Beispiel #1
0
 public Regression(List <Tuple <double[], double> > data, IRegressionFunction costFunction)
 {
     this.countInput   = data[0].Item1.Length;
     this.data         = data;
     this.costFunction = costFunction;
     sigmas            = new double[countInput + 1];
 }
Beispiel #2
0
        public RetentionTimeValues Scale(IRegressionFunction regressionFunction)
        {
            if (null == regressionFunction)
            {
                return(this);
            }
            double startRetentionTime = regressionFunction.GetY(StartRetentionTime);
            double endRetentionTime   = regressionFunction.GetY(EndRetentionTime);
            double retentionTime      = regressionFunction.GetY(RetentionTime);
            double?fwhm;

            if (Fwhm.HasValue)
            {
                double t1 = regressionFunction.GetY(RetentionTime - Fwhm.Value / 2);
                double t2 = regressionFunction.GetY(RetentionTime + Fwhm.Value / 2);
                fwhm = t2 - t1;
            }
            else
            {
                fwhm = null;
            }
            return(new RetentionTimeValues
            {
                RetentionTime = retentionTime,
                StartRetentionTime = startRetentionTime,
                EndRetentionTime = endRetentionTime,
                Fwhm = fwhm,
            });
        }
Beispiel #3
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        public RetentionTimeValues Scale(IRegressionFunction regressionFunction)
        {
            if (null == regressionFunction)
            {
                return(this);
            }
            double startRetentionTime = regressionFunction.GetY(StartRetentionTime);
            double endRetentionTime   = regressionFunction.GetY(EndRetentionTime);
            double retentionTime      = regressionFunction.GetY(RetentionTime);
            double?fwhm;

            if (Fwhm.HasValue)
            {
                double t1 = regressionFunction.GetY(RetentionTime - Fwhm.Value / 2);
                double t2 = regressionFunction.GetY(RetentionTime + Fwhm.Value / 2);
                fwhm = t2 - t1;
            }
            else
            {
                fwhm = null;
            }

            return(ChangeProp(ImClone(this), im =>
            {
                im.RetentionTime = retentionTime;
                im.StartRetentionTime = startRetentionTime;
                im.EndRetentionTime = endRetentionTime;
                im.Fwhm = fwhm;
            }));
        }
Beispiel #4
0
            public bool TryGetRegressionFunction(ChromFileInfoId chromFileInfoId, out IRegressionFunction regressionFunction)
            {
                if (ReferenceEquals(chromFileInfoId, ChromFileInfo.Id))
                {
                    regressionFunction = null;
                    return(true);
                }
                Tuple <ChromatogramSet, ChromFileInfo> chromSetInfo;

                if (_chromSetInfos.TryGetValue(chromFileInfoId, out chromSetInfo))
                {
                    var retentionTimeAlignment =
                        FileRetentionTimeAlignments.RetentionTimeAlignments.Find(chromSetInfo.Item2);
                    if (null != retentionTimeAlignment)
                    {
                        regressionFunction = retentionTimeAlignment.RegressionLine;
                        return(true);
                    }
                }
                regressionFunction = null;
                return(false);
            }
Beispiel #5
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        private static void AddRetentionTimesToDict(IRetentionTimeProvider retentionTimes,
                                                    IRegressionFunction regressionLine,
                                                    IDictionary <Target, IrtPeptideAverages> dictPeptideAverages,
                                                    IEnumerable <DbIrtPeptide> standardPeptideList)
        {
            var setStandards = new TargetMap <bool>(standardPeptideList.Select(peptide => new KeyValuePair <Target, bool>(peptide.Target, true)));

            foreach (var pepTime in retentionTimes.PeptideRetentionTimes.Where(p => !setStandards.ContainsKey(p.PeptideSequence)))
            {
                var peptideModSeq = pepTime.PeptideSequence;
                var timeSource    = retentionTimes.GetTimeSource(peptideModSeq);
                var irt           = regressionLine.GetY(pepTime.RetentionTime);
                if (!dictPeptideAverages.TryGetValue(peptideModSeq, out var pepAverage))
                {
                    dictPeptideAverages.Add(peptideModSeq, new IrtPeptideAverages(peptideModSeq, irt, timeSource));
                }
                else
                {
                    pepAverage.AddIrt(irt);
                }
            }
        }
Beispiel #6
0
 public bool TryGetRegressionFunction(ChromFileInfoId chromFileInfoId, out IRegressionFunction regressionFunction)
 {
     regressionFunction = _retentionTimeRegression.GetUnconversion(chromFileInfoId);
     return(regressionFunction != null);
 }
Beispiel #7
0
        public ChromGraphItem(TransitionGroupDocNode transitionGroupNode,
                              TransitionDocNode transition,
                              ChromatogramInfo chromatogram,
                              TransitionChromInfo tranPeakInfo,
                              IRegressionFunction timeRegressionFunction,
                              bool[] annotatePeaks,
                              double[] dotProducts,
                              double bestProduct,
                              bool isFullScanMs,
                              bool isSummary,
                              RawTimesInfoItem?displayRawTimes,
                              int step,
                              Color color,
                              float fontSize,
                              int width,
                              FullScanInfo fullScanInfo = null)
        {
            TransitionGroupNode    = transitionGroupNode;
            TransitionNode         = transition;
            Chromatogram           = chromatogram;
            TransitionChromInfo    = tranPeakInfo;
            TimeRegressionFunction = timeRegressionFunction;
            Color        = color;
            FullScanInfo = fullScanInfo;

            _step     = step;
            _fontSpec = CreateFontSpec(color, fontSize);
            _width    = width;

            _dotProducts     = dotProducts;
            _bestProduct     = bestProduct;
            _isFullScanMs    = isFullScanMs;
            _isSummary       = isSummary;
            _displayRawTimes = displayRawTimes;

