Example #1
0
        /// <summary>
        /// generates a fake deconvolution solution for the given test spectrum
        /// in order to make sure that the deconvolution results are being applied
        /// correctly to scale peaks in the test spectrum
        /// </summary>
        private static void TestPeakIntensityCorrection(MsDataSpectrum testSpectrum,
                                                        AbstractIsoWindowMapper isoMapper,
                                                        AbstractDemultiplexer demultiplexer)
        {
            // Store a reference to the old spectrum processor
            var oldProcessor          = demultiplexer.SpectrumProcessor;
            MsxDeconvSolverHandler db = new MsxDeconvSolverHandler(100, 120, 35);

            int[]    isoIndices;
            int[]    deconvIndices;
            double[] mask = new double[100];
            isoMapper.GetWindowMask(testSpectrum, out isoIndices, out deconvIndices, ref mask);
            db.SetDeconvIndices(deconvIndices);
            Assert.IsTrue(deconvIndices.Contains(50));
            Assert.IsTrue(deconvIndices.Contains(47));
            Assert.IsTrue(deconvIndices.Contains(15));
            Assert.IsTrue(deconvIndices.Contains(17));
            Assert.IsTrue(deconvIndices.Contains(74));
            Assert.AreEqual(5, deconvIndices.Length);

            // Prepare the transition binner with a precursor containing transitions overlapping
            // peaks in the test spectrum
            List <double> precursors = new List <double>();
            List <KeyValuePair <double, double> > transitions = new List <KeyValuePair <double, double> >();
            var precVals    = new[] { 710.57 };
            var transMzs    = new[] { 372.18, 373.1588, 373.1794, 375.2, 379.23, 387.19 };
            var transWidths = new[] { 0.3, 0.04, 0.02, 1.0, 1.0, 1.0 };

            foreach (var precMz in precVals)
            {
                for (int i = 0; i < isoIndices.Length; ++i)
                {
                    var transMz    = transMzs[i];
                    var transWidth = transWidths[i];
                    precursors.Add(precMz);
                    transitions.Add(new KeyValuePair <double, double>(transMz, transWidth));
                }
            }

            var transBinner   = new TransitionBinner(precursors, transitions, isoMapper);
            var binIndicesSet = new HashSet <int>(transBinner.BinsForDeconvWindows(deconvIndices));

            double[][] deconvIntensities = new double[deconvIndices.Length][];
            double[][] deconvMzs         = new double[deconvIndices.Length][];

            for (int i = 0; i < deconvIndices.Length; ++i)
            {
                deconvIntensities[i] = new double[testSpectrum.Mzs.Length];
                deconvMzs[i]         = new double[testSpectrum.Mzs.Length];
            }

            List <int> binIndicesList = binIndicesSet.ToList();

            binIndicesList.Sort();

            // Use each transition bin index to test a different possible
            // type of demultiplexed solution
            int numDeMultiplexedTrans = binIndicesSet.Count;

            double[] peakSums = new double[numDeMultiplexedTrans];
            // Initialize the deconvBlock
            db.Solution.Resize(100, binIndicesList.Count);
            db.Solution.Clear();
            // Transition index 0, each row is a precursor
            // the values for each precursor are the relative contribution
            // of that precursor to the observed (convolved) intensity of the peak
            db.Solution.Matrix[2, 0] = 0.0;
            db.Solution.Matrix[1, 0] = 0.0;
            db.Solution.Matrix[0, 0] = 0.0;
            db.Solution.Matrix[3, 0] = 0.0;
            db.Solution.Matrix[4, 0] = 0.0;
            peakSums[0] = 0.0;
            // Transition index 1, each row is a precursor
            db.Solution.Matrix[2, 1] = 1.0;
            db.Solution.Matrix[1, 1] = 1.0;
            db.Solution.Matrix[0, 1] = 2.0;
            db.Solution.Matrix[3, 1] = 1.0;
            db.Solution.Matrix[4, 1] = 1.0;
            peakSums[1] = 6.0;
            // Transition index 2, each row is a precursor
            db.Solution.Matrix[2, 2] = 2.0;
            db.Solution.Matrix[1, 2] = 1.0;
            db.Solution.Matrix[0, 2] = 3.0;
            db.Solution.Matrix[3, 2] = 3.0;
            db.Solution.Matrix[4, 2] = 1.0;
            peakSums[2] = 10.0;
            // Transition index 3, each row is a precursor
            db.Solution.Matrix[2, 3] = 0.0;
            db.Solution.Matrix[1, 3] = 0.0;
            db.Solution.Matrix[0, 3] = 1.0;
            db.Solution.Matrix[3, 3] = 0.0;
            db.Solution.Matrix[4, 3] = 0.0;
            peakSums[3] = 1.0;
            // Transition index 4, each row is a precursor
            db.Solution.Matrix[2, 4] = 1.0;
            db.Solution.Matrix[1, 4] = 1.0;
            db.Solution.Matrix[0, 4] = 1.0;
            db.Solution.Matrix[3, 4] = 1.0;
            db.Solution.Matrix[4, 4] = 1.0;
            peakSums[4] = 5.0;

