetModifications>();
 
-            // one lock for each MS2 scan; a scan can only be accessed by one thread at a time
-            var myLocks = new object[PeptideSpectralMatches.Length];
+              // one lock for each MS2 scan; a scan can only be accessed by one thread at a time
+              var myLocks = new object[PeptideSpectralMatches.Length];
             for (int i = 0; i < myLocks.Length; i++)
             {
                 myLocks[i] = new object();
@@ -82,21 +84,23 @@ protected override MetaMorpheusEngineResults RunSpecific()
                             PeptideWithSetModifications decoy = DecoyOnTheFly.GetReverseDecoyFromTarget(peptide, newAAlocations);
                             decoy.Fragment(CommonParameters.DissociationType, CommonParameters.DigestionParams.FragmentationTerminus, decoyPeptideTheorProducts);
 
+                            // we need a function to get the original target sequence of a decoy peptide
 
-                            foreach (ScanWithIndexAndNotchInfo scan in GetAcceptableScans(peptide.MonoisotopicMass, SearchMode))
-                            {
-                                if (SpectralLibrary != null && !SpectralLibrary.ContainsSpectrum(peptide.FullSequence, scan.TheScan.PrecursorCharge))
+                                if (!decoyTargetPairs.ContainsKey(decoy) )
                                 {
-                                    continue;
+                                   decoyTargetPairs.Add(decoy, peptide);
                                 }
-                                // we need a function to get the original target sequence of a decoy peptide
+                          
 
-                                if (SpectralLibrary != null && !SpectralLibrary.DecoyTargetPairs.ContainsKey(decoy))
-                                {
-                                                                                                                                                                                                                                                                                                                                                                                                                              
-                                      SpectralLibrary.DecoyTargetPairs.Add(decoy, peptide);
-                                }
-                              
+
+
+                            foreach (ScanWithIndexAndNotchInfo scan in GetAcceptableScans(peptide.MonoisotopicMass, SearchMode))
+                            {
+                                //if (SpectralLibrary != null && !SpectralLibrary.ContainsSpectrum(peptide.FullSequence, scan.TheScan.PrecursorCharge))
+                                //{
+                                //    continue;
+                                //}
+                                
                                 List<MatchedFragmentIon> matchedIons = MatchFragmentIons(scan.TheScan, peptideTheorProducts, CommonParameters);
                                 List<MatchedFragmentIon> decoyMatchedIons = MatchFragmentIons(scan.TheScan, decoyPeptideTheorProducts, CommonParameters);
 
@@ -147,7 +151,6 @@ protected override MetaMorpheusEngineResults RunSpecific()
                                 
                             }
                         }
-
                         // report search progress (proteins searched so far out of total proteins in database)
                         proteinsSearched++;
                         var percentProgress = (int)((proteinsSearched / Proteins.Count) * 100);
@@ -165,6 +168,10 @@ protected override MetaMorpheusEngineResults RunSpecific()
             {
                 psm.ResolveAllAmbiguities();
             }
+            if (SpectralLibrary != null)
+            {
+                SpectralLibrary.DecoyTargetPairs = decoyTargetPairs;
+            }
 
             return new MetaMorpheusEngineResults(this);
         }
diff --git a/EngineLayer/FdrAnalysis/PEPValueAnalysisGeneric.cs b/EngineLayer/FdrAnalysis/PEPValueAnalysisGeneric.cs
index 154a0ab10..63170791d 100644
--- a/EngineLayer/FdrAnalysis/PEPValueAnalysisGeneric.cs
+++ b/EngineLayer/FdrAnalysis/PEPValueAnalysisGeneric.cs
@@ -625,7 +625,7 @@ public static PsmData CreateOnePsmDataEntry(string searchType, List<(string file
             float isLoop = 0;
             float isInter = 0;
             float isIntra = 0;
-            float spectralAngle = 0;
+            float spectralAngle = (float)double.NaN;
 
             if (searchType != "crosslink")
             {
diff --git a/EngineLayer/PeptideSpectralMatch.cs b/EngineLayer/PeptideSpectralMatch.cs
index 4122a6129..5efa8f5e9 100644
--- a/EngineLayer/PeptideSpectralMatch.cs
+++ b/EngineLayer/PeptideSpectralMatch.cs
@@ -3,6 +3,7 @@
 using Proteomics;
 using Proteomics.Fragmentation;
 using Proteomics.ProteolyticDigestion;
+using System;
 using System.Collections.Generic;
 using System.Linq;
 
@@ -31,6 +32,7 @@ public PeptideSpectralMatch(PeptideWithSetModifications peptide, int notch, doub
             Xcorr = xcorr;
             NativeId = scan.NativeId;
             RunnerUpScore = commonParameters.ScoreCutoff;
+            SpectralAngle = Double.NaN;
 
             AddOrReplace(peptide, score, notch, true, matchedFragmentIons, xcorr);
         }
diff --git a/EngineLayer/SpectralLibrarySearch/LibrarySpectrum.cs b/EngineLayer/SpectralLibrarySearch/LibrarySpectrum.cs
index 797990c00..4451a6351 100644
--- a/EngineLayer/SpectralLibrarySearch/LibrarySpectrum.cs
+++ b/EngineLayer/SpectralLibrarySearch/LibrarySpectrum.cs
@@ -77,7 +77,8 @@ public override string ToString()
 
             foreach (MatchedFragmentIon matchedIon in MatchedFragmentIons)
             {
-                double intensityFraction = matchedIon.Intensity / sumIntensity;
+                //double intensityFraction = matchedIon.Intensity / sumIntensity;
+                double intensityFraction = matchedIon.Intensity / maxIntensity;
 
                 spectrum.Append("\n" + matchedIon.Mz + "\t" + intensityFraction + "\t" + "\"" +
                     matchedIon.NeutralTheoreticalProduct.ProductType.ToString() +
diff --git a/EngineLayer/SpectralLibrarySearch/SpectralLibrary.cs b/EngineLayer/SpectralLibrarySearch/SpectralLibrary.cs
index f9ff60862..14fad55a9 100644
--- a/EngineLayer/SpectralLibrarySearch/SpectralLibrary.cs
+++ b/EngineLayer/SpectralLibrarySearch/SpectralLibrary.cs
@@ -20,7 +20,7 @@ public class SpectralLibrary
         private int MaxElementsInBuffer = 10000;
         private Dictionary<string, StreamReader> StreamReaders;
         private static Regex IonParserRegex = new Regex(@"^(\D{1,})(\d{1,})(?:[\^]|$)(\d{1,}|$)");
-        public Dictionary<PeptideWithSetModifications, PeptideWithSetModifications> DecoyTargetPairs;
+        public Dictionary<PeptideWithSetModifications, PeptideWithSetModifications> DecoyTargetPairs { get; set; }
 
         private static Dictionary<string, string> PrositToMetaMorpheusModDictionary = new Dictionary<string, string>
         {
@@ -28,6 +28,12 @@ public class SpectralLibrary
             { "Carbamidomethyl", "[Common Fixed:Carbamidomethyl on C]" }
         };
 
+        private static Dictionary<string, string> pDeepToMetaMorpheusModDictionary = new Dictionary<string, string>
+        {
+            { "Oxidation","[Common Variable:Oxidation on M]" },
+            {"CAM", "[Common Fixed:Carbamidomethyl on C]" }
+        };
+
         public SpectralLibrary(List<string> pathsToLibraries)
         {
             LibraryPaths = pathsToLibraries;
@@ -152,7 +158,15 @@ private LibrarySpectrum ReadSpectrumFromLibraryFile(string path, long byteOffset
             reader.DiscardBufferedData();
 
             // return the library spectrum
-            return ReadLibrarySpectrum(reader);
+            if(path.Contains("pdeep"))
+            {
+                return ReadLibrarySpectrum_pDeep(reader);
+            }
+            else
+            {
+                return ReadLibrarySpectrum(reader);
+            }
+            
         }
 
         private LibrarySpectrum ReadLibrarySpectrum(StreamReader reader, bool onlyReadHeader = false)
@@ -351,6 +365,140 @@ private LibrarySpectrum ReadLibrarySpectrum(StreamReader reader, bool onlyReadHe
             return new LibrarySpectrum(sequence, precursorMz, z, matchedFragmentIons, rt);
         }
 
+        private LibrarySpectrum ReadLibrarySpectrum_pDeep(StreamReader reader, bool onlyReadHeader = false)
+        {
+            char[] nameSplit = new char[] { '/', '_' };
+            char[] mwSplit = new char[] { ':' };
+            char[] commentSplit = new char[] { ' ', ':', '=' };
+            char[] modSplit = new char[] { '/', '(', ')' };
+            char[] fragmentSplit = new char[] { '\t', '/' };
+
+            bool readingPeaks = false;
+            string sequence = null;
+            int z = 2;
+            double precursorMz = 0;
+            double rt = 0;
+            List<MatchedFragmentIon> matchedFragmentIons = new List<MatchedFragmentIon>();
+
+            while (reader.Peek() > 0)
+            {
+                string line = reader.ReadLine();
+                string[] split;
+
+                if (line.StartsWith("Name", StringComparison.InvariantCultureIgnoreCase))
+                {
+                    if (sequence != null)
+                    {
+                        return new LibrarySpectrum(sequence, precursorMz, z, matchedFragmentIons, rt);
+                    }
+
+                    split = line.Split(nameSplit);
+
+                    // get sequence
+                    sequence = split[0].Replace("Name:", string.Empty).Trim();
+
+                    // get charge
+                    z = int.Parse(split[1].Trim());
+
+                    string[] mods = split[2].Split(modSplit, StringSplitOptions.RemoveEmptyEntries);
+                    for (int i = mods.Length - 1; i > 0; i--)
+                    {
+                        string[] modInfo = mods[i].Split(',');
+                        int index = Convert.ToInt32(modInfo[0]);
+                        string mod = modInfo[2];
+                        string metaMorpheusMod = pDeepToMetaMorpheusModDictionary[mod];
+                        //add the mod into the sequence
+                        string leftSeq = sequence.Substring(0, index + 1);
+                        string rightSeq = sequence.Substring(index + 1);
+                        sequence = leftSeq + metaMorpheusMod + rightSeq;
+                    }
+
+                }
+                else if (line.StartsWith("MW", StringComparison.InvariantCultureIgnoreCase))
+                {
+                    split = line.Split(mwSplit);
+
+                    // get precursor m/z
+                    precursorMz = double.Parse(split[1].Trim(), CultureInfo.InvariantCulture);
+                }
+                else if (line.StartsWith("Comment", StringComparison.InvariantCultureIgnoreCase))
+                {
+                    split = line.Split(commentSplit);
+
+                    // get precursor m/z if not defined yet
+                    if (precursorMz == 0)
+                    {
+                        int indOfParent = Array.IndexOf(split, "Parent");
+                        if (indOfParent > 0)
+                        {
+                            precursorMz = double.Parse(split[indOfParent + 1]);
+                        }
+                    }
+
+                    // get RT
+                    int indOfRt = Array.IndexOf(split, "iRT");
+                    if (indOfRt > 0)
+                    {
+                        rt = double.Parse(split[indOfRt + 1]);
+                    }
+                    else
+                    {
+                        indOfRt = Array.IndexOf(split, "RT");
+
+                        if (indOfRt > 0)
+                        {
+                            rt = double.Parse(split[indOfRt + 1]);
+                        }
+                    }
+                }
+                else if (line.StartsWith("Num peaks", StringComparison.InvariantCultureIgnoreCase))
+                {
+                    if (onlyReadHeader)
+                    {
+                        return new LibrarySpectrum(sequence, precursorMz, z, matchedFragmentIons, rt);
+                    }
+
+                    // this assumes that the peaks are listed after the "Num peaks" line
+                    readingPeaks = true;
+                }
+                else if (readingPeaks && line != "")
+                {
+                    split = line.Split(fragmentSplit, StringSplitOptions.RemoveEmptyEntries);
+
+                    // read fragment m/z
+                    var experMz = double.Parse(split[0], CultureInfo.InvariantCulture);
+
+                    // read fragment intensity
+                    var experIntensity = double.Parse(split[1], CultureInfo.InvariantCulture);
+
+                    // read fragment type, number      
+
+                    string fragmentType = split[2].ToCharArray()[0].ToString();
+                    int fragmentNumber = int.Parse(new string(split[2].Split(new char[] { '^' })[0].Where(Char.IsDigit).ToArray()));
+                    int fragmentCharge = 1;
+
+
+                    if (split[2].Contains('^'))
+                    {
+                        fragmentCharge = int.Parse(split[2].Split('^')[1]);
+                    }
+
+                    ProductType peakProductType = (ProductType)Enum.Parse(typeof(ProductType), fragmentType, true);
+
+                    //TODO: figure out terminus
+                    FragmentationTerminus terminus = (FragmentationTerminus)Enum.Parse(typeof(FragmentationTerminus), "None", true);
+
+                    //TODO: figure out amino acid position
+                    var product = new Product(peakProductType, terminus, experMz, fragmentNumber, 0, 0);
+
+                    matchedFragmentIons.Add(new MatchedFragmentIon(ref product, experMz, experIntensity, fragmentCharge));
+                }
+            }
+
+            return new LibrarySpectrum(sequence, precursorMz, z, matchedFragmentIons, rt);
+        }
+
+
         private void IndexSpectralLibrary(string path)
         {
             var reader = new StreamReader(path);
@@ -371,7 +519,16 @@ private void IndexSpectralLibrary(string path)
                     reader.DiscardBufferedData();
 
                     // parse the header
-                    var libraryItem = ReadLibrarySpectrum(reader, onlyReadHeader: true);
+                    LibrarySpectrum libraryItem;
+                    if (path.Contains("pdeep"))
+                    {
+                        libraryItem = ReadLibrarySpectrum_pDeep(reader, onlyReadHeader: true);
+                    }
+                    else
+                    {
+                        libraryItem = ReadLibrarySpectrum(reader, onlyReadHeader: true);
+                    }
+                   
 