            _arrayLabelIndexes = new int[annotatePeaks.Length];

            if (chromatogram == null)
            {
                _measuredTimes = new double[0];
                _displayTimes  = _measuredTimes;
                _intensities   = new double[0];
            }
            else
            {
                // Cache values early to avoid accessing slow enumerators
                // which show up under profiling.
                Chromatogram.AsArrays(out _measuredTimes, out _intensities);
                if (TimeRegressionFunction == null)
                {
                    _displayTimes = _measuredTimes;
                }
                else
                {
                    _displayTimes = _measuredTimes.Select(TimeRegressionFunction.GetY).ToArray();
                }
                // Add peak times to hash set for labeling
                int iLastStart = 0;
                for (int i = 0; i < chromatogram.NumPeaks; i++)
                {
                    int maxIndex = -1;
                    if (annotatePeaks[i])
                    {
                        ChromPeak peak = chromatogram.GetPeak(i);
                        maxIndex = GetMaxIndex(peak.StartTime, peak.EndTime, ref iLastStart);
                    }
                    _arrayLabelIndexes[i] = maxIndex;
                    if (maxIndex != -1 && !_annotatedTimes.ContainsKey(maxIndex))
                    {
                        _annotatedTimes.Add(maxIndex, i);
                    }
                }

                // Calculate best peak index
                if (tranPeakInfo != null)
                {
                    iLastStart         = 0;
                    _bestPeakTimeIndex = GetMaxIndex(tranPeakInfo.StartRetentionTime, tranPeakInfo.EndRetentionTime, ref iLastStart);
                }
            }
        }
Beispiel #8
0
            private PointPair CalculatePointPair <TChromInfoData>(int iResult, IEnumerable <TChromInfoData> chromInfoDatas, Func <TChromInfoData, RetentionTimeValues?> getRetentionTimeValues)
                where TChromInfoData : ChromInfoData
            {
                var startTimes     = new List <double>();
                var endTimes       = new List <double>();
                var retentionTimes = new List <double>();
                var fwhms          = new List <double>();

                foreach (var chromInfoData in chromInfoDatas)
                {
                    var retentionTimeValues = getRetentionTimeValues(chromInfoData).GetValueOrDefault();
                    IRegressionFunction regressionFunction = null;
                    if (null != RetentionTimeTransform.RtTransformOp)
                    {
                        RetentionTimeTransform.RtTransformOp.TryGetRegressionFunction(chromInfoData.ChromFileInfo.FileId, out regressionFunction);
                    }
                    if (regressionFunction == null)
                    {
                        startTimes.Add(retentionTimeValues.StartRetentionTime);
                        endTimes.Add(retentionTimeValues.EndRetentionTime);
                        retentionTimes.Add(retentionTimeValues.RetentionTime);
                        fwhms.Add(retentionTimeValues.Fwhm ?? 0);
                    }
                    else
                    {
                        startTimes.Add(regressionFunction.GetY(retentionTimeValues.StartRetentionTime));
                        endTimes.Add(regressionFunction.GetY(retentionTimeValues.EndRetentionTime));
                        retentionTimes.Add(regressionFunction.GetY(retentionTimeValues.RetentionTime));
                        if (retentionTimeValues.Fwhm.HasValue)
                        {
                            fwhms.Add(regressionFunction.GetY(retentionTimeValues.RetentionTime +
                                                              retentionTimeValues.Fwhm.Value / 2)
                                      -
                                      regressionFunction.GetY(retentionTimeValues.RetentionTime -
                                                              retentionTimeValues.Fwhm.Value / 2));
                        }
                        else
                        {
                            fwhms.Add(0);
                        }
                    }
                }
                if (RTPeptideValue.All == RTPeptideGraphPane.RTValue)
                {
                    var point = HiLowMiddleErrorBarItem.MakePointPair(iResult,
                                                                      new Statistics(endTimes).Mean(),
                                                                      new Statistics(startTimes).Mean(),
                                                                      new Statistics(retentionTimes).Mean(),
                                                                      new Statistics(fwhms).Mean());
                    return(point.IsInvalid ? PointPairMissing(iResult) : point);
                }
                IEnumerable <double> values;

                switch (RTPeptideGraphPane.RTValue)
                {
                case RTPeptideValue.FWB:
                    values = startTimes.Select((startTime, index) => endTimes[index] - startTime);
                    break;

                case RTPeptideValue.FWHM:
                    values = fwhms;
                    break;

                default:
                    values = retentionTimes;
                    break;
                }
                return(RetentionTimeTransform.AggregateOp.MakeBarValue(iResult, values));
            }
Beispiel #9
0
        public ChromGraphItem(TransitionGroupDocNode transitionGroupNode,
            TransitionDocNode transition,
            ChromatogramInfo chromatogram,
            TransitionChromInfo tranPeakInfo,
            IRegressionFunction timeRegressionFunction,
            bool[] annotatePeaks,
            double[] dotProducts,
            double bestProduct,
            bool isFullScanMs,
            bool isSummary,
            int step,
            Color color,
            float fontSize,
            int width,
            FullScanInfo fullScanInfo = null)
        {
            TransitionGroupNode = transitionGroupNode;
            TransitionNode = transition;
            Chromatogram = chromatogram;
            TransitionChromInfo = tranPeakInfo;
            TimeRegressionFunction = timeRegressionFunction;
            Color = color;
            FullScanInfo = fullScanInfo;

            _step = step;
            _fontSpec = CreateFontSpec(color, fontSize);
            _width = width;

            _dotProducts = dotProducts;
            _bestProduct = bestProduct;
            _isFullScanMs = isFullScanMs;
            _isSummary = isSummary;