            // Transition bin index (in transBinner) -> solution transition index (0-4 above), needed for
            // CorrectPeakIntensities call
            Dictionary <int, int> binToDeconvIndex = new Dictionary <int, int>(numDeMultiplexedTrans);
            int numBinIndices = binIndicesList.Count;

            for (int i = 0; i < numBinIndices; ++i)
            {
                binToDeconvIndex[binIndicesList[i]] = i;
            }
            var queryBinEnumerator = transBinner.BinsFromValues(testSpectrum.Mzs, true);

            demultiplexer.SpectrumProcessor = new SpectrumProcessor(165, isoMapper, transBinner);
            // Apply the peak intensity correction
            demultiplexer.CorrectPeakIntensitiesTest(testSpectrum, binIndicesSet, peakSums,
                                                     queryBinEnumerator, db, ref deconvIntensities,
                                                     ref deconvMzs);

            // Check that the five solutions defined above were applied correctly
            // by CorrectPeakIntensities

            // If all precursors contribute 0 intensity, the peak should be zero for every
            // deconvolved spectrum
            for (int i = 0; i < deconvIndices.Length; ++i)
            {
                Assert.AreEqual(deconvIntensities[i][binToDeconvIndex[0]], 0.0);
            }

            // Find the index of the demultiplexed spectrum corresponding to the precursor
            // at 710.57 m/z for which we generated the dummy demultiplexing solution for
            int windowIndex;

            isoMapper.TryGetDeconvFromMz(710.57, out windowIndex);
            Assert.AreEqual(50, windowIndex);
            int isoIndex = deconvIndices.IndexOf(i => i == windowIndex);

            Assert.AreNotEqual(-1, isoIndex);

            // This peak falls in one transition bin (transition index 1)
            // 47 is the index of a peak in the test spectrum
            var originalIntensity = testSpectrum.Intensities[47];
            var expectedIntensity = originalIntensity * (2.0 / 6.0);

            Assert.AreEqual(deconvIntensities[isoIndex][47], expectedIntensity, 0.00001);

            // This peak falls in one transitions bin (transition index 2)
            originalIntensity = testSpectrum.Intensities[50];
            expectedIntensity = originalIntensity * (3.0 / 10.0);
            Assert.AreEqual(deconvIntensities[isoIndex][50], expectedIntensity, 0.00001);

            // This peak falls in both transition indices 1 and 2, the expected adjusted
            // intensity should be the average of the solution from each transition bin
            originalIntensity = testSpectrum.Intensities[49];
            expectedIntensity = originalIntensity * (19.0 / 60.0);
            Assert.AreEqual(deconvIntensities[isoIndex][49], expectedIntensity, 0.00001);

            // This peak falls in transition index 3, and the demultiplexing spectra
            // indicates that all of the intensity of teh original peak comes from
            // the precursor window at isoIndex that's being queried.  The peak intensity
            // should not change
            originalIntensity = testSpectrum.Intensities[108];
            expectedIntensity = originalIntensity;
            Assert.AreEqual(deconvIntensities[isoIndex][108], expectedIntensity, 0.00001);

            // This peak falls in one transition bin (transition index 5)
            originalIntensity = testSpectrum.Intensities[149];
            expectedIntensity = originalIntensity * (1.0 / 5.0);
            Assert.AreEqual(deconvIntensities[isoIndex][149], expectedIntensity, 0.00001);