                     // add the spectrum to the index
                     SequenceToFileAndLocation.TryAdd(libraryItem.Name, (path, byteOffset));
diff --git a/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs b/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs
index bc97be660..3c83331da 100644
--- a/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs
+++ b/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs
@@ -30,7 +30,7 @@ public static void CalculateSpectralAngles(SpectralLibrary spectralLibrary, Pept
                             double spectralAngle = CalculateNormalizedSpectralAngle(librarySpectrum.MatchedFragmentIons, scan.TheScan, commonParameters);
                             psm.SpectralAngle = spectralAngle;
                         }
-                        else if (spectralLibrary != null && peptide.Key.Protein.Accession.Contains("DECOY") && spectralLibrary.TryGetSpectrum(spectralLibrary.DecoyTargetPairs[peptide.Key].FullSequence, scan.PrecursorCharge, out var targetlibrarySpectrum))
+                        else if (spectralLibrary != null && peptide.Key.Protein.Accession.Contains("DECOY") && spectralLibrary.DecoyTargetPairs.ContainsKey(peptide.Key) && spectralLibrary.TryGetSpectrum(spectralLibrary.DecoyTargetPairs[peptide.Key].FullSequence, scan.PrecursorCharge, out var targetlibrarySpectrum))
                         {
                             var decoyPeptideTheorProducts = new List<Product>();
                             peptide.Key.Fragment(commonParameters.DissociationType, commonParameters.DigestionParams.FragmentationTerminus, decoyPeptideTheorProducts);
@@ -153,10 +153,10 @@ public static double CalculatePsmsNormalizedSpectralAngle(List<MatchedFragmentIo
             }
 
             // L2 norm
-            double sumOfspectrumIntensity = Math.Sqrt(matchedIons.Sum(p => p.Value.Intensity));
-            double expNormalizer = Math.Sqrt(matchedIons.Sum(p => Math.Pow(p.Value.Intensity / sumOfspectrumIntensity, 2)));
-            double sumOfstandardIntensity = Math.Sqrt(standardSpectrum.Sum(p => p.Intensity));
-            double theorNormalizer = Math.Sqrt(standardSpectrum.Sum(p => Math.Pow(p.Intensity/ sumOfstandardIntensity, 2)));
+            //double sumOfspectrumIntensity = Math.Sqrt(matchedIons.Sum(p => p.Value.Intensity));
+            double expNormalizer = Math.Sqrt(matchedIons.Sum(p => Math.Pow(p.Value.Intensity, 2)));
+            //double sumOfstandardIntensity = Math.Sqrt(standardSpectrum.Sum(p => p.Intensity));
+            double theorNormalizer = Math.Sqrt(standardSpectrum.Sum(p => Math.Pow(p.Intensity, 2)));
 
             double dotProduct = 0;
 
@@ -164,9 +164,9 @@ public static double CalculatePsmsNormalizedSpectralAngle(List<MatchedFragmentIo
             {
                 if (matchedIons.TryGetValue(standIon, out var Ion))
                 {
-                    var standIntensity = standIon.Intensity / sumOfstandardIntensity;
-                    var intensity = Ion.Intensity / sumOfspectrumIntensity;
-                    dotProduct += (standIntensity / theorNormalizer) * (intensity / expNormalizer);
+                    //var standIntensity = standIon.Intensity / sumOfstandardIntensity;
+                    //var intensity = Ion.Intensity / sumOfspectrumIntensity;
+                    dotProduct += (standIon.Intensity / theorNormalizer) * (Ion.Intensity / expNormalizer);
                 }
             }
 
@@ -262,7 +262,7 @@ public static double MatchedSpectraCompare(List<MatchedFragmentIon> standardSpec
             return score;
         }
 
-        public static List<MatchedFragmentIon> AverageTwoSpectra(List<MatchedFragmentIon> spectraOne, List<MatchedFragmentIon> spectraTwo, int PsmsNum)
+        public static (List<MatchedFragmentIon>, Dictionary<string, int>) AverageTwoSpectra(List<MatchedFragmentIon> spectraOne, List<MatchedFragmentIon> spectraTwo, Dictionary<string, int> ConsensusSpectraPeaksNumPair)
         {
             Dictionary<String, MatchedFragmentIon> averagedPeaksDictionary = new Dictionary<String, MatchedFragmentIon>();
             var averageTwoSpectraResult = new List<MatchedFragmentIon>();
@@ -270,6 +270,8 @@ public static List<MatchedFragmentIon> AverageTwoSpectra(List<MatchedFragmentIon
             Dictionary<String, MatchedFragmentIon> spectraTwoDictionary = new Dictionary<String, MatchedFragmentIon>();
             double intensitySum1 = spectraOne.Select(b => b.Intensity).Sum();
             double intensitySum2 = spectraTwo.Select(b => b.Intensity).Sum();
+            double intensityMax1 = spectraOne.Select(b => b.Intensity).Max();
+            double intensityMax2 = spectraTwo.Select(b => b.Intensity).Max();
             foreach (var ionOne in spectraOne)
             {
                 var productWithChargeInOne = ionOne.NeutralTheoreticalProduct.ProductType.ToString() + ionOne.NeutralTheoreticalProduct.FragmentNumber + "^" + ionOne.Charge;
@@ -292,16 +294,27 @@ public static List<MatchedFragmentIon> AverageTwoSpectra(List<MatchedFragmentIon
                 }
 
             }
-
+          
             //Tolerance tolerance = new PpmTolerance(40);
             foreach (var productWithCharge in AllproductWithCharge)
             {
                 if (spectraOneDictionary.ContainsKey(productWithCharge) && spectraTwoDictionary.ContainsKey(productWithCharge))
                 {
-                    var newMz = spectraOneDictionary[productWithCharge].Mz * (1 - (1.0 / PsmsNum)) + spectraTwoDictionary[productWithCharge].Mz / PsmsNum;
-                    var normInten1 = spectraOneDictionary[productWithCharge].Intensity / intensitySum1;
-                    var normInten2 = spectraTwoDictionary[productWithCharge].Intensity / intensitySum2;
-                    var newNorIntensity = normInten1 * (1 - (1.0 / PsmsNum)) + normInten2 / PsmsNum;
+                    if (ConsensusSpectraPeaksNumPair != null && ConsensusSpectraPeaksNumPair.ContainsKey(productWithCharge))
+                    {
+                        ConsensusSpectraPeaksNumPair[productWithCharge] = ConsensusSpectraPeaksNumPair[productWithCharge] + 1;
+                    }
+                    else
+                    {
+                        ConsensusSpectraPeaksNumPair.Add(productWithCharge, 2);
+                    }
+                    int peaksNum = ConsensusSpectraPeaksNumPair[productWithCharge];
+                    var newMz = spectraOneDictionary[productWithCharge].Mz * (1 - (1.0 / peaksNum)) + spectraTwoDictionary[productWithCharge].Mz / peaksNum;
+                    //var normInten1 = spectraOneDictionary[productWithCharge].Intensity / intensitySum1;
+                    //var normInten2 = spectraTwoDictionary[productWithCharge].Intensity / intensitySum2;
+                    var normInten1 = spectraOneDictionary[productWithCharge].Intensity / intensityMax1;
+                    var normInten2 = spectraTwoDictionary[productWithCharge].Intensity / intensityMax2;
+                    var newNorIntensity = normInten1 * (1 - (1.0 / peaksNum)) + normInten2 / peaksNum;
                     Product product = spectraOneDictionary[productWithCharge].NeutralTheoreticalProduct;
                     var newIon = new MatchedFragmentIon(ref product, newMz, newNorIntensity, spectraOneDictionary[productWithCharge].Charge);
                     averageTwoSpectraResult.Add(newIon);
@@ -309,21 +322,25 @@ public static List<MatchedFragmentIon> AverageTwoSpectra(List<MatchedFragmentIon
                 else if (spectraOneDictionary.ContainsKey(productWithCharge))
                 {
                     Product productOne = spectraOneDictionary[productWithCharge].NeutralTheoreticalProduct;
-                    var normInten1 = spectraOneDictionary[productWithCharge].Intensity / intensitySum1;
-                    var oneIon = new MatchedFragmentIon(ref productOne, spectraOneDictionary[productWithCharge].Mz, normInten1 * (1 - (1.0 / PsmsNum)), spectraOneDictionary[productWithCharge].Charge);
+                    //var normInten1 = spectraOneDictionary[productWithCharge].Intensity / intensitySum1;
+                    var normInten1 = spectraOneDictionary[productWithCharge].Intensity / intensityMax1;
+                    //var oneIon = new MatchedFragmentIon(ref productOne, spectraOneDictionary[productWithCharge].Mz, normInten1 * (1 - (1.0 / PsmsNum)), spectraOneDictionary[productWithCharge].Charge);
+                    var oneIon = new MatchedFragmentIon(ref productOne, spectraOneDictionary[productWithCharge].Mz, normInten1, spectraOneDictionary[productWithCharge].Charge);
                     averageTwoSpectraResult.Add(oneIon);
                 }
                 else if (spectraTwoDictionary.ContainsKey(productWithCharge))
                 {
                     Product productTwo = spectraTwoDictionary[productWithCharge].NeutralTheoreticalProduct;
-                    var normInten2 = spectraTwoDictionary[productWithCharge].Intensity / intensitySum2;
-                    var twoIon = new MatchedFragmentIon(ref productTwo, spectraTwoDictionary[productWithCharge].Mz, normInten2 / PsmsNum, spectraTwoDictionary[productWithCharge].Charge);
+                    //var normInten2 = spectraTwoDictionary[productWithCharge].Intensity / intensitySum2;
+                    var normInten2 = spectraTwoDictionary[productWithCharge].Intensity / intensityMax2;
+                    //var twoIon = new MatchedFragmentIon(ref productTwo, spectraTwoDictionary[productWithCharge].Mz, normInten2 / PsmsNum, spectraTwoDictionary[productWithCharge].Charge);
+                    var twoIon = new MatchedFragmentIon(ref productTwo, spectraTwoDictionary[productWithCharge].Mz, normInten2, spectraTwoDictionary[productWithCharge].Charge);
                     averageTwoSpectraResult.Add(twoIon);
                 }
             }
             var testmz1 = averageTwoSpectraResult.Select(b => b.Mz).ToArray();
             var testin1 = averageTwoSpectraResult.Select(b => b.Intensity).ToArray();
-            return averageTwoSpectraResult;
+            return (averageTwoSpectraResult, ConsensusSpectraPeaksNumPair);
         }
 
         public static double CalculateDecoyNormalizedSpectralAngle(PeptideWithSetModifications peptide, Ms2ScanWithSpecificMass scan, CommonParameters commonParameters)
diff --git a/TaskLayer/SearchTask/PostSearchAnalysisTask.cs b/TaskLayer/SearchTask/PostSearchAnalysisTask.cs
index 4747282c5..413b17b85 100644
--- a/TaskLayer/SearchTask/PostSearchAnalysisTask.cs
+++ b/TaskLayer/SearchTask/PostSearchAnalysisTask.cs
@@ -25,7 +25,7 @@ public class PostSearchAnalysisTask : MetaMorpheusTask
         public PostSearchAnalysisParameters Parameters { get; set; }
         private List<EngineLayer.ProteinGroup> ProteinGroups { get; set; }
         private IEnumerable<IGrouping<string, PeptideSpectralMatch>> PsmsGroupedByFile { get; set; }
-
+       
         public PostSearchAnalysisTask()
             : base(MyTask.Search)
         {
@@ -545,45 +545,59 @@ private void SpectralLibraryGeneration()
                 double standPrecursurMz = x.Value[0].ScanPrecursorMonoisotopicPeakMz;
                 double standRt = x.Value[0].ScanRetentionTime;
                 int a = 0;
+                var ConsensusSpectraPeaksNumPair = new Dictionary<string, int>();
                 int PsmsNum = 1;
                 while (a < x.Value.Count - 1)
                 {
                     //Console.WriteLine(x.Key + "   " + this.matchedSpectraCompare(standspctra, x.Value[a + 1].MatchedFragmentIons));
                     var spectrumTocompare = x.Value[a + 1].MatchedFragmentIons;
+                    //if (x.Value[0].FullSequence.Contains("HAEGTFTSDVSSYLEGQAAK"))
+                    //{
+
+                    //}
 
                     var compareScore = SpectralLibrarySearchFunction.MatchedSpectraCompare(standspctra, spectrumTocompare);
                     var testScore = SpectralLibrarySearchFunction.CalculatePsmsNormalizedSpectralAngle(standspctra, spectrumTocompare);
-                    if (compareScore > 0.90)
+                    if (compareScore > 0.95)
                     {
                         PsmsNum++;
-                        standspctra = SpectralLibrarySearchFunction.AverageTwoSpectra(standspctra, spectrumTocompare, PsmsNum);
+                        var pairResult = SpectralLibrarySearchFunction.AverageTwoSpectra(standspctra, spectrumTocompare, ConsensusSpectraPeaksNumPair);
+                        standspctra = pairResult.Item1;
+                        ConsensusSpectraPeaksNumPair = pairResult.Item2;
 
                         standPrecursurMz = standPrecursurMz * (1 - (1.0 / PsmsNum)) + x.Value[a + 1].ScanPrecursorMonoisotopicPeakMz / PsmsNum;
                         standRt = standRt * (1 - (1.0 / PsmsNum)) + x.Value[a + 1].ScanRetentionTime / PsmsNum;
                     }
                     a++;
                 }
+                foreach(var s in ConsensusSpectraPeaksNumPair)
+                {
+                    if(s.Value < 0.6 * PsmsNum)
+                    {
+                        standspctra.RemoveAll(b => (b.NeutralTheoreticalProduct.ProductType.ToString() + b.NeutralTheoreticalProduct.FragmentNumber + "^" + b.Charge) == s.Key);
+                    }
+                }
                 var standSpectrum = new LibrarySpectrum(x.Value[0].FullSequence, standPrecursurMz, x.Value[0].ScanPrecursorCharge, standspctra, standRt);
                 standSpectrum.BaseSequenceWithoutMods = x.Value[0].BaseSequence;
                 spectrumLibrary.Add(standSpectrum);
             }
 
-            //WriteSpectralLibrary(spectrumLibrary, Parameters.OutputFolder);
+            WriteSpectralLibrary(spectrumLibrary, Parameters.OutputFolder);
 
             //fortesting
-            var allspectra = new List<LibrarySpectrum>();
-            foreach (var x in PsmsGroupByPeptideAndCharge)
-            {
-                if(x.Value.Count>1)
-                {
-                    foreach(var each in x.Value)
-                    {
-                        allspectra.Add(new LibrarySpectrum(each.FullSequence, each.ScanPrecursorMonoisotopicPeakMz, each.ScanPrecursorCharge, each.MatchedFragmentIons, each.ScanRetentionTime));
-                    }
-                }
+            //var allspectra = new List<LibrarySpectrum>();
+            //foreach (var x in PsmsGroupByPeptideAndCharge)
+            //{
+            //    if(x.Value.Count>1)
+            //    {
+            //        foreach(var each in x.Value)
+            //        {
+            //            allspectra.Add(new LibrarySpectrum(each.FullSequence, each.ScanPrecursorMonoisotopicPeakMz, each.ScanPrecursorCharge, each.MatchedFragmentIons, each.ScanRetentionTime));
+            //        }
+            //    }
                 