            _arrayLabelIndexes = new int[annotatePeaks.Length];

            if (chromatogram == null)
            {
                _measuredTimes = new double[0];
                _displayTimes = _measuredTimes;
                _intensities = new double[0];
            }
            else
            {
                // Cache values early to avoid accessing slow enumerators
                // which show up under profiling.
                Chromatogram.AsArrays(out _measuredTimes, out _intensities);
                if (TimeRegressionFunction == null)
                {
                    _displayTimes = _measuredTimes;
                }
                else
                {
                    _displayTimes = _measuredTimes.Select(TimeRegressionFunction.GetY).ToArray();
                }
                // Add peak times to hash set for labeling
                int iLastStart = 0;
                for (int i = 0; i < chromatogram.NumPeaks; i++)
                {
                    int maxIndex = -1;
                    if (annotatePeaks[i])
                    {
                        ChromPeak peak = chromatogram.GetPeak(i);
                        maxIndex = GetMaxIndex(peak.StartTime, peak.EndTime, ref iLastStart);
                    }
                    _arrayLabelIndexes[i] = maxIndex;
                    if (maxIndex != -1 && !_annotatedTimes.ContainsKey(maxIndex))
                        _annotatedTimes.Add(maxIndex, i);
                }

                // Calculate best peak index
                if (tranPeakInfo != null)
                {
                    iLastStart = 0;
                    _bestPeakTimeIndex = GetMaxIndex(tranPeakInfo.StartRetentionTime, tranPeakInfo.EndRetentionTime, ref iLastStart);
                }
            }
        }
        private void ShadeGraph(TransitionChromInfo tranPeakInfo, ChromatogramInfo info,
            IRegressionFunction timeRegressionFunction, double[] dotProducts, double bestProduct, bool isFullScanMs,
            int step, float fontSize, int width, FullScanInfo fullScanInfo, PaneKey graphPaneKey)
        {
            if (tranPeakInfo == null)
                return; // Nothing to shade
            float end = tranPeakInfo.EndRetentionTime;
            float start = tranPeakInfo.StartRetentionTime;
            double[] allTimes;
            double[] allIntensities;
            info.AsArrays(out allTimes, out allIntensities);

            var peakTimes = new List<float>();
            var peakIntensities = new List<float>();
            for (int j = 0; j < allTimes.Length; j++)
            {
                if (start > allTimes[j])
                    continue;
                if (end < allTimes[j])
                    break;
                peakTimes.Add((float) allTimes[j]);
                peakIntensities.Add((float) allIntensities[j]);
            }
            if (peakIntensities.Count == 0)
                return;

            // Add peak area shading
            float[] peakTimesArray = peakTimes.ToArray();
            info = new ChromatogramInfo(peakTimesArray, peakIntensities.ToArray());
            var peakShadeItem = new ChromGraphItem(null,
                null,
                info,
                null,
                timeRegressionFunction,
                new bool[info.NumPeaks],
                dotProducts,
                bestProduct,
                isFullScanMs,
                false,
                step,
                ChromGraphItem.ColorSelected,
                fontSize,
                width,
                fullScanInfo);
            var peakShadeCurveItem = _graphHelper.AddChromatogram(graphPaneKey, peakShadeItem);
            peakShadeCurveItem.Label.IsVisible = false;
            var lineItem = peakShadeCurveItem as LineItem;
            if (lineItem != null)
            {
                const int fillAlpha = 50;
                lineItem.Line.Fill = new Fill(Color.FromArgb(fillAlpha, lineItem.Color));
            }

            // Add peak background shading
            float min = Math.Min(peakIntensities.First(), peakIntensities.Last());
            info = new ChromatogramInfo(peakTimesArray,
                peakIntensities.Select(intensity => Math.Min(intensity, min)).ToArray());
            var backgroundShadeItem = new ChromGraphItem(null,
                null,
                info,
                null,
                timeRegressionFunction,
                new bool[info.NumPeaks],
                dotProducts,
                bestProduct,
                isFullScanMs,
                false,
                step,
                Color.DarkGray,
                fontSize,
                2,
                fullScanInfo);
            var backgroundShadeCurveItem = _graphHelper.AddChromatogram(graphPaneKey, backgroundShadeItem);
            backgroundShadeCurveItem.Label.IsVisible = false;
            var lineItem2 = backgroundShadeCurveItem as LineItem;
            if (lineItem2 != null)
            {
                const int fillAlpha = 70;
                lineItem2.Line.Fill = new Fill(Color.FromArgb(fillAlpha, Color.Black));
            }
        }
        private void DisplayTransitions(IRegressionFunction timeRegressionFunction,
            TransitionDocNode nodeTranSelected,
            ChromatogramSet chromatograms,
            float mzMatchTolerance,
            TransitionGroupDocNode nodeGroup,
            ChromatogramGroupInfo chromGroupInfo,
            PaneKey graphPaneKey,
            DisplayTypeChrom displayType,
            ref double bestStartTime,
            ref double bestEndTime)
        {
            var fileId = chromatograms.FindFile(chromGroupInfo);

            // Get points for all transitions, and pick maximum peaks.
            ChromatogramInfo[] arrayChromInfo;
            var displayTrans = GetDisplayTransitions(nodeGroup, displayType).ToArray();
            int numTrans = displayTrans.Length;
            int numSteps = 0;
            bool allowEmpty = false;

            if (IsSingleTransitionDisplay && nodeTranSelected != null)
            {
                if (!displayTrans.Contains(nodeTranSelected))
                {
                    arrayChromInfo = new ChromatogramInfo[0];
                    displayTrans = new TransitionDocNode[0];
                    numTrans = 0;
                }
                else
                {
                    arrayChromInfo = chromGroupInfo.GetAllTransitionInfo((float) nodeTranSelected.Mz,
                                                                            mzMatchTolerance,
                                                                            chromatograms.OptimizationFunction);

                    if (chromatograms.OptimizationFunction != null)
                    {
                        // Make sure the number of steps matches what will show up in the summary
                        // graphs, or the colors won't match up.
                        int numStepsExpected = chromatograms.OptimizationFunction.StepCount*2 + 1;
                        if (arrayChromInfo.Length != numStepsExpected)
                        {
                            arrayChromInfo = ResizeArrayChromInfo(arrayChromInfo, numStepsExpected);
                            allowEmpty = true;
                        }
                    }