            // Undo changes to the spectrum processor in case this demultiplexer object is
            // reused
            demultiplexer.SpectrumProcessor = oldProcessor;
        }
Example #2
0
        private static TransitionBinner TestTransitionBinnerOverlap(MsDataSpectrum spectrum,
                                                                    AbstractIsoWindowMapper isoMapper, double[] binnedIntensities)
        {
            // Multiple transitions overlapping the same peak from the same precursor
            var precursorList  = new List <double>();
            var transitionList = new List <KeyValuePair <double, double> >();

            precursorList.Add(710.5);                                           //transition: start - stop     index
            transitionList.Add(new KeyValuePair <double, double>(380.19, 1.0)); // 379.69-380.69     Bin3
            precursorList.Add(710.5);
            transitionList.Add(new KeyValuePair <double, double>(380.44, 1.0)); // 379.94-380.94     Bin4
            precursorList.Add(710.5);
            transitionList.Add(new KeyValuePair <double, double>(380.49, 0.6)); // 380.19-380.79     Bin5
            // And a non-overlapping transition for good measure
            precursorList.Add(710.5);
            transitionList.Add(new KeyValuePair <double, double>(389.19, 0.3));   // 389.04 - 389.34   Bin7
            // And a transition that won't have any peaks in the spectrum
            precursorList.Add(710.5);
            transitionList.Add(new KeyValuePair <double, double>(377.0, 0.7));    // 376.65-377.35     Bin0

            // And now another precursor with some of the transitions overlapping the first
            precursorList.Add(595.0);
            transitionList.Add(new KeyValuePair <double, double>(380.0, 1.0));   // 379.5 - 380.5     Bin2
            precursorList.Add(595.0);
            transitionList.Add(new KeyValuePair <double, double>(379.55, 1.0));  // 379.05 - 380.05   Bin1
            precursorList.Add(595.0);
            transitionList.Add(new KeyValuePair <double, double>(389.15, 0.4));  // 388.95 - 389.35   Bin6

            var transitionBinner = new TransitionBinner(precursorList, transitionList, isoMapper);

            double[] binnedData = new double[transitionList.Count];
            transitionBinner.BinData(spectrum.Mzs, spectrum.Intensities, ref binnedData);

            // Test that m/z, intensity pairs were binned correctly into their transitions
            for (int i = 0; i < binnedData.Length; ++i)
            {
                Assert.AreEqual(binnedIntensities[i], binnedData[i], 0.001);
            }

            // Get the precursor index for this precursor
            // make sure the precursor -> transition mapping is working for the first precursor
            int windowIndexOne;

            Assert.IsTrue(isoMapper.TryGetDeconvFromMz(710.5, out windowIndexOne));
            // Use the precursor index to get the bins mapping to this precursor
            var precursorBins         = new HashSet <int>(transitionBinner.BinsForDeconvWindows(new[] { windowIndexOne }));
            var expectedPrecursorBins = new HashSet <int>(new[] { 0, 3, 4, 5, 7 });
            var setComparer           = HashSet <int> .CreateSetComparer();

            Assert.IsTrue(setComparer.Equals(expectedPrecursorBins, precursorBins));

            // Make sure the precursor -> transition mapping is working for the second precursor
            int windowIndexTwo;

            Assert.IsTrue(isoMapper.TryGetDeconvFromMz(595.0, out windowIndexTwo));
            precursorBins         = new HashSet <int>(transitionBinner.BinsForDeconvWindows(new[] { windowIndexOne, windowIndexTwo }));
            expectedPrecursorBins = new HashSet <int>(new[] { 0, 1, 2, 3, 4, 5, 6, 7 });
            Assert.IsTrue(setComparer.Equals(expectedPrecursorBins, precursorBins));

            // m/z values to test mapping of m/z value -> multiplex matching transition bins
            var queryVals = new[] { 252.0, 377.0, 379.92, 379.95 };
            var bins      = transitionBinner.BinsFromValues(queryVals, true).ToList();

            var expectedBins = new List <KeyValuePair <int, int> >
            {
                new KeyValuePair <int, int>(1, 0),
                new KeyValuePair <int, int>(2, 1),
                new KeyValuePair <int, int>(2, 2),
                new KeyValuePair <int, int>(2, 3),
                new KeyValuePair <int, int>(3, 1),
                new KeyValuePair <int, int>(3, 2),
                new KeyValuePair <int, int>(3, 3),
                new KeyValuePair <int, int>(3, 4)
            };

