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Open Source Chemistry Library
/*
* Copyright (c) 1997 - 2016
* Actelion Pharmaceuticals Ltd.
* Gewerbestrasse 16
* CH-4123 Allschwil, Switzerland
*
* All rights reserved.
*
* Redistribution and use in source and binary forms, with or without
* modification, are permitted provided that the following conditions are met:
*
* 1. Redistributions of source code must retain the above copyright notice, this
* list of conditions and the following disclaimer.
* 2. Redistributions in binary form must reproduce the above copyright notice,
* this list of conditions and the following disclaimer in the documentation
* and/or other materials provided with the distribution.
* 3. Neither the name of the the copyright holder nor the
* names of its contributors may be used to endorse or promote products
* derived from this software without specific prior written permission.
*
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
* ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
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* DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR
* ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES
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package com.actelion.research.chem.properties.complexity;
import com.actelion.research.calc.geometry.Triangle;
import com.actelion.research.calc.regression.linear.simple.LinearRegression;
import com.actelion.research.chem.StereoMolecule;
import com.actelion.research.util.ConstantsDWAR;
import java.util.ArrayList;
import java.util.Collections;
import java.util.List;
public class SummaryFragments {
public static final String TAG_SUM_UNIQUE_FRAGMENTS_UNTIL_MAX = "SumUniqueFragmentsUntilMaxFrags";
public static final String TAG_NUM_BONDS_AT_MAXIMUM_FREQ = "NumBondsAtMaxFreq";
public static final String TAG_NUM_BONDS_AT_MAXIMUM_SLOPE = "NumBondsAtMaxSlope";
public static final String TAG_MAXIMUM_SLOPE = "MaxSlope";
public static final String TAG_RATIO_USED_BONDS_UP_TO_MAX_FREQ = "RatioUsedBondsUpToMaxFreq";
public static final String TAG_RATIO_NON_SYMMETRIC_ATOMS = "RatioNonSymmetricAtoms";
public static final String TAG_COMPLEXITY = "Complexity";
private static final int DELTA_SLOPE = 1;
private int nAtomsMolecule;
private int nBondsMolecule;
private StereoMolecule mol;
private int sumFragsUntilMaximumFrequency;
private int numBondsAtMaximumFrequency;
private int numBondsAtMaxSlope;
private double maximumSlope;
private double ratioUsedBondsUpToMaxFreq;
private double ratioNonSymmetricAtoms;
private double score;
/**
*
*/
public SummaryFragments(ResultFragmentsStatistic resultFragmentsStatistic) {
this.nAtomsMolecule=resultFragmentsStatistic.getAtoms();
this.nBondsMolecule=resultFragmentsStatistic.getBonds();
mol = resultFragmentsStatistic.getMol();
summary(resultFragmentsStatistic.getExhaustiveStatistics());
}
/**
* Working version 16.04.2012
* Good results for the five sample datasets.
* @param liModelExhaustiveStatistics
*/
private void summary(List liModelExhaustiveStatistics){
int delta = DELTA_SLOPE;
Collections.sort(liModelExhaustiveStatistics, ModelExhaustiveStatistics.getComparatorNumBonds());
double [] arrUniqueFragsLn = new double[liModelExhaustiveStatistics.size()];
int [] arrBondsInFrag = new int[liModelExhaustiveStatistics.size()];
double maxValue = 0;
numBondsAtMaximumFrequency = -1;
int indexEndInclusively = -1;
sumFragsUntilMaximumFrequency = 0;
for (int i=0; imaxValue){
maxValue=arrUniqueFragsLn[i];
numBondsAtMaximumFrequency=arrBondsInFrag[i];
indexEndInclusively = i;
sumFragsUntilMaximumFrequency += model.getUnique();
}
}
double areaUntilMaxValue = getIntegratedAreaWeighted(arrBondsInFrag, arrUniqueFragsLn, indexEndInclusively);
int start = delta;
int end = liModelExhaustiveStatistics.size() - delta;
double [] arrSlope = new double[liModelExhaustiveStatistics.size()];
maximumSlope = -10000;
numBondsAtMaxSlope = 0;
for (int i = start; i < end; i++) {
int startSlide = i - delta;
int endSlide = i + delta+1;
LinearRegression linearRegression = new LinearRegression();
for (int j = startSlide; j < endSlide; j++) {
linearRegression.addPoint(j, arrUniqueFragsLn[j]);
}
linearRegression.regress();
double slope = linearRegression.getSlope();
arrSlope[i] = slope;
if(slope>maximumSlope){
numBondsAtMaxSlope=arrBondsInFrag[i];
maximumSlope=slope;
}
}
ratioUsedBondsUpToMaxFreq = (numBondsAtMaximumFrequency)/(double)nBondsMolecule;
ratioNonSymmetricAtoms = 1.0 - SymmetryCalculator.getRatioSymmetricAtoms(mol);
score = (areaUntilMaxValue) * (ratioUsedBondsUpToMaxFreq) * (maximumSlope) * (ratioNonSymmetricAtoms);
}
public int getAtomsMolecule() {
return nAtomsMolecule;
}
public int getBondsMolecule() {
return nBondsMolecule;
}
public StereoMolecule getMol() {
return mol;
}
public int getNumBondsAtMaximumFrequency() {
return numBondsAtMaximumFrequency;
}
public double getMaximumSlope() {
return maximumSlope;
}
public int getNumBondsAtMaxSlope() {
return numBondsAtMaxSlope;
}
public double getRatioUsedBondsUpToMaxFreq() {
return ratioUsedBondsUpToMaxFreq;
}
public double getRatioNonSymmetricAtoms() {
return ratioNonSymmetricAtoms;
}
public int getSumFragsUntilMaximumFrequency() {
return sumFragsUntilMaximumFrequency;
}
public double getComplexityScore() {
return score;
}
/**
* Takes the natural logarithm for each area fraction.
* @param arrXBondsInFrag
* @param arrY
* @param indexEndInclusively
* @return
*/
public static double getIntegratedAreaWeighted(int [] arrXBondsInFrag, double [] arrY, int indexEndInclusively) {
double areaWeighted = 0;
int end = indexEndInclusively+1;
for (int i = 1; i < end; i++) {
double a = arrXBondsInFrag[i]-arrXBondsInFrag[i-1];
double b = arrY[i]-arrY[i-1];
double areaTriangle = Triangle.getAreaRightTriangle(a,b);
double areaRectangle = arrY[i-1] * a;
double area = areaTriangle+areaRectangle;
if(area<1){
area=1;
}
areaWeighted += Math.log(area);
}
return areaWeighted;
}
public static List getHeaderTags(){
List li = new ArrayList();
li.add(ConstantsDWAR.TAG_ATOMS);
li.add(ConstantsDWAR.TAG_BONDS);
li.add(TAG_SUM_UNIQUE_FRAGMENTS_UNTIL_MAX);
li.add(TAG_NUM_BONDS_AT_MAXIMUM_FREQ);
li.add(TAG_NUM_BONDS_AT_MAXIMUM_SLOPE);
li.add(TAG_MAXIMUM_SLOPE);
li.add(TAG_RATIO_USED_BONDS_UP_TO_MAX_FREQ);
li.add(TAG_RATIO_NON_SYMMETRIC_ATOMS);
li.add(TAG_COMPLEXITY);
return li;
}
}