                    numTrans = arrayChromInfo.Length;
                    displayTrans = new TransitionDocNode[numTrans];
                    for (int i = 0; i < numTrans; i++)
                        displayTrans[i] = nodeTranSelected;
                }
                numSteps = numTrans/2;
            }
            else
            {
                arrayChromInfo = new ChromatogramInfo[numTrans];
                for (int i = 0; i < numTrans; i++)
                {
                    var nodeTran = displayTrans[i];
                    // Get chromatogram info for this transition
                    arrayChromInfo[i] = chromGroupInfo.GetTransitionInfo((float) nodeTran.Mz, mzMatchTolerance);
                }
            }

            int bestPeakTran = -1;
            TransitionChromInfo tranPeakInfo = null;
            float maxPeakHeight = float.MinValue;
            int numPeaks = chromGroupInfo.NumPeaks;
            var maxPeakTrans = new int[numPeaks];
            var maxPeakHeights = new float[numPeaks];
            for (int i = 0; i < numPeaks; i++)
                maxPeakHeights[i] = float.MinValue;
            var transform = Transform;
            // Prepare arrays of values for library dot-product
            double[] expectedIntensities = null;
            double[][] peakAreas = null;
            bool isShowingMs = displayTrans.Any(nodeTran => nodeTran.IsMs1);
            bool isShowingMsMs = displayTrans.Any(nodeTran => !nodeTran.IsMs1);
            bool isFullScanMs = DocumentUI.Settings.TransitionSettings.FullScan.IsEnabledMs && isShowingMs;
            if ((isFullScanMs && !isShowingMsMs && nodeGroup.HasIsotopeDist) ||
                (!isFullScanMs && nodeGroup.HasLibInfo))
            {
                expectedIntensities = new double[numTrans];
                peakAreas = new double[numPeaks][];
                for (int i = 0; i < numPeaks; i++)
                    peakAreas[i] = new double[numTrans];
            }

            // Find the transition with the maximum peak height for the best peak
            for (int i = 0; i < numTrans; i++)
            {
                var nodeTran = displayTrans[i];
                int step = (numSteps > 0 ? i - numSteps : 0);
                var transitionChromInfo = GetTransitionChromInfo(nodeTran, _chromIndex, fileId, step);
                if (transitionChromInfo == null)
                    continue;

                if (maxPeakHeight < transitionChromInfo.Height)
                {
                    maxPeakHeight = transitionChromInfo.Height;
                    bestPeakTran = i;
                    tranPeakInfo = transitionChromInfo;
                }
                AddBestPeakTimes(transitionChromInfo, ref bestStartTime, ref bestEndTime);
            }

            for (int i = 0; i < numTrans; i++)
            {
                var nodeTran = displayTrans[i];

                // Store library intensities for dot-product
                if (expectedIntensities != null)
                {
                    if (isFullScanMs)
                        expectedIntensities[i] = nodeTran.HasDistInfo ? nodeTran.IsotopeDistInfo.Proportion : 0;
                    else
                        expectedIntensities[i] = nodeTran.HasLibInfo ? nodeTran.LibInfo.Intensity : 0;
                }

                var info = arrayChromInfo[i];
                if (info == null)
                    continue;

                // Apply any active transform
                info.Transform(transform);

                for (int j = 0; j < numPeaks; j++)
                {
                    var peak = info.GetPeak(j);

                    // Exclude any peaks between the boundaries of the chosen peak.
                    if (IntersectPeaks(peak, tranPeakInfo))
                        continue;

                    // Store peak intensity for dot-product
                    if (peakAreas != null)
                        peakAreas[j][i] = peak.Area;

                    // Keep track of which transition has the max height for each peak
                    if (maxPeakHeights[j] < peak.Height)
                    {
                        maxPeakHeights[j] = peak.Height;
                        maxPeakTrans[j] = i;
                    }
                }
            }

            // Calculate library dot-products, if possible
            double[] dotProducts = null;
            double bestProduct = 0;
            int minProductTrans = isFullScanMs
                                        ? TransitionGroupDocNode.MIN_DOT_PRODUCT_MS1_TRANSITIONS
                                        : TransitionGroupDocNode.MIN_DOT_PRODUCT_TRANSITIONS;
            if (peakAreas != null && numTrans >= minProductTrans)
            {
                var tranGroupChromInfo = GetTransitionGroupChromInfo(nodeGroup, fileId, _chromIndex);
                double? dotProduct = null;
                if (tranGroupChromInfo != null)
                {
                    dotProduct = isFullScanMs
                                        ? tranGroupChromInfo.IsotopeDotProduct
                                        : tranGroupChromInfo.LibraryDotProduct;
                }
                if (dotProduct.HasValue)
                {
                    bestProduct = dotProduct.Value;

                    var statExpectedIntensities = new Statistics(expectedIntensities);
                    for (int i = 0; i < peakAreas.Length; i++)
                    {
                        var statPeakAreas = new Statistics(peakAreas[i]);
                        double dotProductCurrent = statPeakAreas.NormalizedContrastAngleSqrt(statExpectedIntensities);
                        // Only show products that are greater than the best peak product,
                        // and by enough to be a significant improvement.  Also the library product
                        // on the group node is stored as a float, which means the version
                        // hear calculated as a double can be larger, but really represent
                        // the same number.
                        if (dotProductCurrent > bestProduct &&
                            dotProductCurrent > 0.5 &&
                            dotProductCurrent - bestProduct > 0.05)
                        {
                            if (dotProducts == null)
                                dotProducts = new double[numPeaks];
                            dotProducts[i] = dotProductCurrent;
                        }
                    }
                }
            }