            AssertEx.AreEqualDeep(expectedBins, bins);
            Assert.AreEqual(376.65, transitionBinner.LowerValueFromBin(0), 0.0001);
            Assert.AreEqual(377.35, transitionBinner.UpperValueFromBin(0), 0.0001);
            Assert.AreEqual(377.0, transitionBinner.CenterValueFromBin(0), 0.0001);
            return(transitionBinner);
        }
Example #3
0
        private static void TestTransitionBinnerFromFilter(TransitionBinner transBinner,
                                                           AbstractIsoWindowMapper isoMapper)
        {
            // Test that the transition binner interpreted the spectrum filter correctly
            // here are the expected precursor -> transition pairs (precursors[0] has
            // transitions in transitions[0])
            double[]   precursors  = { 586.8479, 602.6211 };
            double[][] transitions =
            {
                new[]
                {
                    1002.5830, 889.4989, 790.4305, 733.4090,
                    676.3876, 589.3556, 488.3079, 375.2238
                },
                new[]
                {
                    1465.6376, 1305.6070, 1176.5644, 1047.5218, 861.4425,
                    748.3584, 633.3315, 520.2474, 433.2154, 346.1833
                }
            };

            // Test the mapping of precursor -> transitions
            for (int testIndex = 0; testIndex < precursors.Length; ++testIndex)
            {
                var precursor = precursors[testIndex];
                int deconvIndex;
                // Make sure the isolation mapper has this precursor
                Assert.IsTrue(isoMapper.TryGetDeconvFromMz(precursor, out deconvIndex));
                Assert.AreNotEqual(-1, deconvIndex);
                var expectedTransitions = transitions[testIndex];
                // TransitionBinsFromBinner is a list of indices for transitions stored by transBinner
                // that map to the precursor
                var transitionBinsFromBinner = transBinner.BinsForDeconvWindows(new[] { deconvIndex });
                Assert.AreEqual(expectedTransitions.Length, transitionBinsFromBinner.Count);
                // This will be populated with bins for the transitions we know should be in this
                // precursor as explicitly defined above in precursors[] and transitions[][]
                var expectedTransitionBins = new HashSet <int>();
                var binIndicesSet          = new HashSet <int>(transitionBinsFromBinner);
                // For each transitions center m/z that's supposed to map to this precursor
                foreach (var transition in expectedTransitions)
                {
                    // What bin does this transition fall into?
                    var bins = transBinner.BinsFromValues(new[] { transition }, true).ToArray();

                    // Each transition maps to a single transition bin in this test
                    // m/z values mapping to multiple (overlapping) transitions is tested in
                    // TestTransitionBinnerOverlap
                    Assert.AreEqual(1, bins.Length);
                    var bin = bins[0].Value;
                    // Does this transition actually fall into the returned bin?
                    Assert.IsTrue(transBinner.TransInfoFromBin(bin).ContainsMz(transition));
                    // Was this bin correctly mapped to the precursor?
                    Assert.IsTrue(transitionBinsFromBinner.Contains(bin));
                    // This transition falls into this bin, and we expected this bin to map to the precursor
                    // being tested so add it to expectedTransitionBins
                    expectedTransitionBins.Add(bin);
                }
                var setComparer = HashSet <int> .CreateSetComparer();

                Assert.IsTrue(setComparer.Equals(expectedTransitionBins, binIndicesSet));
            }

            // Check BinInPrecursor
            // Positive control
            // Bin for 1465.6376 is in precursor 602.6211
            var binsFromValue = transBinner.BinsFromValues(new[] { 1465.6376 }, true).ToArray();

            Assert.AreEqual(binsFromValue.Length, 1);
            var binTwo = binsFromValue[0].Value;
            int deconvIndexTwo;

            Assert.IsTrue(isoMapper.TryGetDeconvFromMz(602.6211, out deconvIndexTwo));
            Assert.IsTrue(transBinner.BinInDeconvWindow(binTwo, deconvIndexTwo));

