protected FeatureNode(IsotopomerFeatures isotopomerFeatures, IonType ionType, Feature precursorFeature, GroupParameter groupParameter)
{
_isotopomerFeatures = isotopomerFeatures;
FragmentIonClassBase = ionType;
PrecursorFeature = precursorFeature;
GroupParameter = groupParameter;
GetCorrelations();
}
internal List <IonType> GetIonTypes(GroupParameter parameter)
{
if (_ionTypeDictionary.ContainsKey(parameter))
{
return(_ionTypeDictionary[parameter]);
}
return(new List <IonType>());
}
internal double GetImsCorrelationScore(double imsCorr, GroupParameter parameter)
{
if (_imsCorrScoreDictionary.Count == 0)
{
return(CorrToIntForLcImsScore(imsCorr) / (double)MaxCorrIntScore * (HighScoreForLcImsScore - LowScoreForLcImsScore) + LowScoreForLcImsScore);
}
return(GetScoreFromDictionary(_imsCorrScoreDictionary, CorrToIntForLcImsScore(imsCorr), parameter, LowScoreForLcImsScore));
}
protected FeatureNode(IsotopomerFeatures isotopomerFeatures, IonType ionType, Feature precursorFeature, GroupParameter groupParameter)
{
_isotopomerFeatures = isotopomerFeatures;
FragmentIonClassBase = ionType;
PrecursorFeature = precursorFeature;
GroupParameter = groupParameter;
GetCorrelations();
}
public double GetCutScore(char nTermAA, char cTermAA, Composition cutComposition, Feature precursorFeature)
{
UpdatePrecursorFeatureNode(precursorFeature);
var parameter = new GroupParameter(cutComposition, nTermAA, cTermAA, _precursorIon);
_graph = new FragmentFeatureGraph(_imsData, PrecursorFeatureNode, precursorFeature, _precursorIon,
cutComposition, parameter, _scoringParams);
SupportingIonTypes = _graph.supportingIonTypes;
return _graph.Score;
}
private void UpdatePrecursorFeatureNode(Feature precursorFeature)
{
if (_previousPrecursorFeature != null && _previousPrecursorFeature == precursorFeature) return;
var parameter = new GroupParameter(_precursorIon);
PrecursorFeatureNode =
new PrecursorFeatureNode(
IsotopomerFeatures.GetPrecursorIsotopomerFeatures(_imsData, _precursorIon, precursorFeature),
parameter, _scoringParams);
_previousPrecursorFeature = precursorFeature;
}
internal double GetIsotopeIntensityCorrelationScore(double isotopeCorr, GroupParameter groupParameter)
{
if (_isotopeIntensityCorrScoreDictionary.Count == 0)
{
var ret = CorrToIntForIsotopeScore(isotopeCorr) / (double)MaxCorrIntScore *
(HighScoreForIsotopeScore - LowScoreForIsotopeScore) + LowScoreForIsotopeScore;
return(ret);
}
return(GetScoreFromDictionary(_isotopeIntensityCorrScoreDictionary, CorrToIntForIsotopeScore(isotopeCorr), groupParameter, LowScoreForIsotopeScore));
}
public double GetCutScore(char nTermAA, char cTermAA, Composition cutComposition, Feature precursorFeature)
{
UpdatePrecursorFeatureNode(precursorFeature);
var parameter = new GroupParameter(cutComposition, nTermAA, cTermAA, _precursorIon);
_graph = new FragmentFeatureGraph(_imsData, PrecursorFeatureNode, precursorFeature, _precursorIon,
cutComposition, parameter, _scoringParams);
SupportingIonTypes = _graph.supportingIonTypes;
return(_graph.Score);
}
private void UpdatePrecursorFeatureNode(Feature precursorFeature)
{
if (_previousPrecursorFeature != null && _previousPrecursorFeature == precursorFeature)
{
return;
}
var parameter = new GroupParameter(_precursorIon);
PrecursorFeatureNode =
new PrecursorFeatureNode(
IsotopomerFeatures.GetPrecursorIsotopomerFeatures(_imsData, _precursorIon, precursorFeature),
parameter, _scoringParams);
_previousPrecursorFeature = precursorFeature;
}
public FragmentFeatureGraph(ImsDataCached imsData, PrecursorFeatureNode precursorNode, Feature precursorFeature,
Ion precursorIon, Composition cutComposition, GroupParameter parameter, SubScoreFactory scoringParams)
{
_scoringParams = scoringParams;
_precursorFeatureNode = precursorNode;
Add(precursorNode, new List <FeatureEdge>());
var fragmentNodes = GetFragmentNodes(imsData, precursorFeature, cutComposition, precursorIon, parameter);
supportingIonTypes = new List <IonType>();
foreach (var node in fragmentNodes)
{
if (node.Feature != null)
{
supportingIonTypes.Add(node.FragmentIonClassBase);
}
}
//var nn = fragmentNodes.Count(no => no.Feature != null);
//Console.WriteLine(this + "Num features : " + nn);
var usedNodes = new List <FeatureNode> {
precursorNode
};
UpdateEdges(fragmentNodes, usedNodes); // from precursor to any of fragment nodes
if (this[precursorNode].Count == 0)
{
NodeScore = RatioScore = -1; //TODO should be trained..