            // Create graph items
            int iColor = 0;
            int lineWidth = LineWidth;
            float fontSize = FontSize;
            // We want the product ion colors to stay the same whether they are displayed:
            // 1. In a single pane with the precursor ions (Transitions -> All)
            // 2. In a separate pane of the split graph (Transitions -> All AND Transitions -> Split Graph)
            // 3. In a single pane by themselves (Transition -> Products)
            // We will use an offset in the colors array for cases 2 and 3 so that we do not reuse the precursor ion colors.
            var nodeDisplayType = GetDisplayType(DocumentUI, nodeGroup);
            int colorOffset = 0;
            if(displayType == DisplayTypeChrom.products &&
                (nodeDisplayType != DisplayTypeChrom.single ||
                (nodeDisplayType == DisplayTypeChrom.single && chromatograms.OptimizationFunction == null)))
            {
                colorOffset = GetDisplayTransitions(nodeGroup, DisplayTypeChrom.precursors).Count();
            }

            for (int i = 0; i < numTrans; i++)
            {
                var info = arrayChromInfo[i];
                if (info == null && !allowEmpty)
                    continue;

                var nodeTran = displayTrans[i];
                int step = numSteps != 0 ? i - numSteps : 0;

                Color color;
                bool shade = false;
                int width = lineWidth;
                if ((numSteps == 0 && ReferenceEquals(nodeTran, nodeTranSelected) ||
                     (numSteps > 0 && step == 0)))
                {
                    color = ChromGraphItem.ColorSelected;
                    shade = true;
                    width++;
                }
                else
                {
                    color = COLORS_LIBRARY[(iColor + colorOffset) % COLORS_LIBRARY.Length];
                }

                TransitionChromInfo tranPeakInfoGraph = null;
                if (bestPeakTran == i)
                    tranPeakInfoGraph = tranPeakInfo;

                var scanName = nodeTran.FragmentIonName;
                if (nodeTran.Transition.Charge != 1)  // Positive singly charged is uninteresting
                    scanName += Transition.GetChargeIndicator(nodeTran.Transition.Charge);
                if (nodeTran.Transition.MassIndex != 0)
                    scanName += Environment.NewLine + Transition.GetMassIndexText(nodeTran.Transition.MassIndex);
                var fullScanInfo = new FullScanInfo
                {
                    ChromInfo = info,
                    ScanName = scanName
                };
                if (fullScanInfo.ChromInfo != null && fullScanInfo.ChromInfo.ExtractionWidth > 0)
                    _enableTrackingDot = true;
                var graphItem = new ChromGraphItem(nodeGroup,
                    nodeTran,
                    info,
                    tranPeakInfoGraph,
                    timeRegressionFunction,
                    GetAnnotationFlags(i, maxPeakTrans, maxPeakHeights),
                    dotProducts,
                    bestProduct,
                    isFullScanMs,
                    false,
                    step,
                    color,
                    fontSize,
                    width,
                    fullScanInfo);
                _graphHelper.AddChromatogram(graphPaneKey, graphItem);
                if (shade)
                {
                    ShadeGraph(tranPeakInfo,info,timeRegressionFunction,dotProducts,bestProduct,isFullScanMs,step,fontSize,width,fullScanInfo,graphPaneKey);
                }
                iColor++;
            }

            var graphPane = _graphHelper.GetGraphPane(graphPaneKey);
            if (graphPane == null)
                _enableTrackingDot = false;
            if (_enableTrackingDot)
            {
                graphPane.CurveList.Insert(FULLSCAN_TRACKING_INDEX, CreateScanPoint(Color.Black));
                graphPane.CurveList.Insert(FULLSCAN_SELECTED_INDEX, CreateScanPoint(Color.Red));
            }
        }
        private void DisplayTotals(IRegressionFunction timeRegressionFunction,
            ChromatogramSet chromatograms,
            float mzMatchTolerance,
            int countLabelTypes,
            ref double bestStartTime,
            ref double bestEndTime)
        {
            // Construct and add graph items for all relevant transition groups.
            float fontSize = FontSize;
            int lineWidth = LineWidth;
            int iCharge = -1;
            int? charge = null;
            var chromGroupInfos = ChromGroupInfos;
            for (int i = 0; i < _nodeGroups.Length; i++)
            {
                var nodeGroup = _nodeGroups[i];
                var chromGroupInfo = chromGroupInfos[i];
                if (chromGroupInfo == null)
                    continue;

                ChromFileInfoId fileId = chromatograms.FindFile(chromGroupInfo);

                // Collect the chromatogram info for the transition children
                // of this transition group.
                ChromatogramInfo infoPrimary = null;
                TransitionChromInfo tranPeakInfo = null;
                float maxPeakHeight = float.MinValue;
                var listChromInfo = new List<ChromatogramInfo>();
                foreach (TransitionDocNode nodeTran in nodeGroup.Children)
                {
                    var info = chromGroupInfo.GetTransitionInfo((float)nodeTran.Mz, mzMatchTolerance);
                    if (info == null)
                        continue;

                    listChromInfo.Add(info);

                    // Keep track of which chromatogram owns the tallest member of
                    // the peak on the document tree.
                    var transitionChromInfo = GetTransitionChromInfo(nodeTran, _chromIndex, fileId, 0);
                    if (transitionChromInfo == null)
                        continue;

                    if (transitionChromInfo.Height > maxPeakHeight)
                    {
                        maxPeakHeight = transitionChromInfo.Height;
                        tranPeakInfo = transitionChromInfo;
                        infoPrimary = info;
                    }

                    // Adjust best peak window used to zoom the graph to the best peak
                    AddBestPeakTimes(transitionChromInfo, ref bestStartTime, ref bestEndTime);
                }

                // If any transitions are present for this group, add a graph item to
                // the graph for it.
                if (listChromInfo.Count > 0)
                {
                    if (infoPrimary == null)
                        infoPrimary = listChromInfo[0];

                    // Sum the intensities of all transitions into the first chromatogram
                    infoPrimary.SumIntensities(listChromInfo);