            // Negative control: and is not in precursor 586.8479
            Assert.IsTrue(isoMapper.TryGetDeconvFromMz(586.8479, out deconvIndexTwo));
            Assert.IsFalse(transBinner.BinInDeconvWindow(binTwo, deconvIndexTwo));
        }
Example #4
0
        private static TransitionBinner TestTransitionBinnerOverlap(MsDataSpectrum spectrum, 
            AbstractIsoWindowMapper isoMapper, double[] binnedIntensities)
        {
            // Multiple transitions overlapping the same peak from the same precursor
            var precursorList = new List<double>();
            var transitionList = new List<KeyValuePair<double, double>>();
            precursorList.Add(710.5);                                 //transition: start - stop     index
            transitionList.Add(new KeyValuePair<double, double>(380.19,1.0));   // 379.69-380.69     Bin3
            precursorList.Add(710.5);
            transitionList.Add(new KeyValuePair<double, double>(380.44,1.0));   // 379.94-380.94     Bin4
            precursorList.Add(710.5);
            transitionList.Add(new KeyValuePair<double, double>(380.49,0.6));   // 380.19-380.79     Bin5
            // And a non-overlapping transition for good measure
            precursorList.Add(710.5);
            transitionList.Add(new KeyValuePair<double, double>(389.19,0.3));   // 389.04 - 389.34   Bin7
            // And a transition that won't have any peaks in the spectrum
            precursorList.Add(710.5);
            transitionList.Add(new KeyValuePair<double, double>(377.0,0.7));    // 376.65-377.35     Bin0

            // And now another precursor with some of the transitions overlapping the first
            precursorList.Add(595.0);
            transitionList.Add(new KeyValuePair<double, double>(380.0,1.0));    // 379.5 - 380.5     Bin2
            precursorList.Add(595.0);
            transitionList.Add(new KeyValuePair<double, double>(379.55,1.0));   // 379.05 - 380.05   Bin1
            precursorList.Add(595.0);
            transitionList.Add(new KeyValuePair<double, double>(389.15, 0.4));  // 388.95 - 389.35   Bin6

            var transitionBinner = new TransitionBinner(precursorList, transitionList, isoMapper);

            double[] binnedData = new double[transitionList.Count];
            transitionBinner.BinData(spectrum.Mzs, spectrum.Intensities, ref binnedData);

            // Test that m/z, intensity pairs were binned correctly into their transitions
            for (int i = 0; i< binnedData.Length; ++i)
            {
                Assert.AreEqual(binnedIntensities[i], binnedData[i], 0.001);
            }

            // Get the precursor index for this precursor
            // make sure the precursor -> transition mapping is working for the first precursor
            int windowIndexOne;
            Assert.IsTrue(isoMapper.TryGetDeconvFromMz(710.5, out windowIndexOne));
            // Use the precursor index to get the bins mapping to this precursor
            var precursorBins = new HashSet<int>(transitionBinner.BinsForDeconvWindows(new[] {windowIndexOne}));
            var expectedPrecursorBins = new HashSet<int>(new[]{0,3,4,5,7});
            var setComparer = HashSet<int>.CreateSetComparer();
            Assert.IsTrue(setComparer.Equals(expectedPrecursorBins, precursorBins));

            // Make sure the precursor -> transition mapping is working for the second precursor
            int windowIndexTwo;
            Assert.IsTrue(isoMapper.TryGetDeconvFromMz(595.0, out windowIndexTwo));
            precursorBins = new HashSet<int>(transitionBinner.BinsForDeconvWindows(new[]{windowIndexOne, windowIndexTwo}));
            expectedPrecursorBins = new HashSet<int>(new[]{0,1,2,3,4,5,6,7});
            Assert.IsTrue(setComparer.Equals(expectedPrecursorBins, precursorBins));

            // m/z values to test mapping of m/z value -> multiplex matching transition bins
            var queryVals = new[] {252.0, 377.0, 379.92, 379.95};
            var bins = transitionBinner.BinsFromValues(queryVals, true).ToList();