Score = NodeScore + RatioScore;
return;
}
// usedNodes.Remove(precursorNode);// exclude precursorNode
var primeNode = (FragmentFeatureNode)this[precursorNode][0].RNode;
var targetNodes = GetTargetNodes(primeNode, fragmentNodes, true, false);
UpdateEdges(targetNodes, usedNodes); // to the nodes of different terminal ions
targetNodes = GetTargetNodes(primeNode, fragmentNodes, false, false);
UpdateEdges(targetNodes, usedNodes); // to the nodes of the same terminal ions
targetNodes = GetTargetNodes(primeNode, fragmentNodes, true, true);
UpdateEdges(targetNodes, usedNodes); // to the nodes of differently charged ions
GetScore();
}
internal double GetNoIonScore(GroupParameter parameter)
{
return(_noIonScore[parameter]);
}
internal double GetNoIonScore(GroupParameter parameter)
{
return _noIonScore[parameter];
}
internal double GetImsCorrelationScore(double imsCorr, GroupParameter parameter)
{
if (_imsCorrScoreDictionary.Count == 0)
return CorrToIntForLcImsScore(imsCorr) / (double)MaxCorrIntScore * (HighScoreForLcImsScore - LowScoreForLcImsScore) + LowScoreForLcImsScore;
return GetScoreFromDictionary(_imsCorrScoreDictionary, CorrToIntForLcImsScore(imsCorr), parameter, LowScoreForLcImsScore);
}
internal double GetKLDivergence(IonType ionType, int ratio, GroupParameter groupParameter)
{
return(GetKLDivergence(ionType, ionType, ratio, groupParameter));
}
private List <FragmentFeatureNode> GetFragmentNodes(ImsDataCached imsData, Feature precursorFeature, Composition cutComposition, Ion precursorIon, GroupParameter parameter)
{
var ionTypes = _scoringParams.GetIonTypes(parameter);
var nodes = new List <FragmentFeatureNode>();
var suffixComposition = precursorIon.Composition - Composition.H2O - cutComposition;
//Console.WriteLine(cutComposition.GetMass() + " " + suffixComposition.GetMass());
foreach (var ionType in ionTypes)
{
var composition = ionType.IsPrefixIon ? cutComposition : suffixComposition;
//Console.WriteLine("FragFeatureGraph\t" + ionType.Name + "\t" + composition.GetMass() + "\t" + ionType.GetIon(composition).GetMonoIsotopicMz());
var node = new FragmentFeatureNode(IsotopomerFeatures.GetFramentIsotopomerFeatures(imsData, composition, ionType, precursorFeature), ionType, precursorFeature, parameter, _scoringParams);
//if(node.Feature != null)
// if (20 * node.Feature.IntensityMax < precursorFeature.IntensityMax || node.Feature.IntensityMax > 20 * precursorFeature.IntensityMax) continue; //
nodes.Add(node);
}
return(nodes);
}
private double GetScoreFromDictionary(Dictionary<GroupParameter, Dictionary<int, double>> scoreDictionary, int rawScore, GroupParameter parameter, double lowScore)
{
var key = parameter.GetPrecursorGroupParameter();
if (!scoreDictionary.ContainsKey(key)) return lowScore;
var l1 = scoreDictionary[key];
return !l1.ContainsKey(rawScore) ? lowScore : l1[rawScore];
}
private double GetScoreFromDictionary(Dictionary<GroupParameter, Dictionary<Tuple<int, int>, Dictionary<int, double>>> scoreDictionary, IonType ionType1, IonType ionType2, int rawScore, GroupParameter groupParameter, double lowScore)
{
if (!scoreDictionary.ContainsKey(groupParameter)) return lowScore;
var l1 = scoreDictionary[groupParameter];
var si = _ionTypeIndexDictionary[groupParameter];
var key = new Tuple<int, int> ( si[ionType1], si[ionType2] );
if (!l1.ContainsKey(key)) return lowScore;
var l2 = l1[key];
return !l2.ContainsKey(rawScore) ? lowScore : l2[rawScore];
}
internal double GetKLDivergence(IonType ionType, int ratio, GroupParameter groupParameter)
{
return GetKLDivergence(ionType, ionType, ratio, groupParameter);
}
internal double GetKLDivergence(IonType ionType, IonType ionType1, int ratio, GroupParameter groupParameter)
{
double prob1 = 1, prob2 = 1;