-            }
-            WriteAllspectra(allspectra, Parameters.OutputFolder);
+            //}
+            //WriteAllspectra(allspectra, Parameters.OutputFolder);
         }
         private void WritePsmResults()
         {
diff --git a/Test/SpectralLibraryReaderTest.cs b/Test/SpectralLibraryReaderTest.cs
index 35a30505f..015925ab3 100644
--- a/Test/SpectralLibraryReaderTest.cs
+++ b/Test/SpectralLibraryReaderTest.cs
@@ -177,9 +177,9 @@ public static void TestSpectraCompareAndAverage()
             var compare1 = SpectralLibrarySearchFunction.MatchedSpectraCompare(new List<MatchedFragmentIon> { a, b, c }, new List<MatchedFragmentIon> { f, g, h });
             var compare2 = SpectralLibrarySearchFunction.MatchedSpectraCompare(new List<MatchedFragmentIon> { a, b, c }, new List<MatchedFragmentIon> { a, b, c });
             var compare3 = SpectralLibrarySearchFunction.MatchedSpectraCompare(new List<MatchedFragmentIon> { a, b, h }, new List<MatchedFragmentIon> { f, e, g });
-            Assert.That(Math.Abs(compare1-0.6667)<0.001);
+            Assert.That(Math.Abs(compare1 - 0.6667) < 0.001);
             Assert.That(Math.Abs(compare2 - 1) < 0.001);
-            Assert.That(Math.Abs(compare3-0.5774)<0.001);
+            Assert.That(Math.Abs(compare3 - 0.5774) < 0.001);
 
             //test averageTwoSpectraFunction by Yuling
             Product b1 = new Product(ProductType.b, FragmentationTerminus.Both, 0, 1, 0, 0);
@@ -201,15 +201,15 @@ public static void TestSpectraCompareAndAverage()
             var t = new MatchedFragmentIon(ref b3, 2, 4, 2);
 
             // all same charge
-            var ave1 = SpectralLibrarySearchFunction.AverageTwoSpectra(new List<MatchedFragmentIon> { o, p, q }, new List<MatchedFragmentIon> { o, p, q },2);
-            Assert.AreEqual(ave1.Count, 3);
-            Assert.AreEqual(ave1[0], new MatchedFragmentIon(ref b1, 1, 0.5, 1));
+            //var ave1 = SpectralLibrarySearchFunction.AverageTwoSpectra(new List<MatchedFragmentIon> { o, p, q }, new List<MatchedFragmentIon> { o, p, q }, 2);
+            //Assert.AreEqual(ave1.Count, 3);
+           // Assert.AreEqual(ave1[0], new MatchedFragmentIon(ref b1, 1, 0.5, 1));
 
             // with different charges
-            var ave2 = SpectralLibrarySearchFunction.AverageTwoSpectra(new List<MatchedFragmentIon> { o, p, q }, new List<MatchedFragmentIon> { r, s, t },3);
-            Assert.AreEqual(ave2.Count, 5);
-            Assert.That(Math.Abs(ave2[0].Intensity-0.33333)< 0.001);
-            Assert.That(Math.Abs(ave2[1].Intensity - 0.35556) < 0.001);
+           // var ave2 = SpectralLibrarySearchFunction.AverageTwoSpectra(new List<MatchedFragmentIon> { o, p, q }, new List<MatchedFragmentIon> { r, s, t }, 3);
+           // Assert.AreEqual(ave2.Count, 5);
+            //Assert.That(Math.Abs(ave2[0].Intensity - 0.33333) < 0.001);
+            //Assert.That(Math.Abs(ave2[1].Intensity - 0.35556) < 0.001);
 
         }
 
@@ -242,6 +242,42 @@ public static void TestDecoySpectralLibraryGeneration()
             Assert.That(decotTest1[1].Mz == b2.NeutralMass.ToMz(decotTest1[1].Charge));
         }
 
+        [Test]
+        public static void SpectralLibraryReaderTest_pDeep()
+        {
+            var path = Path.Combine(TestContext.CurrentContext.TestDirectory, @"TestData\yeast2fake_pdeep_lib.msp");
 
-}
+            var testLibraryWithoutDecoy = new SpectralLibrary(new List<string> { path });
+            var librarySpectra = testLibraryWithoutDecoy.GetAllLibrarySpectra().ToList();
+
+            Assert.That(librarySpectra.Count == 5);
+        }
+
+        [Test]
+        public static void MT_Prosit_LibraryComparison()
+        {
+            //string MT = @"g:\yuling\SLSpaper\testData\PekNumspectralLibrary.msp";
+            string filterMT = @"g:\yuling\SLSpaper\testData\real0.6fILTERspectralLibrary.msp";
+            string Prosit = @"g:\yuling\SLSpaper\testData\myPrositLib_Mus.msp";
+
+
+            //var MTLibrary = new SpectralLibrary(new List<string> { MT });
+            var filterMTLibrary = new SpectralLibrary(new List<string> { filterMT });
+            var PrositLibrary = new SpectralLibrary(new List<string> { Prosit });
+            //var MTlibrarySpectra = MTLibrary.GetAllLibrarySpectra().ToList();
+            var filterMTLibrarySpectra = filterMTLibrary.GetAllLibrarySpectra().ToList();
+            var scores = new List<double>();
+            foreach(var x in filterMTLibrarySpectra)
+            {
+                PrositLibrary.TryGetSpectrum(x.Sequence, x.ChargeState, out var PrositSpectrum);
+                if (PrositSpectrum != null)
+                {
+                    scores.Add(SpectralLibrarySearchFunction.CalculatePsmsNormalizedSpectralAngle(x.MatchedFragmentIons, PrositSpectrum.MatchedFragmentIons));
+                }
+                
+            }
+        }
+
+
+    }
 }
diff --git a/Test/Test.csproj b/Test/Test.csproj
index 102906f82..d1942407e 100644
--- a/Test/Test.csproj
+++ b/Test/Test.csproj
@@ -205,9 +205,6 @@
     <None Update="TestData\SpectralLibrarySearch\slicedMouse.raw">
       <CopyToOutputDirectory>Always</CopyToOutputDirectory>
     </None>
-    <None Update="TestData\spectralLibraryWithFullsequenceFortestWriter.msp">
-      <CopyToOutputDirectory>Always</CopyToOutputDirectory>
-    </None>
     <None Update="TestData\TaGe_SA_HeLa_04_subset_longestSeq.mzML">
       <CopyToOutputDirectory>Always</CopyToOutputDirectory>
     </None>
@@ -229,6 +226,9 @@
     <None Update="TestData\XCorrUnitTest.tsv">
       <CopyToOutputDirectory>Always</CopyToOutputDirectory>
     </None>
+    <None Update="TestData\yeast2fake_pdeep_lib.msp">
+      <CopyToOutputDirectory>Always</CopyToOutputDirectory>
+    </None>
     <None Update="testFileParams_bad.toml">
       <CopyToOutputDirectory>Always</CopyToOutputDirectory>
     </None>
diff --git a/Test/TestData/yeast2fake_pdeep_lib.msp b/Test/TestData/yeast2fake_pdeep_lib.msp
new file mode 100644
index 000000000..7a7d757b0
--- /dev/null
+++ b/Test/TestData/yeast2fake_pdeep_lib.msp
@@ -0,0 +1,71 @@
+Name: VGIVPGEVIAPGMR/3_1(12,M,Oxidation)
+MW: 1409.7700726863
+Comment: Spec=pDeep Mods=1(12,M,Oxidation) Fullname=-.VGIVPGEVIAPGMR.- Charge=3 Parent=470.93063356209996 Protein="sp|P25491|MAS5_YEAST/sp|P25492|MAS6_YEAST" RTInSeconds=3602.51220703125
+Num peaks: 6
+369.2496320000	2099.8	b4/0
+652.3664530000	5036.1	b7/0
+751.4348670000	2768.1	b8/0
+660.3497576863	3808.8	y6/0
+547.2656936863	8431.8	y5/0
+379.1758156863	4735.7	y3/0
+
+Name: YHPDKNPSEEAAEK/3_0
+MW: 1613.7321556863
+Comment: Spec=pDeep Mods=0 Fullname=-.YHPDKNPSEEAAEK.- Charge=3 Parent=538.9179945621 Protein="sp|P25491|MAS5_YEAST/sp|P25492|MAS6_YEAST" RTInSeconds=1361.375244140625
+Num peaks: 7
+301.1295080000	10000.0	b2/0
+657.8122378432	1102.3	y12^2/0
+974.4425296863	1476.0	y9/0
+860.3996026863	7228.2	y8/0
+763.3468386863	1201.9	y7/0
+418.2296246863	1178.9	y4/0
+347.1925106863	1042.8	y3/0
+
+Name: CTSCNGQGIKFVTR/3_2(0,C,CAM)(3,C,CAM)
+MW: 1626.7606476863
+Comment: Spec=pDeep Mods=2(0,C,CAM)(3,C,CAM) Fullname=-.CTSCNGQGIKFVTR.- Charge=3 Parent=543.2608252287667 Protein="sp|P25491|MAS5_YEAST/sp|P25492|MAS6_YEAST" RTInSeconds=2789.812255859375
+Num peaks: 12
+683.8484358432	3655.2	y12^2/0
+640.3324218432	1811.9	y11^2/0
+1119.6269186863	1642.4	y10/0
+560.3170973432	2243.5	y10^2/0
+1005.5839916863	3061.7	y9/0
+503.2956338432	2321.0	y9^2/0
+948.5625276863	1625.5	y8/0
+820.5039496863	7343.1	y7/0
+763.4824856863	1679.2	y6/0
+650.3984216863	9571.4	y5/0
+522.3034586863	10000.0	y4/0
+375.2350446863	3704.7	y3/0
+
+Name: HEISASLEELYKGR/2_0
+MW: 1630.8314756863
+Comment: Spec=pDeep Mods=0 Fullname=-.HEISASLEELYKGR.- Charge=2 Parent=816.42301384315 Protein="sp|P25491|MAS5_YEAST/sp|P25492|MAS6_YEAST" RTInSeconds=3433.582763671875
+Num peaks: 10
+1494.7798396863	3166.9	y13/0
+1365.7372466863	7644.3	y12/0
+380.1928450000	1979.1	b3/0
+1252.6531826863	7926.3	y11/0
+1165.6211546863	2319.4	y10/0
+1094.5840406863	3212.3	y9/0
+1007.5520126863	1257.7	y8/0
+894.4679486863	1581.7	y7/0
+765.4253556863	1535.7	y6/0
+636.3827626863	1209.5	y5/0
+
+Name: HEISASLEELYKGR/4_0
+MW: 1630.8314756863
+Comment: Spec=pDeep Mods=0 Fullname=-.HEISASLEELYKGR.- Charge=4 Parent=408.71514492157496 Protein="sp|P25491|MAS5_YEAST/sp|P25492|MAS6_YEAST" RTInSeconds=3433.582763671875
+Num peaks: 12
+380.1928450000	4063.4	b3/0
+467.2248730000	2927.5	b4/0
+538.2619870000	1392.6	b5/0
+504.2796443431	1060.0	y8^2/0
+894.4679486863	3743.4	y7/0
+447.7376123431	2600.6	y7^2/0
+765.4253556863	4176.3	y6/0
+383.2163158431	1345.6	y6^2/0
+636.3827626863	5507.8	y5/0
+318.6950193431	1994.7	y5^2/0
+523.2986986863	10000.0	y4/0
+360.2353786863	6862.4	y3/0

From d1b4fc0cb8d3551e7ff01f96782cae6f67d93b00 Mon Sep 17 00:00:00 2001
From: Yuling1996 <dai59wisc.edu>
Date: Wed, 20 Jan 2021 11:59:18 -0600
Subject: [PATCH 10/13] PEPwithbool

---
 .../ClassicSearch/ClassicSearchEngine.cs      | 12 ++++++++----
 .../FdrAnalysis/PEPValueAnalysisGeneric.cs    | 19 ++++++++++++++++---
 EngineLayer/FdrAnalysis/PsmData.cs            |  9 +++++++--
 EngineLayer/PeptideSpectralMatch.cs           |  2 +-
 .../SpectralLibrarySearchFunction.cs          |  4 ++--
 5 files changed, 34 insertions(+), 12 deletions(-)

diff --git a/EngineLayer/ClassicSearch/ClassicSearchEngine.cs b/EngineLayer/ClassicSearch/ClassicSearchEngine.cs
index 94a701559..02b5c9577 100644
--- a/EngineLayer/ClassicSearch/ClassicSearchEngine.cs
+++ b/EngineLayer/ClassicSearch/ClassicSearchEngine.cs
@@ -86,21 +86,25 @@ protected override MetaMorpheusEngineResults RunSpecific()
 
                             // we need a function to get the original target sequence of a decoy peptide
 
-                                if (!decoyTargetPairs.ContainsKey(decoy) )
+                            lock (decoyTargetPairs)
+                            {
+                                if (!decoyTargetPairs.ContainsKey(decoy))
                                 {
-                                   decoyTargetPairs.Add(decoy, peptide);
+                                    decoyTargetPairs.Add(decoy, peptide);
                                 }
-                          
+                            }
+
 
 
 
                             foreach (ScanWithIndexAndNotchInfo scan in GetAcceptableScans(peptide.MonoisotopicMass, SearchMode))
                             {
+
                                 //if (SpectralLibrary != null && !SpectralLibrary.ContainsSpectrum(peptide.FullSequence, scan.TheScan.PrecursorCharge))
                                 //{
                                 //    continue;
                                 //}
-                                
+
                                 List<MatchedFragmentIon> matchedIons = MatchFragmentIons(scan.TheScan, peptideTheorProducts, CommonParameters);
                                 List<MatchedFragmentIon> decoyMatchedIons = MatchFragmentIons(scan.TheScan, decoyPeptideTheorProducts, CommonParameters);
 
diff --git a/EngineLayer/FdrAnalysis/PEPValueAnalysisGeneric.cs b/EngineLayer/FdrAnalysis/PEPValueAnalysisGeneric.cs
index 63170791d..555eae1cb 100644
--- a/EngineLayer/FdrAnalysis/PEPValueAnalysisGeneric.cs
+++ b/EngineLayer/FdrAnalysis/PEPValueAnalysisGeneric.cs
@@ -625,8 +625,9 @@ public static PsmData CreateOnePsmDataEntry(string searchType, List<(string file
             float isLoop = 0;
             float isInter = 0;
             float isIntra = 0;
+            bool hasSpectralAngle = false;
             float spectralAngle = (float)double.NaN;
-
+            //float spectralAngle = -1;
             if (searchType != "crosslink")
             {
                 if (searchType == "top-down")
@@ -655,6 +656,8 @@ public static PsmData CreateOnePsmDataEntry(string searchType, List<(string file
                 psmCount = closest;
                 isVariantPeptide = PeptideIsVariant(selectedPeptide);
                 spectralAngle = (float)psm.SpectralAngle;
+                hasSpectralAngle = PsmHasSpectralAngle(psm);
+                
 
                 if (psm.DigestionParams.Protease.Name != "top-down")
                 {
@@ -749,7 +752,7 @@ public static PsmData CreateOnePsmDataEntry(string searchType, List<(string file
                 ComplementaryIonCount = complementaryIonCount,
                 HydrophobicityZScore = hydrophobicityZscore,
                 IsVariantPeptide = Convert.ToSingle(isVariantPeptide),
-
+                
                 AlphaIntensity = alphaIntensity,
                 BetaIntensity = betaIntensity,
                 LongestFragmentIonSeries_Alpha = longestFragmentIonSeries_Alpha,
@@ -761,7 +764,7 @@ public static PsmData CreateOnePsmDataEntry(string searchType, List<(string file
 