            var expectedBins = new List<KeyValuePair<int, int>>
                                   {
                                       new KeyValuePair<int, int>(1, 0),
                                       new KeyValuePair<int, int>(2, 1),
                                       new KeyValuePair<int, int>(2, 2),
                                       new KeyValuePair<int, int>(2, 3),
                                       new KeyValuePair<int, int>(3, 1),
                                       new KeyValuePair<int, int>(3, 2),
                                       new KeyValuePair<int, int>(3, 3),
                                       new KeyValuePair<int, int>(3, 4)
                                   };
            AssertEx.AreEqualDeep(expectedBins, bins);
            Assert.AreEqual(376.65, transitionBinner.LowerValueFromBin(0),0.0001);
            Assert.AreEqual(377.35, transitionBinner.UpperValueFromBin(0),0.0001);
            Assert.AreEqual(377.0, transitionBinner.CenterValueFromBin(0),0.0001);
            return transitionBinner;
        }
Example #5
0
        private static void TestTransitionBinnerFromFilter(TransitionBinner transBinner, 
            AbstractIsoWindowMapper isoMapper)
        {
            // Test that the transition binner interpreted the spectrum filter correctly
            // here are the expected precursor -> transition pairs (precursors[0] has
            // transitions in transitions[0])
            double[] precursors = {586.8479, 602.6211};
            double[][] transitions =
            {
                new[]
                {
                    1002.5830, 889.4989, 790.4305, 733.4090,
                    676.3876, 589.3556, 488.3079, 375.2238
                },
                new[]
                {
                    1465.6376, 1305.6070, 1176.5644, 1047.5218, 861.4425,
                    748.3584, 633.3315, 520.2474, 433.2154, 346.1833
                }
            };

            // Test the mapping of precursor -> transitions
            for (int testIndex = 0; testIndex < precursors.Length; ++testIndex)
            {
                var precursor = precursors[testIndex];
                int deconvIndex;
                // Make sure the isolation mapper has this precursor
                Assert.IsTrue(isoMapper.TryGetDeconvFromMz(precursor, out deconvIndex));
                Assert.AreNotEqual(-1, deconvIndex);
                var expectedTransitions = transitions[testIndex];
                // TransitionBinsFromBinner is a list of indices for transitions stored by transBinner
                // that map to the precursor
                var transitionBinsFromBinner = transBinner.BinsForDeconvWindows(new[] { deconvIndex });
                Assert.AreEqual(expectedTransitions.Length, transitionBinsFromBinner.Count);
                // This will be populated with bins for the transitions we know should be in this
                // precursor as explicitly defined above in precursors[] and transitions[][]
                var expectedTransitionBins = new HashSet<int>();
                var binIndicesSet = new HashSet<int>(transitionBinsFromBinner);
                // For each transitions center m/z that's supposed to map to this precursor
                foreach (var transition in expectedTransitions)
                {
                    // What bin does this transition fall into?
                    var bins = transBinner.BinsFromValues(new[]{transition}, true).ToArray();

                    // Each transition maps to a single transition bin in this test
                    // m/z values mapping to multiple (overlapping) transitions is tested in
                    // TestTransitionBinnerOverlap
                    Assert.AreEqual(1,bins.Length);
                    var bin = bins[0].Value;
                    // Does this transition actually fall into the returned bin?
                    Assert.IsTrue(transBinner.TransInfoFromBin(bin).ContainsMz(transition));
                    // Was this bin correctly mapped to the precursor?
                    Assert.IsTrue(transitionBinsFromBinner.Contains(bin));
                    // This transition falls into this bin, and we expected this bin to map to the precursor
                    // being tested so add it to expectedTransitionBins
                    expectedTransitionBins.Add(bin);
                }
                var setComparer = HashSet<int>.CreateSetComparer();
                Assert.IsTrue(setComparer.Equals(expectedTransitionBins, binIndicesSet));
            }

            // Check BinInPrecursor
            // Positive control
            // Bin for 1465.6376 is in precursor 602.6211
            var binsFromValue = transBinner.BinsFromValues(new[] { 1465.6376 }, true).ToArray();
            Assert.AreEqual(binsFromValue.Length, 1);
            var binTwo = binsFromValue[0].Value;
            int deconvIndexTwo;
            Assert.IsTrue(isoMapper.TryGetDeconvFromMz(602.6211, out deconvIndexTwo));
            Assert.IsTrue(transBinner.BinInDeconvWindow(binTwo, deconvIndexTwo));