var si = _ionTypeIndexDictionary[groupParameter];
var ionTypeIndices = new Tuple<int, int> ( si[ionType], si[ionType1]);
if(_ratioTargetProbDictionary.ContainsKey(groupParameter))
{
prob1 = prob1 * _ratioTargetProbDictionary[groupParameter][ionTypeIndices][ratio];
prob2 = prob2 * _ratioDecoyProbDictionary[groupParameter][ionTypeIndices][ratio];
}
return GetKLDivergence(prob1, prob2);
}
internal double GetIsotopeIntensityCorrelationScoreForPrecursor(double isotopeCorr, GroupParameter groupParameter)
{
if (_isotopeIntensityCorrScoreDictionary.Count == 0)
{
var ret = CorrToIntForIsotopeScoreForPrecursor(isotopeCorr) / (double)MaxCorrIntScore *
(HighScoreForIsotopeScore - LowScoreForIsotopeScore) + LowScoreForIsotopeScore;
return ret;
}
return GetScoreFromDictionary(_isotopeIntensityCorrScoreDictionary, CorrToIntForIsotopeScoreForPrecursor(isotopeCorr), groupParameter, LowScoreForIsotopeScore);
}
internal double GetRatioScore(IonType ionType, int ratio, GroupParameter parameter) // between precursor and frag ion
{
return GetRatioScore(ionType, ionType, ratio, parameter);
}
internal double GetRatioScore(IonType ionType1, IonType ionType2, int ratio, GroupParameter parameter)
{
return(GetScoreFromDictionary(_ratioScoreDictionary, ionType1, ionType2, ratio, parameter, LowScoreForIsotopeScore));
}
private double GetScoreFromDictionary(Dictionary <GroupParameter, Dictionary <int, double> > scoreDictionary, int rawScore, GroupParameter parameter, double lowScore)
{
var key = parameter.GetPrecursorGroupParameter();
if (!scoreDictionary.ContainsKey(key))
{
return(lowScore);
}
var l1 = scoreDictionary[key];
return(!l1.ContainsKey(rawScore) ? lowScore : l1[rawScore]);
}
internal double GetRatioScore(IonType ionType, int ratio, GroupParameter parameter) // between precursor and frag ion
{
return(GetRatioScore(ionType, ionType, ratio, parameter));
}
public FragmentFeatureNode(IsotopomerFeatures isotopomerFeatures, IonType fragmentIonClassBase, Feature precursorFeature,
GroupParameter parameter, SubScoreFactory scoringParams)
: base(isotopomerFeatures, fragmentIonClassBase, precursorFeature, parameter)
{
_scoringParams = scoringParams;
}
internal double GetKLDivergence(IonType ionType, IonType ionType1, int ratio, GroupParameter groupParameter)
{
double prob1 = 1, prob2 = 1;
var si = _ionTypeIndexDictionary[groupParameter];
var ionTypeIndices = new Tuple <int, int> (si[ionType], si[ionType1]);
if (_ratioTargetProbDictionary.ContainsKey(groupParameter))
{
prob1 = prob1 * _ratioTargetProbDictionary[groupParameter][ionTypeIndices][ratio];
prob2 = prob2 * _ratioDecoyProbDictionary[groupParameter][ionTypeIndices][ratio];
}
return(GetKLDivergence(prob1, prob2));
}
internal List<IonType> GetIonTypes(GroupParameter parameter)
{
if(_ionTypeDictionary.ContainsKey(parameter))
return _ionTypeDictionary[parameter];
return new List<IonType>();
}
private double GetScoreFromDictionary(Dictionary <GroupParameter, Dictionary <Tuple <int, int>, Dictionary <int, double> > > scoreDictionary, IonType ionType1, IonType ionType2, int rawScore, GroupParameter groupParameter, double lowScore)
{
if (!scoreDictionary.ContainsKey(groupParameter))
{
return(lowScore);
}
var l1 = scoreDictionary[groupParameter];
var si = _ionTypeIndexDictionary[groupParameter];
var key = new Tuple <int, int> (si[ionType1], si[ionType2]);
if (!l1.ContainsKey(key))
{
return(lowScore);
}
var l2 = l1[key];
return(!l2.ContainsKey(rawScore) ? lowScore : l2[rawScore]);
}
internal double GetRatioScore(IonType ionType1, IonType ionType2, int ratio, GroupParameter parameter)
{
return GetScoreFromDictionary(_ratioScoreDictionary, ionType1, ionType2, ratio, parameter, LowScoreForIsotopeScore);
}