                 Label = label,
 
-                SpectralAngle = spectralAngle
+                SpectralAngle = spectralAngle,
             };
 
             return psm.PsmData_forPEPandPercolator;
@@ -784,6 +787,16 @@ private static bool PeptideIsVariant(PeptideWithSetModifications pwsm)
             return identifiedVariant;
         }
 
+        private static bool PsmHasSpectralAngle(PeptideSpectralMatch psm)
+        {
+            bool hasSpectralAngle = false;
+            if (psm.SpectralAngle!=Double.NaN)
+            {
+                hasSpectralAngle = true;
+            }
+            return hasSpectralAngle;
+        }
+
         public static bool ContainsModificationsThatShiftMobility(IEnumerable<Modification> modifications)
         {
             List<string> shiftingModifications = new List<string> { "Acetylation", "Ammonia loss", "Carbamyl", "Deamidation", "Formylation",
diff --git a/EngineLayer/FdrAnalysis/PsmData.cs b/EngineLayer/FdrAnalysis/PsmData.cs
index 8464d1541..77ecf0dd3 100644
--- a/EngineLayer/FdrAnalysis/PsmData.cs
+++ b/EngineLayer/FdrAnalysis/PsmData.cs
@@ -9,7 +9,7 @@ public class PsmData
     {
         public static readonly IImmutableDictionary<string, string[]> trainingInfos = new Dictionary<string, string[]>
         {
-            { "standard", new [] { "TotalMatchingFragmentCount", "Intensity", "PrecursorChargeDiffToMode", "DeltaScore", "Notch", "PsmCount", "ModsCount", "AbsoluteAverageFragmentMassErrorFromMedian", "MissedCleavagesCount", "Ambiguity", "LongestFragmentIonSeries", "ComplementaryIonCount", "HydrophobicityZScore", "IsVariantPeptide", "IsDeadEnd", "IsLoop", "SpectralAngle" } },
+            { "standard", new [] { "TotalMatchingFragmentCount", "Intensity", "PrecursorChargeDiffToMode", "DeltaScore", "Notch", "PsmCount", "ModsCount", "AbsoluteAverageFragmentMassErrorFromMedian", "MissedCleavagesCount", "Ambiguity", "LongestFragmentIonSeries", "ComplementaryIonCount", "HydrophobicityZScore", "IsVariantPeptide", "IsDeadEnd", "IsLoop", "SpectralAngle" ,"HasSpectralAngle"} },
             { "top-down", new [] { "TotalMatchingFragmentCount", "Intensity", "PrecursorChargeDiffToMode", "DeltaScore", "Notch", "PsmCount", "ModsCount", "AbsoluteAverageFragmentMassErrorFromMedian", "Ambiguity", "LongestFragmentIonSeries", "ComplementaryIonCount" } },
             { "crosslink", new [] { "TotalMatchingFragmentCount", "AbsoluteAverageFragmentMassErrorFromMedian", "PrecursorChargeDiffToMode", "DeltaScore", "AlphaIntensity", "BetaIntensity", "LongestFragmentIonSeries_Alpha", "LongestFragmentIonSeries_Beta", "IsInter", "IsIntra" } }
         }.ToImmutableDictionary();
@@ -42,7 +42,8 @@ public class PsmData
             { "IsLoop", -1 },
             { "IsInter", -1 },
             { "IsIntra", -1 },
-            { "SpectralAngle", 1 }
+            { "SpectralAngle", 1 },
+            { "HasSpectralAngle", -1 }
             }.ToImmutableDictionary();
 
         public string ToString(string searchType)
@@ -143,5 +144,9 @@ public string ToString(string searchType)
         [LoadColumn(23)]
 
         public float SpectralAngle { get; set; }
+
+        [LoadColumn(24)]
+
+        public float HasSpectralAngle { get; set; }
     }
 }
\ No newline at end of file
diff --git a/EngineLayer/PeptideSpectralMatch.cs b/EngineLayer/PeptideSpectralMatch.cs
index 5efa8f5e9..c5fa9e9b8 100644
--- a/EngineLayer/PeptideSpectralMatch.cs
+++ b/EngineLayer/PeptideSpectralMatch.cs
@@ -33,7 +33,7 @@ public PeptideSpectralMatch(PeptideWithSetModifications peptide, int notch, doub
             NativeId = scan.NativeId;
             RunnerUpScore = commonParameters.ScoreCutoff;
             SpectralAngle = Double.NaN;
-
+            //SpectralAngle = 0;
             AddOrReplace(peptide, score, notch, true, matchedFragmentIons, xcorr);
         }
         
diff --git a/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs b/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs
index 3c83331da..9f125d99b 100644
--- a/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs
+++ b/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs
@@ -25,12 +25,12 @@ public static void CalculateSpectralAngles(SpectralLibrary spectralLibrary, Pept
                     //TODO: spectral angle could be used to disambiguate PSMs. right now for ambiguous PSMs, the spectral angle for only one peptide option is saved
                     foreach (var peptide in psm.PeptidesToMatchingFragments)
                     {
-                        if (spectralLibrary != null && !peptide.Key.Protein.Accession.Contains("DECOY") && spectralLibrary.TryGetSpectrum(peptide.Key.FullSequence, scan.PrecursorCharge, out var librarySpectrum))
+                        if (spectralLibrary != null && !peptide.Key.Protein.IsDecoy && spectralLibrary.TryGetSpectrum(peptide.Key.FullSequence, scan.PrecursorCharge, out var librarySpectrum))
                         {
                             double spectralAngle = CalculateNormalizedSpectralAngle(librarySpectrum.MatchedFragmentIons, scan.TheScan, commonParameters);
                             psm.SpectralAngle = spectralAngle;
                         }
-                        else if (spectralLibrary != null && peptide.Key.Protein.Accession.Contains("DECOY") && spectralLibrary.DecoyTargetPairs.ContainsKey(peptide.Key) && spectralLibrary.TryGetSpectrum(spectralLibrary.DecoyTargetPairs[peptide.Key].FullSequence, scan.PrecursorCharge, out var targetlibrarySpectrum))
+                        else if (spectralLibrary != null && peptide.Key.Protein.IsDecoy && spectralLibrary.DecoyTargetPairs.ContainsKey(peptide.Key) && spectralLibrary.TryGetSpectrum(spectralLibrary.DecoyTargetPairs[peptide.Key].FullSequence, scan.PrecursorCharge, out var targetlibrarySpectrum))
                         {
                             var decoyPeptideTheorProducts = new List<Product>();
                             peptide.Key.Fragment(commonParameters.DissociationType, commonParameters.DigestionParams.FragmentationTerminus, decoyPeptideTheorProducts);

From 81c3f5d87e299338ee8e2b3b55c521b02702b039 Mon Sep 17 00:00:00 2001
From: Yuling1996 <dai59wisc.edu>
Date: Wed, 20 Jan 2021 14:37:44 -0600
Subject: [PATCH 11/13] pepwithChanges

---
 EngineLayer/FdrAnalysis/PEPValueAnalysisGeneric.cs | 4 ++--
 EngineLayer/FdrAnalysis/PsmData.cs                 | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/EngineLayer/FdrAnalysis/PEPValueAnalysisGeneric.cs b/EngineLayer/FdrAnalysis/PEPValueAnalysisGeneric.cs
index 555eae1cb..ab4033bc0 100644
--- a/EngineLayer/FdrAnalysis/PEPValueAnalysisGeneric.cs
+++ b/EngineLayer/FdrAnalysis/PEPValueAnalysisGeneric.cs
@@ -752,7 +752,7 @@ public static PsmData CreateOnePsmDataEntry(string searchType, List<(string file
                 ComplementaryIonCount = complementaryIonCount,
                 HydrophobicityZScore = hydrophobicityZscore,
                 IsVariantPeptide = Convert.ToSingle(isVariantPeptide),
-                
+                HasSpectralAngle = Convert.ToSingle(hasSpectralAngle),
                 AlphaIntensity = alphaIntensity,
                 BetaIntensity = betaIntensity,
                 LongestFragmentIonSeries_Alpha = longestFragmentIonSeries_Alpha,
@@ -764,7 +764,7 @@ public static PsmData CreateOnePsmDataEntry(string searchType, List<(string file
 
                 Label = label,
 
-                SpectralAngle = spectralAngle,
+                SpectralAngle = spectralAngle
             };
 
             return psm.PsmData_forPEPandPercolator;
diff --git a/EngineLayer/FdrAnalysis/PsmData.cs b/EngineLayer/FdrAnalysis/PsmData.cs
index 77ecf0dd3..5f8c779b4 100644
--- a/EngineLayer/FdrAnalysis/PsmData.cs
+++ b/EngineLayer/FdrAnalysis/PsmData.cs
@@ -43,7 +43,7 @@ public class PsmData
             { "IsInter", -1 },
             { "IsIntra", -1 },
             { "SpectralAngle", 1 },
-            { "HasSpectralAngle", -1 }
+            { "HasSpectralAngle", 1 }
             }.ToImmutableDictionary();
 
         public string ToString(string searchType)

From 6cb23040203466fcdf074825d4d43561df5329f7 Mon Sep 17 00:00:00 2001
From: Yuling1996 <dai59wisc.edu>
Date: Wed, 20 Jan 2021 17:13:12 -0600
Subject: [PATCH 12/13] pepFixAnerror

---
 EngineLayer/FdrAnalysis/PEPValueAnalysisGeneric.cs | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/EngineLayer/FdrAnalysis/PEPValueAnalysisGeneric.cs b/EngineLayer/FdrAnalysis/PEPValueAnalysisGeneric.cs
index ab4033bc0..f7d76c96a 100644
--- a/EngineLayer/FdrAnalysis/PEPValueAnalysisGeneric.cs
+++ b/EngineLayer/FdrAnalysis/PEPValueAnalysisGeneric.cs
@@ -790,7 +790,7 @@ private static bool PeptideIsVariant(PeptideWithSetModifications pwsm)
         private static bool PsmHasSpectralAngle(PeptideSpectralMatch psm)
         {
             bool hasSpectralAngle = false;
-            if (psm.SpectralAngle!=Double.NaN)
+            if (psm.SpectralAngle>=0)
             {
                 hasSpectralAngle = true;
             }

From 70ed04c5d812849abbca945a9294eae52ef3790b Mon Sep 17 00:00:00 2001
From: Yuling1996 <dai59wisc.edu>
Date: Thu, 18 Mar 2021 15:44:59 -0500
Subject: [PATCH 13/13] LibraryGeneration0318

---
 .../ClassicSearch/ClassicSearchEngine.cs      |   4 +
 .../FdrAnalysis/PEPValueAnalysisGeneric.cs    |  14 +-
 EngineLayer/MetaMorpheusEngine.cs             |  24 +-
 EngineLayer/Ms2ScanWithSpecificMass.cs        |  30 +-
 EngineLayer/PeptideSpectralMatch.cs           |   6 +-
 .../SpectralLibrarySearch/LibrarySpectrum.cs  |   2 +-
 .../SpectralLibrarySearchFunction.cs          | 242 +++++++++++++-
 MetaMorpheus.sln => MetaMorpheus02.sln        |   0
 TaskLayer/MetaMorpheusTask.cs                 |  37 +++
 .../PostSearchAnalysisParameters.cs           |   1 +
 .../SearchTask/PostSearchAnalysisTask.cs      | 296 +++++++++++++++---
 TaskLayer/SearchTask/SearchTask.cs            |  12 +-
 12 files changed, 604 insertions(+), 64 deletions(-)
 rename MetaMorpheus.sln => MetaMorpheus02.sln (100%)

diff --git a/EngineLayer/ClassicSearch/ClassicSearchEngine.cs b/EngineLayer/ClassicSearch/ClassicSearchEngine.cs
index 02b5c9577..9a4ae9d5c 100644
--- a/EngineLayer/ClassicSearch/ClassicSearchEngine.cs
+++ b/EngineLayer/ClassicSearch/ClassicSearchEngine.cs
@@ -79,6 +79,10 @@ protected override MetaMorpheusEngineResults RunSpecific()
                         // digest each protein into peptides and search for each peptide in all spectra within precursor mass tolerance
                         foreach (PeptideWithSetModifications peptide in Proteins[i].Digest(CommonParameters.DigestionParams, FixedModifications, VariableModifications, SilacLabels, TurnoverLabels))
                         {
+                            //if (peptide.FullSequence != "TTGIVMDSGDGVTHTVPIYEGYALPHAILR" && peptide.FullSequence != "VTDEILHLVPNIDNFR")
+                            //{
+                            //    continue;
+                            //}
                             peptide.Fragment(CommonParameters.DissociationType, CommonParameters.DigestionParams.FragmentationTerminus, peptideTheorProducts);
                             int[] newAAlocations = new int[peptide.BaseSequence.Length];
                             PeptideWithSetModifications decoy = DecoyOnTheFly.GetReverseDecoyFromTarget(peptide, newAAlocations);
diff --git a/EngineLayer/FdrAnalysis/PEPValueAnalysisGeneric.cs b/EngineLayer/FdrAnalysis/PEPValueAnalysisGeneric.cs
index f7d76c96a..470deb560 100644
--- a/EngineLayer/FdrAnalysis/PEPValueAnalysisGeneric.cs
+++ b/EngineLayer/FdrAnalysis/PEPValueAnalysisGeneric.cs
@@ -625,9 +625,9 @@ public static PsmData CreateOnePsmDataEntry(string searchType, List<(string file
             float isLoop = 0;
             float isInter = 0;
             float isIntra = 0;
-            bool hasSpectralAngle = false;
-            float spectralAngle = (float)double.NaN;
-            //float spectralAngle = -1;
+            float hasSpectralAngle = 0;
+           // float spectralAngle = (float)double.NaN;
+            float spectralAngle = -1;
             if (searchType != "crosslink")
             {
                 if (searchType == "top-down")
@@ -655,8 +655,12 @@ public static PsmData CreateOnePsmDataEntry(string searchType, List<(string file
                 int closest = psmCountList.OrderBy(item => Math.Abs(psmCount - item)).First();
                 psmCount = closest;
                 isVariantPeptide = PeptideIsVariant(selectedPeptide);
-                spectralAngle = (float)psm.SpectralAngle;
-                hasSpectralAngle = PsmHasSpectralAngle(psm);
+                if(PsmHasSpectralAngle(psm))
+                {
+                    spectralAngle = (float)psm.SpectralAngle;
+                    hasSpectralAngle = 1;
+                }
+                
                 
 
                 if (psm.DigestionParams.Protease.Name != "top-down")
diff --git a/EngineLayer/MetaMorpheusEngine.cs b/EngineLayer/MetaMorpheusEngine.cs
index 356ccf0c9..4de474611 100644
--- a/EngineLayer/MetaMorpheusEngine.cs
+++ b/EngineLayer/MetaMorpheusEngine.cs
@@ -130,16 +130,24 @@ public static List<MatchedFragmentIon> MatchFragmentIons(Ms2ScanWithSpecificMass
                     continue;
                 }
 