                    // Apply any transform the user has chosen
                    infoPrimary.Transform(Transform);

                    int iColor = GetColorIndex(nodeGroup, countLabelTypes, ref charge, ref iCharge);
                    Color color = COLORS_GROUPS[iColor % COLORS_GROUPS.Length];

                    bool[] annotateAll = new bool[infoPrimary.NumPeaks];
                    for (int j = 0; j < annotateAll.Length; j++)
                    {
                        var peak = infoPrimary.GetPeak(j);
                        if (peak.IsForcedIntegration)
                            continue;

                        // Exclude any peaks between the boundaries of the chosen peak.
                        if (tranPeakInfo != null &&
                            tranPeakInfo.StartRetentionTime < peak.RetentionTime &&
                            peak.RetentionTime < tranPeakInfo.EndRetentionTime)
                            continue;
                        annotateAll[j] = true;
                    }
                    var graphItem = new ChromGraphItem(nodeGroup,
                                                       null,
                                                       infoPrimary,
                                                       tranPeakInfo,
                                                       timeRegressionFunction,
                                                       annotateAll,
                                                       null,
                                                       0,
                                                       false,
                                                       false,
                                                       0,
                                                       color,
                                                       fontSize,
                                                       lineWidth);
                    var graphPaneKey = new PaneKey(nodeGroup);
                    _graphHelper.AddChromatogram(graphPaneKey, graphItem);
                }
            }
        }
        /// <summary>
        /// Display summed transitions for multiple selected peptides.
        /// </summary>
        private void DisplayPeptides(IRegressionFunction timeRegressionFunction,
            ChromatogramSet chromatograms,
            float mzMatchTolerance,
            int countLabelTypes,
            IList<PeptideDocNode> peptideDocNodes,
            ref double bestStartTime,
            ref double bestEndTime,
            out double leftPeakWidth,
            out double rightPeakWidth)
        {
            leftPeakWidth = 0;
            rightPeakWidth = 0;

            // Construct and add graph items for all relevant transition groups.
            float fontSize = FontSize;
            int lineWidth = LineWidth;
            var chromGroupInfos = ChromGroupInfos;
            var lookupChromGroupInfoIndex = new Dictionary<int, int>(_nodeGroups.Length);
            for (int i = 0; i < _nodeGroups.Length; i++)
                lookupChromGroupInfoIndex[_nodeGroups[i].Id.GlobalIndex] = i;

            // Generate a unique short identifier for each peptide.
            var peptideNames = new Tuple<string,bool>[peptideDocNodes.Count];
            for (int i = 0; i < peptideDocNodes.Count; i++)
                peptideNames[i] = new Tuple<string,bool>(peptideDocNodes[i].RawTextId, peptideDocNodes[i].IsProteomic);
            var uniqueNames = new UniquePrefixGenerator(peptideNames, 3);

            var displayPeptides = new List<DisplayPeptide>();
            for (int peptideIndex = 0; peptideIndex < peptideDocNodes.Count; peptideIndex++)
            {
                var peptideDocNode = peptideDocNodes[peptideIndex];
                TransitionChromInfo bestPeakInfo = null;
                ChromatogramInfo sumInfo = null;
                float maxPeakHeight = float.MinValue;

                foreach (var precursor in peptideDocNode.TransitionGroups)
                {
                    int indexInfo;
                    if (!lookupChromGroupInfoIndex.TryGetValue(precursor.Id.GlobalIndex, out indexInfo))
                        continue;
                    var chromGroupInfo = chromGroupInfos[indexInfo];
                    if (chromGroupInfo == null)
                        continue;
                    ChromFileInfoId fileId = chromatograms.FindFile(chromGroupInfo);
                    foreach (var nodeTran in precursor.Transitions)
                    {
                        var info = chromGroupInfo.GetTransitionInfo((float)nodeTran.Mz, mzMatchTolerance);
                        if (info == null)
                            continue;
                        if (sumInfo == null)
                            sumInfo = info;
                        else
                        {
                            float[] sumTimes;
                            float[] sumIntensities;
                            if (!AddTransitions.Add(
                                info.Times, info.Intensities, sumInfo.Times, sumInfo.Intensities,
                                out sumTimes, out sumIntensities))
                                continue;
                            sumInfo = new ChromatogramInfo(sumTimes, sumIntensities);
                        }

                        // Keep track of which chromatogram owns the tallest member of
                        // the peak on the document tree.
                        var transitionChromInfo = GetTransitionChromInfo(nodeTran, _chromIndex, fileId, 0);
                        if (transitionChromInfo == null)
                            continue;

                        if (transitionChromInfo.Height > maxPeakHeight)
                        {
                            maxPeakHeight = transitionChromInfo.Height;
                            bestPeakInfo = transitionChromInfo;
                        }
                    }
                }

                if (sumInfo != null && bestPeakInfo != null)
                {
                    displayPeptides.Add(new DisplayPeptide
                    {
                        PeptideIndex = peptideIndex,
                        SumInfo = sumInfo,
                        BestPeakInfo = bestPeakInfo
                    });
                }
            }

            // Order the peptides by height of best peak.
            displayPeptides = displayPeptides.OrderByDescending(e => e.BestPeakInfo.Height).ToList();

            // Display only the top peptides.
            int lastPeptideIndex = Math.Min(MaxPeptidesDisplayed, displayPeptides.Count);
            var graphItems = new List<ChromGraphItem>();
            for (int i = lastPeptideIndex-1; i >= 0; i--) // smallest peaks first for good z-ordering in graph
            {
                var bestPeakInfo = displayPeptides[i].BestPeakInfo;
                var sumInfo = displayPeptides[i].SumInfo;
                var peptideDocNode = peptideDocNodes[displayPeptides[i].PeptideIndex];