private void Read(string filePath)
{
var ratioProbDictionary = _ratioTargetProbDictionary;
var isotopeIntensityCorrTargetProbDictionary = new Dictionary <GroupParameter, Dictionary <int, Dictionary <int, double> > >();
var isotopeIntensityCorrDecoyProbDictionary = new Dictionary <GroupParameter, Dictionary <int, Dictionary <int, double> > >();
var isotopeIntensityCorrProbDictionary = isotopeIntensityCorrTargetProbDictionary;
var noIonTargetProbDictionary = new Dictionary <GroupParameter, double>();
var noIonDecoyProbDictionary = new Dictionary <GroupParameter, double>();
var noIonProbDictionary = noIonTargetProbDictionary;
var stremaReader = new StreamReader(filePath);
string s;
var mode = -1;
GroupParameter groupParameter = null;
List <int> ionTypeIndices = null;
while ((s = stremaReader.ReadLine()) != null)
{
if (s.StartsWith("###DECOY"))
{
ratioProbDictionary = _ratioDecoyProbDictionary;
isotopeIntensityCorrProbDictionary = isotopeIntensityCorrDecoyProbDictionary;
noIonProbDictionary = noIonDecoyProbDictionary;
continue;
}
if (s.StartsWith("##IONTYPES"))
{
mode = 1;
continue;
}
if (s.StartsWith("##ISOTOPE"))
{
mode = 2;
continue;
}
if (s.StartsWith("##RATIO"))
{
mode = 3;
continue;
}
if (s.StartsWith("##NOION"))
{
mode = 4;
continue;
}
var token = s.Split('\t');
if (s.StartsWith("#G"))
{
groupParameter = GroupParameter.Parse(token[1]);
continue;
}
if (s.StartsWith("#I"))
{
if (mode == 1)
{
var ionType = IonType.Parse(token[1]);
if (groupParameter == null || ionType == null)
{
continue;
}
if (!_ionTypeDictionary.ContainsKey(groupParameter))
{
_ionTypeDictionary[groupParameter] = new List <IonType>();
}
_ionTypeDictionary[groupParameter].Add(ionType);
}
else
{
ionTypeIndices = new List <int>();
for (var i = 1; i < token.Length; i++)
{
ionTypeIndices.Add(int.Parse(token[i]));
}
}
continue;
}
if (!s.StartsWith("#") && token.Length > 0)
{
if (mode == 2)
{
if (groupParameter == null || ionTypeIndices == null || ionTypeIndices.Count == 0)
{
continue;
}
if (!isotopeIntensityCorrProbDictionary.ContainsKey(groupParameter))
{
isotopeIntensityCorrProbDictionary[groupParameter] = new Dictionary <int, Dictionary <int, double> >();
}
var si = isotopeIntensityCorrProbDictionary[groupParameter];
if (!si.ContainsKey(ionTypeIndices[0]))
{
si[ionTypeIndices[0]] = new Dictionary <int, double>();
}
var ssi = si[ionTypeIndices[0]];
foreach (var scoreStr in token)
{
var st = scoreStr.Split(',');
if (st.Length == 2)
{
ssi[int.Parse(st[0])] = double.Parse(st[1]);
}
}
}
else if (mode == 3)
{
if (groupParameter == null || ionTypeIndices == null || ionTypeIndices.Count < 2)
{
continue;
}
if (!ratioProbDictionary.ContainsKey(groupParameter))
{
ratioProbDictionary[groupParameter] = new Dictionary <Tuple <int, int>, Dictionary <int, double> >();
}
var sr = ratioProbDictionary[groupParameter];
var key = new Tuple <int, int>(ionTypeIndices[0], ionTypeIndices[1]);
if (!sr.ContainsKey(key))
{
sr[key] = new Dictionary <int, double>();
}
var ssr = sr[key];
foreach (var scoreStr in token)
{
var st = scoreStr.Split(',');
if (st.Length == 2)
{
ssr[int.Parse(st[0])] = double.Parse(st[1]);
}
}
}
else if (mode == 4)
{
if (groupParameter == null)
{
continue;
}
noIonProbDictionary[groupParameter] = double.Parse(s);
}
}
}
foreach (var k in noIonTargetProbDictionary.Keys)
{
_noIonScore[k] = GetLogLRScore(noIonTargetProbDictionary[k], noIonDecoyProbDictionary[k]);
}
GetScoreDictionariesFromProbDictionaries();
}
public FragmentFeatureNode(IsotopomerFeatures isotopomerFeatures, IonType fragmentIonClassBase, Feature precursorFeature,
GroupParameter parameter, SubScoreFactory scoringParams)
: base(isotopomerFeatures, fragmentIonClassBase, precursorFeature, parameter)
{
_scoringParams = scoringParams;
}