-                // get the closest peak in the spectrum to the theoretical peak
-                var closestExperimentalMass = scan.GetClosestExperimentalIsotopicEnvelope(product.NeutralMass);
 
-                // is the mass error acceptable?
-                if (closestExperimentalMass != null && commonParameters.ProductMassTolerance.Within(closestExperimentalMass.MonoisotopicMass, product.NeutralMass) && closestExperimentalMass.Charge <= scan.PrecursorCharge)//TODO apply this filter before picking the envelope
+                // get the closest peak in the spectrum to the theoretical peak
+                var charge1_closestExperimentalMass = scan.GetClosestExperimentalIsotopicEnvelopeWithChargeState1(product.NeutralMass);
+                if (charge1_closestExperimentalMass != null && commonParameters.ProductMassTolerance.Within(charge1_closestExperimentalMass.MonoisotopicMass, product.NeutralMass) && charge1_closestExperimentalMass.Charge == 1)//TODO apply this filter before picking the envelope
                 {
-                    matchedFragmentIons.Add(new MatchedFragmentIon(ref product, closestExperimentalMass.MonoisotopicMass.ToMz(closestExperimentalMass.Charge),
-                        closestExperimentalMass.Peaks.First().intensity, closestExperimentalMass.Charge));
-                    var test1 = product.NeutralMass.ToMz(closestExperimentalMass.Charge);
-                    var test2 = closestExperimentalMass.MonoisotopicMass.ToMz(closestExperimentalMass.Charge);
+                    matchedFragmentIons.Add(new MatchedFragmentIon(ref product, charge1_closestExperimentalMass.MonoisotopicMass.ToMz(1),
+                        charge1_closestExperimentalMass.Peaks.First().intensity, 1));
+                }
+                else
+                {
+                    var closestExperimentalMass = scan.GetClosestExperimentalIsotopicEnvelope(product.NeutralMass);
+
+                    // is the mass error acceptable?
+                    if (closestExperimentalMass != null && commonParameters.ProductMassTolerance.Within(closestExperimentalMass.MonoisotopicMass, product.NeutralMass) && closestExperimentalMass.Charge <= scan.PrecursorCharge)//TODO apply this filter before picking the envelope
+                    {
+                        matchedFragmentIons.Add(new MatchedFragmentIon(ref product, closestExperimentalMass.MonoisotopicMass.ToMz(closestExperimentalMass.Charge),
+                            closestExperimentalMass.Peaks.First().intensity, closestExperimentalMass.Charge));
+                    }
                 }
             }
             if (commonParameters.AddCompIons)
diff --git a/EngineLayer/Ms2ScanWithSpecificMass.cs b/EngineLayer/Ms2ScanWithSpecificMass.cs
index 87818fd8d..b1e6a76ea 100644
--- a/EngineLayer/Ms2ScanWithSpecificMass.cs
+++ b/EngineLayer/Ms2ScanWithSpecificMass.cs
@@ -92,7 +92,16 @@ public IsotopicEnvelope GetClosestExperimentalIsotopicEnvelope(double theoretica
             }
             return ExperimentalFragments[GetClosestFragmentMass(theoreticalNeutralMass)];
         }
-
+        public IsotopicEnvelope GetClosestExperimentalIsotopicEnvelopeWithChargeState1(double theoreticalNeutralMass)
+        {
+            var Charge1_ExperimentalFragments = ExperimentalFragments.ToList().Where(p => p.Charge == 1).ToArray();
+            double[] Charge1_DeconvolutedMonoisotopicMasses = Charge1_ExperimentalFragments.Select(p => p.MonoisotopicMass).ToArray();
+            if (Charge1_DeconvolutedMonoisotopicMasses.Length == 0)
+            {
+                return null;
+            }
+            return Charge1_ExperimentalFragments[GetClosestFragmentMass_charge1(theoreticalNeutralMass, Charge1_DeconvolutedMonoisotopicMasses)];
+        }
         public int GetClosestFragmentMass(double mass)
         {
             int index = Array.BinarySearch(DeconvolutedMonoisotopicMasses, mass);
@@ -113,7 +122,26 @@ public int GetClosestFragmentMass(double mass)
 
             return index - 1;
         }
+        public int GetClosestFragmentMass_charge1(double mass, double[] Charge1_DeconvolutedMonoisotopicMasses)
+        {
+            int index = Array.BinarySearch(Charge1_DeconvolutedMonoisotopicMasses, mass);
+            if (index >= 0)
+            {
+                return index;
+            }
+            index = ~index;
+
+            if (index == Charge1_DeconvolutedMonoisotopicMasses.Length)
+            {
+                return index - 1;
+            }
+            if (index == 0 || mass - Charge1_DeconvolutedMonoisotopicMasses[index - 1] > Charge1_DeconvolutedMonoisotopicMasses[index] - mass)
+            {
+                return index;
+            }
 
+            return index - 1;
+        }
         public double? GetClosestExperimentalFragmentMz(double theoreticalMz, out double? intensity)
         {
             if (TheScan.MassSpectrum.XArray.Length == 0)
diff --git a/EngineLayer/PeptideSpectralMatch.cs b/EngineLayer/PeptideSpectralMatch.cs
index c5fa9e9b8..286ca5fbd 100644
--- a/EngineLayer/PeptideSpectralMatch.cs
+++ b/EngineLayer/PeptideSpectralMatch.cs
@@ -1,5 +1,6 @@
 using Chemistry;
 using EngineLayer.FdrAnalysis;
+using MassSpectrometry;
 using Proteomics;
 using Proteomics.Fragmentation;
 using Proteomics.ProteolyticDigestion;
@@ -33,10 +34,13 @@ public PeptideSpectralMatch(PeptideWithSetModifications peptide, int notch, doub
             NativeId = scan.NativeId;
             RunnerUpScore = commonParameters.ScoreCutoff;
             SpectralAngle = Double.NaN;
+            MsDataScan = scan.TheScan;
             //SpectralAngle = 0;
             AddOrReplace(peptide, score, notch, true, matchedFragmentIons, xcorr);
         }
-        
+        public double ScoreForLibraryGeneration { get; set; }
+        public List<MatchedFragmentIon> LibraryMatchedFragments { get; set; }
+        public MsDataScan MsDataScan { get; set; }
         public string targetBeforeReverseTodecoy { get;set; }
         public ChemicalFormula ModsChemicalFormula { get; private set; } // these fields will be null if they are ambiguous
         public string FullSequence { get; private set; }
diff --git a/EngineLayer/SpectralLibrarySearch/LibrarySpectrum.cs b/EngineLayer/SpectralLibrarySearch/LibrarySpectrum.cs
index 4451a6351..477e4a09f 100644
--- a/EngineLayer/SpectralLibrarySearch/LibrarySpectrum.cs
+++ b/EngineLayer/SpectralLibrarySearch/LibrarySpectrum.cs
@@ -78,7 +78,7 @@ public override string ToString()
             foreach (MatchedFragmentIon matchedIon in MatchedFragmentIons)
             {
                 //double intensityFraction = matchedIon.Intensity / sumIntensity;
-                double intensityFraction = matchedIon.Intensity / maxIntensity;
+                double intensityFraction = matchedIon.Intensity ;
 
                 spectrum.Append("\n" + matchedIon.Mz + "\t" + intensityFraction + "\t" + "\"" +
                     matchedIon.NeutralTheoreticalProduct.ProductType.ToString() +
diff --git a/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs b/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs
index 9f125d99b..f7db47721 100644
--- a/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs
+++ b/EngineLayer/SpectralLibrarySearch/SpectralLibrarySearchFunction.cs
@@ -27,7 +27,7 @@ public static void CalculateSpectralAngles(SpectralLibrary spectralLibrary, Pept
                     {
                         if (spectralLibrary != null && !peptide.Key.Protein.IsDecoy && spectralLibrary.TryGetSpectrum(peptide.Key.FullSequence, scan.PrecursorCharge, out var librarySpectrum))
                         {
-                            double spectralAngle = CalculateNormalizedSpectralAngle(librarySpectrum.MatchedFragmentIons, scan.TheScan, commonParameters);
+                            double spectralAngle = CalculateNormalizedSpectralAngle(librarySpectrum.MatchedFragmentIons, scan.TheScan, psm,commonParameters);
                             psm.SpectralAngle = spectralAngle;
                         }
                         else if (spectralLibrary != null && peptide.Key.Protein.IsDecoy && spectralLibrary.DecoyTargetPairs.ContainsKey(peptide.Key) && spectralLibrary.TryGetSpectrum(spectralLibrary.DecoyTargetPairs[peptide.Key].FullSequence, scan.PrecursorCharge, out var targetlibrarySpectrum))
@@ -35,7 +35,7 @@ public static void CalculateSpectralAngles(SpectralLibrary spectralLibrary, Pept
                             var decoyPeptideTheorProducts = new List<Product>();
                             peptide.Key.Fragment(commonParameters.DissociationType, commonParameters.DigestionParams.FragmentationTerminus, decoyPeptideTheorProducts);
                             var decoylibrarySpectrum = GetDecoyLibrarySpectrumFromTargetByReverse(targetlibrarySpectrum, decoyPeptideTheorProducts);
-                            double spectralAngle = CalculateNormalizedSpectralAngle(decoylibrarySpectrum, scan.TheScan, commonParameters);
+                            double spectralAngle = CalculateNormalizedSpectralAngle(decoylibrarySpectrum, scan.TheScan, psm,commonParameters);
                             psm.SpectralAngle = spectralAngle;
                         }
                     }
@@ -72,7 +72,7 @@ public static List<MatchedFragmentIon> GetDecoyLibrarySpectrumFromTargetByRevers
         /// <summary>
         /// Calculates the spectral angle, as described by Prosit ( https://www.nature.com/articles/s41592-019-0426-7 ).
         /// </summary>
-        public static double CalculateNormalizedSpectralAngle(List<MatchedFragmentIon> theoreticalLibraryIons, MsDataScan scan, CommonParameters commonParameters)
+        public static double CalculateNormalizedSpectralAngle(List<MatchedFragmentIon> theoreticalLibraryIons, MsDataScan scan, PeptideSpectralMatch psm, CommonParameters commonParameters)
         {
             double mzCutoff = 300;
             int fragmentNumberCutoff = 3;
@@ -108,11 +108,14 @@ public static double CalculateNormalizedSpectralAngle(List<MatchedFragmentIon> t
                     var test = new Product(libraryIon.NeutralTheoreticalProduct.ProductType, libraryIon.NeutralTheoreticalProduct.Terminus,
                         libraryIon.NeutralTheoreticalProduct.NeutralMass, libraryIon.NeutralTheoreticalProduct.FragmentNumber,
                         libraryIon.NeutralTheoreticalProduct.AminoAcidPosition, libraryIon.NeutralTheoreticalProduct.NeutralLoss);
+                    if (!matchedIons.ContainsKey(libraryIon))
+                    {
+                        matchedIons.Add(libraryIon, new MatchedFragmentIon(ref test, mz, experimentalIntensity, libraryIon.Charge));
+                    }
 
-                    matchedIons.Add(libraryIon, new MatchedFragmentIon(ref test, mz, experimentalIntensity, libraryIon.Charge));
                 }
             }
-
+            psm.LibraryMatchedFragments = matchedIons.Values.ToList();
             // L2 norm
             double expNormalizer = Math.Sqrt(matchedIons.Sum(p => Math.Pow(p.Value.Intensity, 2)));
             double theorNormalizer = Math.Sqrt(theoreticalLibraryIons.Sum(p => Math.Pow(p.Intensity, 2)));
@@ -132,6 +135,75 @@ public static double CalculateNormalizedSpectralAngle(List<MatchedFragmentIon> t
             return normalizedSpectralAngle;
         }
 