                // Intersect best peak with summed transition.
                if (bestPeakInfo != null && sumInfo.Times.Length > 0)
                {
                    float startRetentionTime = Math.Max(bestPeakInfo.StartRetentionTime, sumInfo.Times[0]);
                    float endRetentionTime = Math.Min(bestPeakInfo.EndRetentionTime, sumInfo.Times[sumInfo.Times.Length - 1]);
                    if (endRetentionTime > startRetentionTime)
                    {
                        if (bestStartTime > startRetentionTime)
                        {
                            bestStartTime = startRetentionTime;
                            leftPeakWidth = endRetentionTime - startRetentionTime;
                        }
                        if (bestEndTime < endRetentionTime)
                        {
                            bestEndTime = endRetentionTime;
                            rightPeakWidth = endRetentionTime - startRetentionTime;
                        }
                        bestPeakInfo = new TransitionChromInfo(startRetentionTime, endRetentionTime);
                    }
                }

                // Get peptide graph color from SequenceTree.
                var peptideGraphInfo = _stateProvider.GetPeptideGraphInfo(peptideDocNode);
                Color color = peptideGraphInfo.Color;

                sumInfo.Transform(Transform);
                bool[] annotateAll = new bool[sumInfo.NumPeaks];
                ChromGraphItem graphItem = new ChromGraphItem(null,
                    null,
                    sumInfo,
                    bestPeakInfo,
                    timeRegressionFunction,
                    annotateAll,
                    null,
                    0,
                    false,
                    false,
                    0,
                    color,
                    fontSize,
                    lineWidth)
                {
                    CurveAnnotation = uniqueNames.GetUniquePrefix(peptideDocNode.RawTextId, peptideDocNode.IsProteomic),
                    IdPath = _groupPaths[displayPeptides[i].PeptideIndex],
                    GraphInfo = peptideGraphInfo
                };
                if (peptideGraphInfo.IsSelected)
                    graphItems.Insert(0, graphItem);
                else
                    graphItems.Add(graphItem);
            }

            foreach (var graphItem in graphItems)
            {
                var curveItem = _graphHelper.AddChromatogram(new PaneKey(), graphItem);
                // Make the fill color under the curve more opaque if the curve is selected.
                var fillAlpha = graphItem.GraphInfo.IsSelected ? 60 : 15;
                ((LineItem)curveItem).Line.Fill = new Fill(Color.FromArgb(fillAlpha, graphItem.GraphInfo.Color));
            }
        }
        private void DisplayOptimizationTotals(IRegressionFunction timeRegressionFunction,
            ChromatogramSet chromatograms,
            float mzMatchTolerance,
            ref double bestStartTime,
            ref double bestEndTime)
        {
            // Construct and add graph items for all relevant transition groups.
            float fontSize = FontSize;
            int lineWidth = LineWidth;
            int iColor = 0;

            // Get the one and only group
            var nodeGroup = _nodeGroups[0];
            var chromGroupInfo = ChromGroupInfos[0];
            ChromFileInfoId fileId = chromatograms.FindFile(chromGroupInfo);

            int numPeaks = chromGroupInfo.NumPeaks;

            // Collect the chromatogram info for the transition children
            // of this transition group.
            var listChromInfoSets = new List<ChromatogramInfo[]>();
            var listTranisitionChromInfoSets = new List<TransitionChromInfo[]>();
            int totalOptCount = chromatograms.OptimizationFunction.StepCount*2 + 1;
            foreach (TransitionDocNode nodeTran in nodeGroup.Children)
            {
                var infos = chromGroupInfo.GetAllTransitionInfo((float) nodeTran.Mz, mzMatchTolerance,
                                                                chromatograms.OptimizationFunction);
                if (infos.Length == 0)
                    continue;

                // Make sure the total number of chrom info entries match the expected
                // no matter what, so that chromatogram colors will match up with peak
                // area charts.
                if (infos.Length != totalOptCount)
                    infos = ResizeArrayChromInfo(infos, totalOptCount);

                listChromInfoSets.Add(infos);
                var transitionChromInfos = new TransitionChromInfo[totalOptCount];
                int steps = infos.Length/2;
                int offset = totalOptCount/2 - steps;
                for (int i = 0; i < infos.Length; i++)
                {
                    transitionChromInfos[i + offset] = GetTransitionChromInfo(nodeTran, _chromIndex, fileId, i - steps);
                }
                listTranisitionChromInfoSets.Add(transitionChromInfos);
            }

            if (listChromInfoSets.Count == 0 || totalOptCount == 0)
                throw new InvalidDataException(Resources.GraphChromatogram_DisplayOptimizationTotals_No_optimization_data_available);

            // Enumerate optimization steps, grouping the data into graph data by step
            var listGraphData = new List<OptimizationGraphData>();
            for (int i = 0; i < listChromInfoSets.Count; i++)
            {
                var chromInfos = listChromInfoSets[i];
                var transitionChromInfos = listTranisitionChromInfoSets[i];

                for (int j = 0; j < chromInfos.Length; j++)
                {
                    if (listGraphData.Count <= j)
                        listGraphData.Add(new OptimizationGraphData(numPeaks));
                    listGraphData[j].Add(chromInfos[j], transitionChromInfos[j]);
                }
            }

            // Total and transform the data, and compute which optimization
            // set has the most intense peak for each peak group.
            int bestPeakData = -1;
            TransitionChromInfo tranPeakInfo = null;
            float maxPeakHeight = float.MinValue;
            var maxPeakData = new int[numPeaks];
            var maxPeakHeights = new float[numPeaks];
            for (int i = 0; i < numPeaks; i++)
                maxPeakHeights[i] = float.MinValue;
            var transform = Transform;
            for (int i = 0; i < listGraphData.Count; i++)
            {
                var graphData = listGraphData[i];
                var infoPrimary = graphData.InfoPrimary;
                if (infoPrimary == null)
                    continue;

                // Sum intensities of all transitions in this
                // optimization bucket
                infoPrimary.SumIntensities(graphData.ChromInfos);

                // Apply any transform the user has chosen
                infoPrimary.Transform(transform);

                for (int j = 0; j < numPeaks; j++)
                {
                    float height = graphData.PeakHeights[j];
                    if (height > maxPeakHeights[j])
                    {
                        maxPeakHeights[j] = height;
                        maxPeakData[j] = i;
                    }
                }

                if (maxPeakHeight < graphData.TotalHeight)
                {
                    maxPeakHeight = graphData.TotalHeight;
                    bestPeakData = i;
                    tranPeakInfo = graphData.TransitionInfoPrimary;
                }
                AddBestPeakTimes(graphData.TransitionInfoPrimary, ref bestStartTime, ref bestEndTime);
            }