            // Negative control: and is not in precursor 586.8479
            Assert.IsTrue(isoMapper.TryGetDeconvFromMz(586.8479, out deconvIndexTwo));
            Assert.IsFalse(transBinner.BinInDeconvWindow(binTwo, deconvIndexTwo));
        }
Example #6
0
        /// <summary>
        /// generates a fake deconvolution solution for the given test spectrum
        /// in order to make sure that the deconvolution results are being applied
        /// correctly to scale peaks in the test spectrum
        /// </summary>
        private static void TestPeakIntensityCorrection(MsDataSpectrum testSpectrum,
            AbstractIsoWindowMapper isoMapper,
            AbstractDemultiplexer demultiplexer)
        {
            // Store a reference to the old spectrum processor
            var oldProcessor = demultiplexer.SpectrumProcessor;
            MsxDeconvSolverHandler db = new MsxDeconvSolverHandler(100, 120, 35);
            int[] isoIndices;
            int[] deconvIndices;
            double[] mask = new double[100];
            isoMapper.GetWindowMask(testSpectrum, out isoIndices, out deconvIndices, ref mask);
            db.SetDeconvIndices(deconvIndices);
            Assert.IsTrue(deconvIndices.Contains(50));
            Assert.IsTrue(deconvIndices.Contains(47));
            Assert.IsTrue(deconvIndices.Contains(15));
            Assert.IsTrue(deconvIndices.Contains(17));
            Assert.IsTrue(deconvIndices.Contains(74));
            Assert.AreEqual(5, deconvIndices.Length);

            // Prepare the transition binner with a precursor containing transitions overlapping
            // peaks in the test spectrum
            List<double> precursors = new List<double>();
            List<KeyValuePair<double, double>> transitions = new List<KeyValuePair<double, double>>();
            var precVals = new[] {710.57};
            var transMzs = new[] {372.18, 373.1588, 373.1794, 375.2, 379.23, 387.19};
            var transWidths = new[] {0.3, 0.04, 0.02, 1.0, 1.0, 1.0};
            foreach (var precMz in precVals)
            {
                for (int i = 0; i < isoIndices.Length; ++i)
                {
                    var transMz = transMzs[i];
                    var transWidth = transWidths[i];
                    precursors.Add(precMz);
                    transitions.Add(new KeyValuePair<double, double>(transMz, transWidth));
                }
            }

            var transBinner = new TransitionBinner(precursors, transitions, isoMapper);
            var binIndicesSet = new HashSet<int>(transBinner.BinsForDeconvWindows(deconvIndices));

            double[][] deconvIntensities = new double[deconvIndices.Length][];
            double[][] deconvMzs = new double[deconvIndices.Length][];

            for (int i = 0; i < deconvIndices.Length; ++i)
            {
                deconvIntensities[i] = new double[testSpectrum.Mzs.Length];
                deconvMzs[i] = new double[testSpectrum.Mzs.Length];
            }

            List<int> binIndicesList = binIndicesSet.ToList();
            binIndicesList.Sort();

            // Use each transition bin index to test a different possible
            // type of demultiplexed solution
            int numDeMultiplexedTrans = binIndicesSet.Count;
            double[] peakSums = new double[numDeMultiplexedTrans];
            // Initialize the deconvBlock
            db.Solution.Resize(100, binIndicesList.Count);
            db.Solution.Clear();
            // Transition index 0, each row is a precursor
            // the values for each precursor are the relative contribution
            // of that precursor to the observed (convolved) intensity of the peak
            db.Solution.Matrix[2, 0] = 0.0;
            db.Solution.Matrix[1, 0] = 0.0;
            db.Solution.Matrix[0, 0] = 0.0;
            db.Solution.Matrix[3, 0] = 0.0;
            db.Solution.Matrix[4, 0] = 0.0;
            peakSums[0] = 0.0;
            // Transition index 1, each row is a precursor
            db.Solution.Matrix[2, 1] = 1.0;
            db.Solution.Matrix[1, 1] = 1.0;
            db.Solution.Matrix[0, 1] = 2.0;
            db.Solution.Matrix[3, 1] = 1.0;
            db.Solution.Matrix[4, 1] = 1.0;
            peakSums[1] = 6.0;
            // Transition index 2, each row is a precursor
            db.Solution.Matrix[2, 2] = 2.0;
            db.Solution.Matrix[1, 2] = 1.0;
            db.Solution.Matrix[0, 2] = 3.0;
            db.Solution.Matrix[3, 2] = 3.0;
            db.Solution.Matrix[4, 2] = 1.0;
            peakSums[2] = 10.0;
            // Transition index 3, each row is a precursor
            db.Solution.Matrix[2, 3] = 0.0;
            db.Solution.Matrix[1, 3] = 0.0;
            db.Solution.Matrix[0, 3] = 1.0;
            db.Solution.Matrix[3, 3] = 0.0;
            db.Solution.Matrix[4, 3] = 0.0;
            peakSums[3] = 1.0;
            // Transition index 4, each row is a precursor
            db.Solution.Matrix[2, 4] = 1.0;
            db.Solution.Matrix[1, 4] = 1.0;
            db.Solution.Matrix[0, 4] = 1.0;
            db.Solution.Matrix[3, 4] = 1.0;
            db.Solution.Matrix[4, 4] = 1.0;
            peakSums[4] = 5.0;