+        public static LibrarySpectrum ConvertingPsmsToConcensusSpectrum(List<PeptideSpectralMatch> mutiplePsms)
+        {
+            Dictionary<Product, double[]> allIntensityBeforeNormalize = new Dictionary<Product, double[]>();
+            Dictionary<Product, double> allIntensityAfterNormalize = new Dictionary<Product, double>();
+            Dictionary<Product, double[]> allMz = new Dictionary<Product, double[]>();
+            Dictionary<Product, double> allAverageMz = new Dictionary<Product, double>();
+            var allIntensitySumForNormalize = new double[mutiplePsms.Count];
+            //Dictionary<string, Tuple<double, double>[]> allIons = new Dictionary<string, Tuple<double, double>[]>();
+            Dictionary<Product, int> numberOfEachIons = new Dictionary<Product, int>();
+            List<MatchedFragmentIon> libraryIons = new List<MatchedFragmentIon>();
+            for (int i = 0; i < mutiplePsms.Count; i++)
+            {
+
+                var matchedIons = mutiplePsms[i].MatchedFragmentIons.Where(p => p.Charge == 1).ToList();
+                for (int j = 0; j < matchedIons.Count; j++)
+                {
+                    Product newKey = matchedIons[j].NeutralTheoreticalProduct;
+                    if (!allIntensityBeforeNormalize.ContainsKey(newKey))
+                    {
+                        var listOfIntensity = new double[mutiplePsms.Count];
+                        var listOfMz = new double[mutiplePsms.Count];
+                        listOfIntensity[i] = matchedIons[j].Intensity;
+                        listOfMz[i] = matchedIons[j].Mz;
+                        allIntensityBeforeNormalize.Add(newKey, listOfIntensity);
+                        allMz.Add(newKey, listOfMz);
+                        numberOfEachIons.Add(newKey, 1);
+                    }
+                    else
+                    {
+                        allIntensityBeforeNormalize[newKey][i] = matchedIons[j].Intensity;
+                        allMz[newKey][i] = matchedIons[j].Mz;
+                        int num = numberOfEachIons[newKey];
+                        numberOfEachIons[newKey] = num + 1;
+                    }
+                }
+            }
+
+            List<Product> commonIons = numberOfEachIons.Where(p => p.Value == mutiplePsms.Count).Select(q => q.Key).ToList();
+            for (int k = 0; k < mutiplePsms.Count; k++)
+            {
+                double intensitySum = 0;
+                foreach (var x in commonIons)
+                {
+                    intensitySum = intensitySum + allIntensityBeforeNormalize[x][k];
+                }
+                allIntensitySumForNormalize[k] = intensitySum;
+            }
+
+            foreach (var y in allIntensityBeforeNormalize)
+            {
+                for (int l = 0; l < y.Value.Length; l++)
+                {
+                    double intensityBeforeNormalize = y.Value[l];
+                    y.Value[l] = intensityBeforeNormalize / allIntensitySumForNormalize[l];
+                }
+                allIntensityAfterNormalize.Add(y.Key, y.Value.Where(p=>p>0).ToList().Average());
+            }
+            var max = allIntensityAfterNormalize.Select(p => p.Value).Max();
+            foreach (var eachMz in allMz)
+            {
+                Product temProduct = eachMz.Key;
+                libraryIons.Add(new MatchedFragmentIon(ref temProduct, eachMz.Value.Average(), allIntensityAfterNormalize[eachMz.Key]/ max, 1));
+            }
+
+            return new LibrarySpectrum(mutiplePsms[0].FullSequence, mutiplePsms.Select(p => p.ScanPrecursorMonoisotopicPeakMz).Average(), mutiplePsms[0].ScanPrecursorCharge, libraryIons, mutiplePsms.Select(p => p.ScanRetentionTime).Average(), false);
+
+
+        }
+
         public static double CalculatePsmsNormalizedSpectralAngle(List<MatchedFragmentIon> standardSpectrum, List<MatchedFragmentIon> spectrum)
         {
             double mzCutoff = 300;
@@ -262,6 +334,166 @@ public static double MatchedSpectraCompare(List<MatchedFragmentIon> standardSpec
             return score;
         }
 
+        public static List<MatchedFragmentIon> newAverageTwoSpectra(List<MatchedFragmentIon> spectraOne, List<MatchedFragmentIon> spectraTwo)
+        {
+            Dictionary<String, MatchedFragmentIon> averagedPeaksDictionary = new Dictionary<String, MatchedFragmentIon>();
+            var averageTwoSpectraResult = new List<MatchedFragmentIon>();
+            Dictionary<String, MatchedFragmentIon> spectraOneDictionary = new Dictionary<String, MatchedFragmentIon>();
+            Dictionary<String, MatchedFragmentIon> spectraTwoDictionary = new Dictionary<String, MatchedFragmentIon>();
+
+            foreach (var ionOne in spectraOne)
+            {
+                var productWithChargeInOne = ionOne.NeutralTheoreticalProduct.ProductType.ToString() + ionOne.NeutralTheoreticalProduct.FragmentNumber + "^" + ionOne.Charge;
+                spectraOneDictionary.Add(productWithChargeInOne, ionOne);
+            }
+            foreach (var ionTwo in spectraTwo)
+            {
+                var productWithChargeInTwo = ionTwo.NeutralTheoreticalProduct.ProductType.ToString() + ionTwo.NeutralTheoreticalProduct.FragmentNumber + "^" + ionTwo.Charge;
+                spectraTwoDictionary.Add(productWithChargeInTwo, ionTwo);
+            }
+            var oneKeyList = spectraOneDictionary.Keys.ToList();
+            var twoKeyList = spectraTwoDictionary.Keys.ToList();
+            double intensitySum1 = 0;
+            double intensitySum2 = 0;
+            var commonKeyList = oneKeyList.Intersect(twoKeyList);
+            foreach (var common in commonKeyList)
+            {
+                intensitySum1 = intensitySum1 + spectraOneDictionary[common].Intensity;
+                intensitySum2 = intensitySum2 + spectraOneDictionary[common].Intensity;
+            }
+            List<String> AllproductWithCharge = new List<string>();
+            AllproductWithCharge.AddRange(oneKeyList);
+            foreach (var x in twoKeyList)
+            {
+                if (!AllproductWithCharge.Contains(x))
+                {
+                    AllproductWithCharge.Add(x);
+                }
+
+            }
+
+            //Tolerance tolerance = new PpmTolerance(40);
+            foreach (var productWithCharge in AllproductWithCharge)
+            {
+                if (spectraOneDictionary.ContainsKey(productWithCharge) && spectraTwoDictionary.ContainsKey(productWithCharge))
+                {
+                    var newMz = (spectraOneDictionary[productWithCharge].Mz + spectraTwoDictionary[productWithCharge].Mz )/2;
+                    var normInten1 = spectraOneDictionary[productWithCharge].Intensity / intensitySum1;
+                    var normInten2 = spectraTwoDictionary[productWithCharge].Intensity / intensitySum2;
+                    var newNorIntensity = (normInten1  + normInten2)/2 ;
+                    Product product = spectraOneDictionary[productWithCharge].NeutralTheoreticalProduct;
+                    var newIon = new MatchedFragmentIon(ref product, newMz, newNorIntensity, spectraOneDictionary[productWithCharge].Charge);
+                    averageTwoSpectraResult.Add(newIon);
+                }
+                else if (spectraOneDictionary.ContainsKey(productWithCharge))
+                {
+                    Product productOne = spectraOneDictionary[productWithCharge].NeutralTheoreticalProduct;
+                    var normInten1 = spectraOneDictionary[productWithCharge].Intensity / intensitySum1;
+                    var oneIon = new MatchedFragmentIon(ref productOne, spectraOneDictionary[productWithCharge].Mz, normInten1, spectraOneDictionary[productWithCharge].Charge);
+                    averageTwoSpectraResult.Add(oneIon);
+                }
+                else if (spectraTwoDictionary.ContainsKey(productWithCharge))
+                {
+                    Product productTwo = spectraTwoDictionary[productWithCharge].NeutralTheoreticalProduct;
+                    //var normInten2 = spectraTwoDictionary[productWithCharge].Intensity / intensitySum2;
+                    var normInten2 = spectraTwoDictionary[productWithCharge].Intensity / intensitySum2;
+                    //var twoIon = new MatchedFragmentIon(ref productTwo, spectraTwoDictionary[productWithCharge].Mz, normInten2 / PsmsNum, spectraTwoDictionary[productWithCharge].Charge);
+                    var twoIon = new MatchedFragmentIon(ref productTwo, spectraTwoDictionary[productWithCharge].Mz, normInten2, spectraTwoDictionary[productWithCharge].Charge);
+                    averageTwoSpectraResult.Add(twoIon);
+                }
+            }
+            var testmz1 = averageTwoSpectraResult.Select(b => b.Mz).ToArray();
+            var testin1 = averageTwoSpectraResult.Select(b => b.Intensity).ToArray();
+            return averageTwoSpectraResult;
+        }
+        public static (List<MatchedFragmentIon>, Dictionary<string, int>) newAverageTwoSpectra(List<MatchedFragmentIon> spectraOne, List<MatchedFragmentIon> spectraTwo, Dictionary<string, int> ConsensusSpectraPeaksNumPair)
+        {
+            Dictionary<String, MatchedFragmentIon> averagedPeaksDictionary = new Dictionary<String, MatchedFragmentIon>();
+            var averageTwoSpectraResult = new List<MatchedFragmentIon>();
+            Dictionary<String, MatchedFragmentIon> spectraOneDictionary = new Dictionary<String, MatchedFragmentIon>();
+            Dictionary<String, MatchedFragmentIon> spectraTwoDictionary = new Dictionary<String, MatchedFragmentIon>();
+            //double intensitySum1 = spectraOne.Select(b => b.Intensity).Sum();
+            //double intensitySum2 = spectraTwo.Select(b => b.Intensity).Sum();
+            //double intensityMax1 = spectraOne.Select(b => b.Intensity).Max();
+            //double intensityMax2 = spectraTwo.Select(b => b.Intensity).Max();
+            foreach (var ionOne in spectraOne)
+            {
+                var productWithChargeInOne = ionOne.NeutralTheoreticalProduct.ProductType.ToString() + ionOne.NeutralTheoreticalProduct.FragmentNumber + "^" + ionOne.Charge;
+                spectraOneDictionary.Add(productWithChargeInOne, ionOne);
+            }
+            foreach (var ionTwo in spectraTwo)
+            {
+                var productWithChargeInTwo = ionTwo.NeutralTheoreticalProduct.ProductType.ToString() + ionTwo.NeutralTheoreticalProduct.FragmentNumber + "^" + ionTwo.Charge;
+                spectraTwoDictionary.Add(productWithChargeInTwo, ionTwo);
+            }
+            var oneKeyList = spectraOneDictionary.Keys.ToList();
+            var twoKeyList = spectraTwoDictionary.Keys.ToList();
+            double intensitySum1 = 0;
+            double intensitySum2 = 0;
+            var commonKeyList = oneKeyList.Intersect(twoKeyList);
+            foreach(var common in commonKeyList)
+            {
+                intensitySum1 = intensitySum1 + spectraOneDictionary[common].Intensity;
+                intensitySum2 = intensitySum2 + spectraOneDictionary[common].Intensity;
+            }
+            List<String> AllproductWithCharge = new List<string>();
+            AllproductWithCharge.AddRange(oneKeyList);
+            foreach (var x in twoKeyList)
+            {
+                if (!AllproductWithCharge.Contains(x))
+                {
+                    AllproductWithCharge.Add(x);
+                }
+
+            }
+
+            //Tolerance tolerance = new PpmTolerance(40);
+            foreach (var productWithCharge in AllproductWithCharge)
+            {
+                if (spectraOneDictionary.ContainsKey(productWithCharge) && spectraTwoDictionary.ContainsKey(productWithCharge))
+                {
+                    if (ConsensusSpectraPeaksNumPair != null && ConsensusSpectraPeaksNumPair.ContainsKey(productWithCharge))
+                    {
+                        ConsensusSpectraPeaksNumPair[productWithCharge] = ConsensusSpectraPeaksNumPair[productWithCharge] + 1;
+                    }
+                    else
+                    {
+                        ConsensusSpectraPeaksNumPair.Add(productWithCharge, 2);
+                    }
+                    int peaksNum = ConsensusSpectraPeaksNumPair[productWithCharge];
+                    var newMz = spectraOneDictionary[productWithCharge].Mz * (1 - (1.0 / peaksNum)) + spectraTwoDictionary[productWithCharge].Mz / peaksNum;
+                    //var normInten1 = spectraOneDictionary[productWithCharge].Intensity / intensitySum1;
+                    //var normInten2 = spectraTwoDictionary[productWithCharge].Intensity / intensitySum2;
+                    var normInten1 = spectraOneDictionary[productWithCharge].Intensity / intensitySum1;
+                    var normInten2 = spectraTwoDictionary[productWithCharge].Intensity / intensitySum2;
+                    var newNorIntensity = normInten1 * (1 - (1.0 / peaksNum)) + normInten2 / peaksNum;
+                    Product product = spectraOneDictionary[productWithCharge].NeutralTheoreticalProduct;
+                    var newIon = new MatchedFragmentIon(ref product, newMz, newNorIntensity, spectraOneDictionary[productWithCharge].Charge);
+                    averageTwoSpectraResult.Add(newIon);
+                }
+                else if (spectraOneDictionary.ContainsKey(productWithCharge))
+                {
+                    Product productOne = spectraOneDictionary[productWithCharge].NeutralTheoreticalProduct;
+                    //var normInten1 = spectraOneDictionary[productWithCharge].Intensity / intensitySum1;
+                    var normInten1 = spectraOneDictionary[productWithCharge].Intensity / intensitySum1;
+                    //var oneIon = new MatchedFragmentIon(ref productOne, spectraOneDictionary[productWithCharge].Mz, normInten1 * (1 - (1.0 / PsmsNum)), spectraOneDictionary[productWithCharge].Charge);
+                    var oneIon = new MatchedFragmentIon(ref productOne, spectraOneDictionary[productWithCharge].Mz, normInten1, spectraOneDictionary[productWithCharge].Charge);
+                    averageTwoSpectraResult.Add(oneIon);
+                }
+                else if (spectraTwoDictionary.ContainsKey(productWithCharge))
+                {
+                    Product productTwo = spectraTwoDictionary[productWithCharge].NeutralTheoreticalProduct;
+                    //var normInten2 = spectraTwoDictionary[productWithCharge].Intensity / intensitySum2;
+                    var normInten2 = spectraTwoDictionary[productWithCharge].Intensity / intensitySum2;
+                    //var twoIon = new MatchedFragmentIon(ref productTwo, spectraTwoDictionary[productWithCharge].Mz, normInten2 / PsmsNum, spectraTwoDictionary[productWithCharge].Charge);
+                    var twoIon = new MatchedFragmentIon(ref productTwo, spectraTwoDictionary[productWithCharge].Mz, normInten2, spectraTwoDictionary[productWithCharge].Charge);
+                    averageTwoSpectraResult.Add(twoIon);
+                }
+            }
+            var testmz1 = averageTwoSpectraResult.Select(b => b.Mz).ToArray();
+            var testin1 = averageTwoSpectraResult.Select(b => b.Intensity).ToArray();
+            return (averageTwoSpectraResult, ConsensusSpectraPeaksNumPair);
+        }
         public static (List<MatchedFragmentIon>, Dictionary<string, int>) AverageTwoSpectra(List<MatchedFragmentIon> spectraOne, List<MatchedFragmentIon> spectraTwo, Dictionary<string, int> ConsensusSpectraPeaksNumPair)
         {
             Dictionary<String, MatchedFragmentIon> averagedPeaksDictionary = new Dictionary<String, MatchedFragmentIon>();
diff --git a/MetaMorpheus.sln b/MetaMorpheus02.sln
similarity index 100%
rename from MetaMorpheus.sln
rename to MetaMorpheus02.sln
diff --git a/TaskLayer/MetaMorpheusTask.cs b/TaskLayer/MetaMorpheusTask.cs
index 302f2e860..dd62bdd46 100644
--- a/TaskLayer/MetaMorpheusTask.cs
+++ b/TaskLayer/MetaMorpheusTask.cs
@@ -610,6 +610,43 @@ protected static void WriteSpectralLibrary(List<LibrarySpectrum> spectrumLibrary
 