            // Hide all peaks between the best peak extents
            if (tranPeakInfo != null)
            {
                for (int j = 0; j < numPeaks; j++)
                {
                    if (maxPeakHeights[j] == 0)
                        continue;
                    var graphData = listGraphData[maxPeakData[j]];
                    if (graphData.InfoPrimary == null)
                        continue;

                    ChromPeak peak = graphData.InfoPrimary.GetPeak(j);
                    if (peak.IsForcedIntegration)
                        continue;

                    if (IntersectPeaks(peak, tranPeakInfo))
                        maxPeakHeights[j] = 0;
                }
            }

            // Create graph items
            int totalSteps = totalOptCount/2;
            for (int i = 0; i < listGraphData.Count; i++)
            {
                var graphData = listGraphData[i];

                if (graphData.InfoPrimary != null)
                {
                    int step = i - totalSteps;
                    int width = lineWidth;
                    Color color;
                    if (step == 0)
                    {
                        color = ChromGraphItem.ColorSelected;
                        width++;
                    }
                    else if (nodeGroup.HasLibInfo)
                        color = COLORS_LIBRARY[iColor % COLORS_LIBRARY.Length];
                    else
                        color = COLORS_LIBRARY[iColor % COLORS_LIBRARY.Length];
                    //                                color = COLORS_HEURISTIC[iColor % COLORS_HEURISTIC.Length];

                    TransitionChromInfo tranPeakInfoGraph = null;
                    if (bestPeakData == i)
                        tranPeakInfoGraph = tranPeakInfo;
                    var graphItem = new ChromGraphItem(nodeGroup,
                                                       null,
                                                       graphData.InfoPrimary,
                                                       tranPeakInfoGraph,
                                                       timeRegressionFunction,
                                                       GetAnnotationFlags(i, maxPeakData, maxPeakHeights),
                                                       null,
                                                       0,
                                                       false,
                                                       false,
                                                       step,
                                                       color,
                                                       fontSize,
                                                       width);
                    _graphHelper.AddChromatogram(PaneKey.PRECURSORS, graphItem);
                }

                iColor++;
            }
        }
        private void DisplayAllIonsSummary(IRegressionFunction timeRegressionFunction,
            TransitionDocNode nodeTranSelected,
            ChromatogramSet chromatograms,
            ChromExtractor extractor,
            ref double bestStartTime,
            ref double bestEndTime)
        {
            if (ChromGroupInfos.Length == 0)
            {
                return;
            }
            var chromGroupInfo = ChromGroupInfos[0];
            var info = chromGroupInfo.GetTransitionInfo(0, 0);
            var fileId = chromatograms.FindFile(chromGroupInfo);

            var nodeGroup = _nodeGroups != null ? _nodeGroups[0] : null;
            if (nodeGroup == null)
                nodeTranSelected = null;

            TransitionChromInfo tranPeakInfo = null;
            if (nodeGroup != null)
            {
                float maxPeakHeight = float.MinValue;
                foreach (TransitionDocNode nodeTran in nodeGroup.Children)
                {
                    // Keep track of which chromatogram owns the tallest member of
                    // the peak on the document tree.
                    var transitionChromInfo = GetTransitionChromInfo(nodeTran, _chromIndex, fileId, 0);
                    if (transitionChromInfo == null)
                        continue;

                    if (nodeTranSelected != null)
                    {
                        if (ReferenceEquals(nodeTran, nodeTranSelected))
                            tranPeakInfo = transitionChromInfo;
                    }
                    else if (transitionChromInfo.Height > maxPeakHeight)
                    {
                        maxPeakHeight = transitionChromInfo.Height;
                        tranPeakInfo = transitionChromInfo;
                    }

                    // Adjust best peak window used to zoom the graph to the best peak
                    AddBestPeakTimes(transitionChromInfo, ref bestStartTime, ref bestEndTime);
                }
            }

            // Apply active transform
            info.Transform(Transform);

            int numPeaks = info.NumPeaks;
            var annotationFlags = new bool[numPeaks];
            for (int i = 0; i < numPeaks; i++)
            {
                // Exclude any peaks between the boundaries of the chosen peak.
                annotationFlags[i] = !IntersectPeaks(info.GetPeak(i), tranPeakInfo);
            }
            var graphItem = new ChromGraphItem(nodeGroup,
                                               nodeTranSelected,
                                               info,
                                               tranPeakInfo,
                                               timeRegressionFunction,
                                               annotationFlags,
                                               null,
                                               0,
                                               true,
                                               true,
                                               0,
                                               COLORS_GROUPS[(int)extractor],
                                               FontSize,
                                               LineWidth);
            _graphHelper.AddChromatogram(new PaneKey(nodeGroup), graphItem);
        }
 public RetentionTimeValues Scale(IRegressionFunction regressionFunction)
 {
     if (null == regressionFunction)
     {
         return this;
     }
     double startRetentionTime = regressionFunction.GetY(StartRetentionTime);
     double endRetentionTime = regressionFunction.GetY(EndRetentionTime);
     double retentionTime = regressionFunction.GetY(RetentionTime);
     double? fwhm;
     if (Fwhm.HasValue)
     {
         double t1 = regressionFunction.GetY(RetentionTime - Fwhm.Value/2);
         double t2 = regressionFunction.GetY(RetentionTime + Fwhm.Value/2);
         fwhm = t2 - t1;
     }
     else
     {
         fwhm = null;
     }
     return new RetentionTimeValues
         {
             RetentionTime = retentionTime,
             StartRetentionTime = startRetentionTime,
             EndRetentionTime = endRetentionTime,
             Fwhm = fwhm,
         };
 }