            // Transition bin index (in transBinner) -> solution transition index (0-4 above), needed for
            // CorrectPeakIntensities call
            Dictionary<int, int> binToDeconvIndex = new Dictionary<int, int>(numDeMultiplexedTrans);
            int numBinIndices = binIndicesList.Count;
            for (int i = 0; i < numBinIndices; ++i)
                binToDeconvIndex[binIndicesList[i]] = i;
            var queryBinEnumerator = transBinner.BinsFromValues(testSpectrum.Mzs, true);
            demultiplexer.SpectrumProcessor = new SpectrumProcessor(165, isoMapper, transBinner);
            // Apply the peak intensity correction
            demultiplexer.CorrectPeakIntensitiesTest(testSpectrum, binIndicesSet, peakSums,
                                                     queryBinEnumerator, db, ref deconvIntensities,
                                                     ref deconvMzs);

            // Check that the five solutions defined above were applied correctly
            // by CorrectPeakIntensities

            // If all precursors contribute 0 intensity, the peak should be zero for every
            // deconvolved spectrum
            for (int i = 0; i < deconvIndices.Length; ++i)
            {
                Assert.AreEqual(deconvIntensities[i][binToDeconvIndex[0]], 0.0);
            }

            // Find the index of the demultiplexed spectrum corresponding to the precursor
            // at 710.57 m/z for which we generated the dummy demultiplexing solution for
            int windowIndex;
            isoMapper.TryGetDeconvFromMz(710.57, out windowIndex);
            Assert.AreEqual(50, windowIndex);
            int isoIndex = deconvIndices.IndexOf(i => i == windowIndex);
            Assert.AreNotEqual(-1 , isoIndex);

            // This peak falls in one transition bin (transition index 1)
            // 47 is the index of a peak in the test spectrum
            var originalIntensity = testSpectrum.Intensities[47];
            var expectedIntensity = originalIntensity*(2.0/6.0);
            Assert.AreEqual(deconvIntensities[isoIndex][47], expectedIntensity, 0.00001);

            // This peak falls in one transitions bin (transition index 2)
            originalIntensity = testSpectrum.Intensities[50];
            expectedIntensity = originalIntensity*(3.0/10.0);
            Assert.AreEqual(deconvIntensities[isoIndex][50], expectedIntensity, 0.00001);

            // This peak falls in both transition indices 1 and 2, the expected adjusted
            // intensity should be the average of the solution from each transition bin
            originalIntensity = testSpectrum.Intensities[49];
            expectedIntensity = originalIntensity*(19.0/60.0);
            Assert.AreEqual(deconvIntensities[isoIndex][49], expectedIntensity, 0.00001);

            // This peak falls in transition index 3, and the demultiplexing spectra
            // indicates that all of the intensity of teh original peak comes from
            // the precursor window at isoIndex that's being queried.  The peak intensity
            // should not change
            originalIntensity = testSpectrum.Intensities[108];
            expectedIntensity = originalIntensity;
            Assert.AreEqual(deconvIntensities[isoIndex][108], expectedIntensity, 0.00001);

            // This peak falls in one transition bin (transition index 5)
            originalIntensity = testSpectrum.Intensities[149];
            expectedIntensity = originalIntensity * (1.0/5.0);
            Assert.AreEqual(deconvIntensities[isoIndex][149], expectedIntensity, 0.00001);

            // Undo changes to the spectrum processor in case this demultiplexer object is
            // reused
            demultiplexer.SpectrumProcessor = oldProcessor;
        }