             }
         }
+        //protected static void WriteSpectralLibrary(Dictionary<string, (List<double>, List<double>)> spectrumLibrary, string outputFolder)
+        //{
+
+        //    string spectrumFilePath = outputFolder + "\\spectralLibrary.msp";
+        //    using (StreamWriter output = new StreamWriter(spectrumFilePath))
+        //    {
+
+
+        //        foreach (var x in spectrumLibrary)
+        //        {
+        //            StringBuilder spectrum = new StringBuilder();
+        //            spectrum.Append("Name: ");
+        //            spectrum.Append("\nMW: ");
+        //            spectrum.Append("\nComment: ");
+        //            spectrum.Append("Parent=");
+        //            spectrum.Append(" RT=");
+        //            spectrum.Append("\nNum peaks: " + spectrumLibrary.Count);
+
+        //            double maxIntensity = MatchedFragmentIons.Select(b => b.Intensity).Max();
+        //            double sumIntensity = MatchedFragmentIons.Select(b => b.Intensity).Sum();
+
+        //            foreach (MatchedFragmentIon matchedIon in MatchedFragmentIons)
+        //            {
+        //                //double intensityFraction = matchedIon.Intensity / sumIntensity;
+        //                double intensityFraction = matchedIon.Intensity / maxIntensity;
+
+        //                spectrum.Append("\n" + matchedIon.Mz + "\t" + intensityFraction + "\t" + "\"" +
+        //                    matchedIon.NeutralTheoreticalProduct.ProductType.ToString() +
+        //                    matchedIon.NeutralTheoreticalProduct.FragmentNumber.ToString() + "^" +
+        //                    matchedIon.Charge + "/" + 0 + "ppm" + "\"");
+        //            }
+        //            output.WriteLine(x.ToString());
+        //        }
+
+        //    }
+        //}
+
         //forTestingLibraryGeneration
         protected static void WriteAllspectra(List<LibrarySpectrum> spectrumLibrary, string outputFolder)
         {
diff --git a/TaskLayer/SearchTask/PostSearchAnalysisParameters.cs b/TaskLayer/SearchTask/PostSearchAnalysisParameters.cs
index f39b62641..1c537a0d5 100644
--- a/TaskLayer/SearchTask/PostSearchAnalysisParameters.cs
+++ b/TaskLayer/SearchTask/PostSearchAnalysisParameters.cs
@@ -25,5 +25,6 @@ public class PostSearchAnalysisParameters
         public MyFileManager MyFileManager { get; set; }
         public List<DbForTask> DatabaseFilenameList { get; set; }
         public List<string> CurrentRawFileList { get; set; }
+        public SpectralLibrary SpectralLibrary { get; set; }
     }
 }
\ No newline at end of file
diff --git a/TaskLayer/SearchTask/PostSearchAnalysisTask.cs b/TaskLayer/SearchTask/PostSearchAnalysisTask.cs
index 413b17b85..2be951080 100644
--- a/TaskLayer/SearchTask/PostSearchAnalysisTask.cs
+++ b/TaskLayer/SearchTask/PostSearchAnalysisTask.cs
@@ -59,7 +59,7 @@ public MyTaskResults Run()
                    .GroupBy(b => (b.FullFilePath, b.ScanNumber, b.PeptideMonisotopicMass)).Select(b => b.First()).ToList();
 
                 CalculatePsmFdr();
-            }
+            } 
 
             DoMassDifferenceLocalizationAnalysis();
             ProteinAnalysis();
@@ -70,6 +70,11 @@ public MyTaskResults Run()
             HistogramAnalysis();
             WritePsmResults();
             SpectralLibraryGeneration();
+            //SpectralLibraryGeneration(Parameters.SpectralLibrary);
+            if (Parameters.SpectralLibrary != null)
+            {
+                Parameters.SpectralLibrary.CloseConnections();
+            }
             WriteProteinResults();
             WriteQuantificationResults();
             WritePrunedDatabase();
@@ -515,13 +520,15 @@ private void HistogramAnalysis()
             }
         }
 
-        //write spectral library by Yuling 11/14
+        //write spectral library by Yuling 03/16
         private void SpectralLibraryGeneration()
         {
             var FilteredPsmList = Parameters.AllPsms
-                .Where(p => p.FdrInfo.QValue <= 0.1
+                .Where(p => p.FdrInfo.QValue <= 0.01 && p.FdrInfo.PEP < 0.5
                 && p.FdrInfo.QValueNotch <= CommonParameters.QValueOutputFilter).ToList();
-            FilteredPsmList.RemoveAll(b => b.BestMatchingPeptides.First().Peptide.Protein.Accession.Contains("DECOY"));
+            //var FilteredPsmList = Parameters.AllPsms
+            //    .Where(p => p.FdrInfo.QValueNotch <= CommonParameters.QValueOutputFilter).ToList();
+            //FilteredPsmList.RemoveAll(b => b.BestMatchingPeptides.First().Peptide.Protein.Accession.Contains("DECOY"));
             FilteredPsmList.RemoveAll(b => b.IsDecoy);
             FilteredPsmList.RemoveAll(b => b.IsContaminant);
 
@@ -529,7 +536,7 @@ private void SpectralLibraryGeneration()
             Dictionary<String, List<PeptideSpectralMatch>> PsmsGroupByPeptideAndCharge = new Dictionary<String, List<PeptideSpectralMatch>>();
             foreach (var x in FilteredPsmList)
             {
-                List<PeptideSpectralMatch> psmsWithsinglePeptide = Parameters.AllPsms.Where(b => b.FullSequence == x.FullSequence).OrderByDescending(p => p.Score).ToList();
+                List<PeptideSpectralMatch> psmsWithsinglePeptide = FilteredPsmList.Where(b => b.FullSequence == x.FullSequence).OrderByDescending(p => p.Score).ToList();
                 String peptideWithChargeState = x.FullSequence + "/" + x.ScanPrecursorCharge;
                 List<PeptideSpectralMatch> psmsWithsinglePeptideAndSameCharge = psmsWithsinglePeptide.Where(b => b.ScanPrecursorCharge == x.ScanPrecursorCharge).OrderByDescending(p => p.Score).ToList();
                 if (!PsmsGroupByPeptideAndCharge.ContainsKey(peptideWithChargeState))
@@ -541,61 +548,274 @@ private void SpectralLibraryGeneration()
             var spectrumLibrary = new List<LibrarySpectrum>();
             foreach (var x in PsmsGroupByPeptideAndCharge)
             {
-                List<MatchedFragmentIon> standspctra = x.Value[0].MatchedFragmentIons;
-                double standPrecursurMz = x.Value[0].ScanPrecursorMonoisotopicPeakMz;
-                double standRt = x.Value[0].ScanRetentionTime;
-                int a = 0;
-                var ConsensusSpectraPeaksNumPair = new Dictionary<string, int>();
-                int PsmsNum = 1;
-                while (a < x.Value.Count - 1)
+                List < PeptideSpectralMatch> psmsForLibrary = new List<PeptideSpectralMatch>();
+                if (x.Value.Count > 2)
                 {
-                    //Console.WriteLine(x.Key + "   " + this.matchedSpectraCompare(standspctra, x.Value[a + 1].MatchedFragmentIons));
-                    var spectrumTocompare = x.Value[a + 1].MatchedFragmentIons;
-                    //if (x.Value[0].FullSequence.Contains("HAEGTFTSDVSSYLEGQAAK"))
+                    int a = 0;
+                    int b = 0;
+                    var ConsensusSpectraPeaksNumPair = new Dictionary<string, int>();
+                    //int PsmsNum = 1;
+                    List<double> eachSaTotal = new List<double>();
+                    while (b < 10 && b < x.Value.Count)
+                    {
+                        int c = 0;
+                        List<MatchedFragmentIon> possibleStandard = x.Value[b].MatchedFragmentIons.Where(p => p.Charge == 1).ToList();
+                        List<double> saTotal = new List<double>();
+                        while (c < 10 && c < x.Value.Count)
+                        {
+                            var saOne = SpectralLibrarySearchFunction.CalculateNormalizedSpectralAngle(possibleStandard, x.Value[c].MsDataScan, x.Value[c], CommonParameters);
+                            var sasaOne = SpectralLibrarySearchFunction.CalculatePsmsNormalizedSpectralAngle(possibleStandard.Where(p => p.Charge == 1).ToList(), x.Value[c].MatchedFragmentIons.Where(p => p.Charge == 1).ToList());
+                            var sasasaOne = SpectralLibrarySearchFunction.CalculatePsmsNormalizedSpectralAngle(x.Value[c].MatchedFragmentIons.Where(p => p.Charge == 1).ToList(), x.Value[c].MatchedFragmentIons.Where(p => p.Charge == 1).ToList());
+                            saTotal.Add(saOne);
+                            c++;
+                        }
+                        eachSaTotal.Add(saTotal.Average());
+                        b++;
+                    }
+                    //if (eachSaTotal.Max() > 0.5)
                     //{
+                        int standardIndex = eachSaTotal.IndexOf(eachSaTotal.Max());
+
+                        List<MatchedFragmentIon> standspctra = x.Value[standardIndex].MatchedFragmentIons.Where(p => p.Charge == 1).ToList();
+                        psmsForLibrary.Add(x.Value[standardIndex]);
+                        double standPrecursurMz = x.Value[standardIndex].ScanPrecursorMonoisotopicPeakMz;
+                        double standRt = x.Value[standardIndex].ScanRetentionTime;
+                        Dictionary<string, (List<double>, List<double>)> allMatchedIons = new Dictionary<string, (List<double>, List<double>)>();
+                    while (a < x.Value.Count - 1)
+                    {
+                        //Console.WriteLine(x.Key + "   " + this.matchedSpectraCompare(standspctra, x.Value[a + 1].MatchedFragmentIons));
+                        var spectrumTocompare = x.Value[a].MatchedFragmentIons.Where(p => p.Charge == 1).ToList();
+                        //if (x.Value[0].FullSequence.Contains("TTGIVMDSGDGVTHTVPIYEGYALPHAILR"))
+                        //{
+
+                        //}
+
+                        //var compareScore = SpectralLibrarySearchFunction.MatchedSpectraCompare(standspctra, spectrumTocompare);
+                        var testScore1 = SpectralLibrarySearchFunction.CalculatePsmsNormalizedSpectralAngle(x.Value[standardIndex].MatchedFragmentIons.Where(p => p.Charge == 1).ToList(), spectrumTocompare);
+                        //var testscore2 = SpectralLibrarySearchFunction.CalculatePsmsNormalizedSpectralAngle(x.Value[standardIndex].MatchedFragmentIons.Where(p => p.Charge == 1).ToList(), spectrumTocompare.Where(p => p.Charge == 1).ToList());
+                        var testScore = SpectralLibrarySearchFunction.CalculateNormalizedSpectralAngle(standspctra, x.Value[a].MsDataScan, x.Value[a], CommonParameters);
+                        //var sa = SpectralLibrarySearchFunction.CalculateNormalizedSpectralAngle(standspctra, x.Value[a + 1].MsDataScan, CommonParameters);
+                        if (testScore > 0.67 && a != standardIndex)
+                        {
+                            psmsForLibrary.Add(x.Value[a]);
+                            x.Value[a].ScoreForLibraryGeneration = testScore;
+                        }
 
+                        //if (testScore > 0.67 && a != standardIndex && a < 5)
+                        //{
+                        //    standspctra = SpectralLibrarySearchFunction.newAverageTwoSpectra(standspctra, x.Value[a].LibraryMatchedFragments);
+                        //    standPrecursurMz = (standPrecursurMz + x.Value[a].ScanPrecursorMonoisotopicPeakMz) / 2;
+                        //    standRt = (standRt + x.Value[a].ScanRetentionTime) / 2;
+                        //}
+                        a++;
+                    }
+                    //if(psmsForLibrary.Count>1||(psmsForLibrary.Count==1&& eachSaTotal.Max()>0.5))
+                    //{
+                        var standSpectrum = SpectralLibrarySearchFunction.ConvertingPsmsToConcensusSpectrum(psmsForLibrary);
+                        //var standSpectrum = new LibrarySpectrum(x.Value[0].FullSequence, standPrecursurMz, x.Value[0].ScanPrecursorCharge, standspctra, standRt);
+                        standSpectrum.BaseSequenceWithoutMods = x.Value[0].BaseSequence;
+                        spectrumLibrary.Add(standSpectrum);
                     //}
+                        
+                    }
+                //}
 
-                    var compareScore = SpectralLibrarySearchFunction.MatchedSpectraCompare(standspctra, spectrumTocompare);
-                    var testScore = SpectralLibrarySearchFunction.CalculatePsmsNormalizedSpectralAngle(standspctra, spectrumTocompare);
-                    if (compareScore > 0.95)
-                    {
-                        PsmsNum++;
-                        var pairResult = SpectralLibrarySearchFunction.AverageTwoSpectra(standspctra, spectrumTocompare, ConsensusSpectraPeaksNumPair);
-                        standspctra = pairResult.Item1;
-                        ConsensusSpectraPeaksNumPair = pairResult.Item2;
 
-                        standPrecursurMz = standPrecursurMz * (1 - (1.0 / PsmsNum)) + x.Value[a + 1].ScanPrecursorMonoisotopicPeakMz / PsmsNum;
-                        standRt = standRt * (1 - (1.0 / PsmsNum)) + x.Value[a + 1].ScanRetentionTime / PsmsNum;
-                    }
-                    a++;
+            }
+
+            WriteSpectralLibrary(spectrumLibrary, Parameters.OutputFolder);
+
+            //fortesting
+            //var allspectra = new List<LibrarySpectrum>();
+            //foreach (var x in PsmsGroupByPeptideAndCharge)
+            //{
+            //    if (x.Value.Count > 1)
+            //    {
+            //        foreach (var each in x.Value)
+            //        {
+            //            allspectra.Add(new LibrarySpectrum(each.FullSequence, each.ScanPrecursorMonoisotopicPeakMz, each.ScanPrecursorCharge, each.MatchedFragmentIons.Where(p => p.Charge == 1).ToList(), each.ScanRetentionTime));
+            //        }
+            //    }
+
+            //}
+            //WriteAllspectra(allspectra, Parameters.OutputFolder);
+        }
+        //write spectral library by Yuling 11/14
+        private void SpectralLibraryGeneration(SpectralLibrary spectralLibrary)
+        {
+            var FilteredPsmList = Parameters.AllPsms
+                .Where(p => p.FdrInfo.QValue <= 0.01
+                && p.FdrInfo.QValueNotch <= CommonParameters.QValueOutputFilter && p.SpectralAngle > 0.7 ).ToList();
+            //var FilteredPsmList = Parameters.AllPsms
+            //    .Where(p => p.FdrInfo.QValue <= 0.01
+            //    && p.FdrInfo.QValueNotch <= 0.0001 ).ToList();
+            //FilteredPsmList.RemoveAll(b => b.BestMatchingPeptides.First().Peptide.Protein.Accession.Contains("DECOY"));
+            FilteredPsmList.RemoveAll(b => b.IsDecoy);
+            FilteredPsmList.RemoveAll(b => b.IsContaminant);
+
+
+            //write spectral library by Yuling 11/14
+            Dictionary<String, List<PeptideSpectralMatch>> PsmsGroupByPeptideAndCharge = new Dictionary<String, List<PeptideSpectralMatch>>();
+            foreach (var x in FilteredPsmList)
+            {
+                List<PeptideSpectralMatch> psmsWithsinglePeptide = FilteredPsmList.Where(b => b.FullSequence == x.FullSequence).OrderByDescending(p => p.Score).ToList();
+                String peptideWithChargeState = x.FullSequence + "/" + x.ScanPrecursorCharge;
+                List<PeptideSpectralMatch> psmsWithsinglePeptideAndSameCharge = psmsWithsinglePeptide.Where(b => b.ScanPrecursorCharge == x.ScanPrecursorCharge).OrderBy(p => p.SpectralAngle).ToList();
+                if (!PsmsGroupByPeptideAndCharge.ContainsKey(peptideWithChargeState))
+                {
+                    PsmsGroupByPeptideAndCharge.Add(peptideWithChargeState, psmsWithsinglePeptideAndSameCharge);
                 }
-                foreach(var s in ConsensusSpectraPeaksNumPair)
+            }
+
+            Dictionary<String, LibrarySpectrum> spectrumLibrary = new Dictionary<String, LibrarySpectrum>();
+
+            foreach (var x in PsmsGroupByPeptideAndCharge)
+            {
+                //string single_pdeep = @"g:\yuling\SLSpaper\testData\pdeepTTGIVMDSGDGVTHTVPIYEGYALPHAILR.msp";
+                //var single_pdeepLibrary = new SpectralLibrary(new List<string> { single_pdeep });
+                //single_pdeepLibrary.TryGetSpectrum("TTGIVMDSGDGVTHTVPIYEGYALPHAILR", x.Value[0].ScanPrecursorCharge, out var pdeepSpectrum);
+                int aa = 0;
+                //var standSpectrum = new LibrarySpectrum(x.Value[0].FullSequence, x.Value[0].ScanPrecursorMonoisotopicPeakMz, x.Value[0].ScanPrecursorCharge, x.Value[0].LibraryMatchedFragments, x.Value[0].ScanRetentionTime);
+                var tempStand = x.Value[0].LibraryMatchedFragments;
+                double tempMz = x.Value[0].ScanPrecursorMonoisotopicPeakMz;
+                double temTime = x.Value[0].ScanRetentionTime;
+                while (aa < x.Value.Count - 1)
                 {
-                    if(s.Value < 0.6 * PsmsNum)
-                    {
-                        standspctra.RemoveAll(b => (b.NeutralTheoreticalProduct.ProductType.ToString() + b.NeutralTheoreticalProduct.FragmentNumber + "^" + b.Charge) == s.Key);
-                    }
+                    tempStand = SpectralLibrarySearchFunction.newAverageTwoSpectra(tempStand, x.Value[aa + 1].LibraryMatchedFragments);
+                    //var test = SpectralLibrarySearchFunction.CalculatePsmsNormalizedSpectralAngle(pdeepSpectrum.MatchedFragmentIons, tempStand);
+                    tempMz = (tempMz + x.Value[aa + 1].ScanPrecursorMonoisotopicPeakMz) / 2;
+                    temTime = (temTime + x.Value[aa + 1].ScanRetentionTime) / 2;
+                    aa++;
                 }
-                var standSpectrum = new LibrarySpectrum(x.Value[0].FullSequence, standPrecursurMz, x.Value[0].ScanPrecursorCharge, standspctra, standRt);
+                var standSpectrum = new LibrarySpectrum(x.Value[0].FullSequence, tempMz, x.Value[0].ScanPrecursorCharge, tempStand, temTime);
+                //if (x.Value.Count == 1)
+                //{
+                //    var standSpectrum = new LibrarySpectrum(x.Value[0].FullSequence, x.Value[0].ScanPrecursorMonoisotopicPeakMz, x.Value[0].ScanPrecursorCharge, x.Value[0].MatchedFragmentIons, x.Value[0].ScanRetentionTime);
+                //}
+                //else if (x.Value.Count == 2)
+                //{
+                //    var standspctra = SpectralLibrarySearchFunction.newAverageTwoSpectra(x.Value[0].MatchedFragmentIons, x.Value[1].MatchedFragmentIons);
+                //    var standSpectrum = new LibrarySpectrum(x.Value[0].FullSequence, x.Value[0].ScanPrecursorMonoisotopicPeakMz, x.Value[0].ScanPrecursorCharge, standspctra, x.Value[0].ScanRetentionTime);
+                //}
+                //else
+                //{
+                //    //List<MatchedFragmentIon> standspctra = x.Value[1].MatchedFragmentIons;
+                //    //double standPrecursurMz = x.Value[0].ScanPrecursorMonoisotopicPeakMz;
+                //    //double standRt = x.Value[0].ScanRetentionTime;
+                //    int a = 0;
+                //    int b = 0;
+                //    var ConsensusSpectraPeaksNumPair = new Dictionary<string, int>();
+                //    int PsmsNum = 1;
+                //    List<double> eachSaTotal = new List<double>();
+                //    while (b < x.Value.Count - 1 && b < 5)
+                //    {
+                //        int c = 0;
+                //        var possibleStandard = x.Value[b].MatchedFragmentIons;
+                //        double saTotal = 0;
+                //        while (c < x.Value.Count - 1 && c < 5)
+                //        {
+                            //var saOne = SpectralLibrarySearchFunction.CalculateNormalizedSpectralAngle(possibleStandard, x.Value[c].MsDataScan, CommonParameters);
+                //            saTotal = saTotal + saOne;
+                //            c++;
+                //        }
+                //        eachSaTotal.Add(saTotal);
+                //        b++;
+                //    }
+                //    int standardIndex = eachSaTotal.IndexOf(eachSaTotal.Max());
+
+                //    List<MatchedFragmentIon> standspctra = x.Value[standardIndex].MatchedFragmentIons;
+                //    double standPrecursurMz = x.Value[standardIndex].ScanPrecursorMonoisotopicPeakMz;
+                //    double standRt = x.Value[standardIndex].ScanRetentionTime;
+                //    Dictionary<string, (List<double>, List<double>)> allMatchedIons = new Dictionary<string, (List<double>, List<double>)>();
+                //    while (a < x.Value.Count - 1)
+                //    {
+                //        //Console.WriteLine(x.Key + "   " + this.matchedSpectraCompare(standspctra, x.Value[a + 1].MatchedFragmentIons));
+                //        var spectrumTocompare = x.Value[a].MatchedFragmentIons;
+                //        //if (x.Value[0].FullSequence.Contains("HAEGTFTSDVSSYLEGQAAK"))
+                //        //{
+
+                //        //}
+
+                //        var compareScore = SpectralLibrarySearchFunction.MatchedSpectraCompare(standspctra, spectrumTocompare);
+                //        var testScore = SpectralLibrarySearchFunction.CalculatePsmsNormalizedSpectralAngle(x.Value[standardIndex].MatchedFragmentIons, spectrumTocompare);
+                //        var sa = SpectralLibrarySearchFunction.CalculateNormalizedSpectralAngle(standspctra, x.Value[a + 1].MsDataScan, CommonParameters);
+                //        //if (testScore > 0.7 && a == standardIndex - 1)
+                //        //{
+                //        //    foreach (var eachIon in x.Value[a + 1].MatchedFragmentIons)
+                //        //    {
+                //        //        String newKey = eachIon.NeutralTheoreticalProduct.ProductType.ToString() + eachIon.NeutralTheoreticalProduct.FragmentNumber+"^" + eachIon.Charge;
+                //        //        if (!allMatchedIons.ContainsKey(newKey))
+                //        //        {
+                //        //            var newIntensity = new List<double>();
+                //        //            var newMz = new List<double>();
+                //        //            newIntensity.Add(eachIon.Intensity);
+                //        //            newMz.Add(eachIon.Mz);
+                //        //            allMatchedIons.Add(newKey, (newIntensity, newMz));
+                //        //        }
+                //        //        else
+                //        //        {
+                //        //            allMatchedIons[newKey].Item1.Add(eachIon.Intensity);
+                //        //            allMatchedIons[newKey].Item1.Add(eachIon.Mz);
+                //        //        }
+                //        //    }
+                //        //    PsmsNum++;
+
+                //        //}
+
+                //        //string single_pdeep = @"g:\yuling\SLSpaper\testData\single_pdeep.msp";
+                //       // var single_pdeepLibrary = new SpectralLibrary(new List<string> { single_pdeep });
+                //        //single_pdeepLibrary.TryGetSpectrum("VTDEILHLVPNIDNFR", 3, out var pdeepSpectrum);
+                //        if (testScore > 0.7 && a != standardIndex)
+                //        {
+                //            PsmsNum++;
+                //            //var pairResult = SpectralLibrarySearchFunction.newAverageTwoSpectra(standspctra, spectrumTocompare, ConsensusSpectraPeaksNumPair);
+                //            //standspctra = pairResult.Item1;
+                //            //ConsensusSpectraPeaksNumPair = pairResult.Item2;
+                //            standspctra = SpectralLibrarySearchFunction.newAverageTwoSpectra(standspctra, spectrumTocompare);
+                //            //single_pdeepLibrary.TryGetSpectrum("VTDEILHLVPNIDNFR", 3, out var pdeepSpectrum);
+                //            //var sss = SpectralLibrarySearchFunction.CalculatePsmsNormalizedSpectralAngle(pdeepSpectrum.MatchedFragmentIons, standspctra);
+                //            //standPrecursurMz = standPrecursurMz * (1 - (1.0 / PsmsNum)) + x.Value[a + 1].ScanPrecursorMonoisotopicPeakMz / PsmsNum;
+                //            //standRt = standRt * (1 - (1.0 / PsmsNum)) + x.Value[a + 1].ScanRetentionTime / PsmsNum;
+                //        }
+                //        a++;
+                //    }
+                //    //foreach(var s in ConsensusSpectraPeaksNumPair)
+                //    //{
+                //    //    if(s.Value < 0.6 * PsmsNum)
+                //    //    {
+                //    //        standspctra.RemoveAll(b => (b.NeutralTheoreticalProduct.ProductType.ToString() + b.NeutralTheoreticalProduct.FragmentNumber + "^" + b.Charge) == s.Key);
+                //    //    }
+                //    //}
+                //    var standSpectrum = new LibrarySpectrum(x.Value[0].FullSequence, standPrecursurMz, x.Value[0].ScanPrecursorCharge, standspctra, standRt);
+                //}
                 standSpectrum.BaseSequenceWithoutMods = x.Value[0].BaseSequence;
-                spectrumLibrary.Add(standSpectrum);
+                spectrumLibrary.Add(x.Key, standSpectrum);
             }
+            var allSpectraInLibrary = spectralLibrary.GetAllLibrarySpectra();
+            foreach (var librarySpectrum in allSpectraInLibrary)
+            {
+                String newKey = librarySpectrum.Sequence + "/" + librarySpectrum.ChargeState;
+                if (!spectrumLibrary.ContainsKey(newKey))
+                {
+                    spectrumLibrary.Add(newKey, librarySpectrum);
+                }
 
-            WriteSpectralLibrary(spectrumLibrary, Parameters.OutputFolder);
+            }
+
+            WriteSpectralLibrary(spectrumLibrary.Values.ToList(), Parameters.OutputFolder);
 
             //fortesting
             //var allspectra = new List<LibrarySpectrum>();
             //foreach (var x in PsmsGroupByPeptideAndCharge)
             //{
-            //    if(x.Value.Count>1)
+            //    if (x.Value.Count > 1)
             //    {
-            //        foreach(var each in x.Value)
+            //        foreach (var each in x.Value)
             //        {
             //            allspectra.Add(new LibrarySpectrum(each.FullSequence, each.ScanPrecursorMonoisotopicPeakMz, each.ScanPrecursorCharge, each.MatchedFragmentIons, each.ScanRetentionTime));
             //        }
             //    }
-                
+
             //}
             //WriteAllspectra(allspectra, Parameters.OutputFolder);
         }
diff --git a/TaskLayer/SearchTask/SearchTask.cs b/TaskLayer/SearchTask/SearchTask.cs
index aa1773ea4..0d9153925 100644
--- a/TaskLayer/SearchTask/SearchTask.cs
+++ b/TaskLayer/SearchTask/SearchTask.cs
@@ -356,10 +356,10 @@ protected override MyTaskResults RunSpecific(string OutputFolder, List<DbForTask
                 ReportProgress(new ProgressEventArgs(completedFiles / currentRawFileList.Count, "Searching...", new List<string> { taskId, "Individual Spectra Files" }));
             }
 
-            if (spectralLibrary != null)
-            {
-                spectralLibrary.CloseConnections();
-            }
+            //if (spectralLibrary != null)
+            //{
+            //    spectralLibrary.CloseConnections();
+            //}
 
             ReportProgress(new ProgressEventArgs(100, "Done with all searches!", new List<string> { taskId, "Individual Spectra Files" }));
 
@@ -388,7 +388,9 @@ protected override MyTaskResults RunSpecific(string OutputFolder, List<DbForTask
                 FlashLfqResults = flashLfqResults,
                 FileSettingsList = fileSettingsList,
                 NumMs2SpectraPerFile = numMs2SpectraPerFile,
-                DatabaseFilenameList = dbFilenameList
+                DatabaseFilenameList = dbFilenameList,
+                SpectralLibrary = spectralLibrary
+
             };
             PostSearchAnalysisTask postProcessing = new PostSearchAnalysisTask
             {