185 lines
6.2 KiB
Java
185 lines
6.2 KiB
Java
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/*
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TODO: Implement exponential distribution using inversion method - DONE
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TODO: Implement discrete frequency distributions using Vose's Alias Method
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*/
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import java.util.*;
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public class Plate {
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private CellSample cells;
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private String sourceFile;
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private String filename;
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private List<List<Integer[]>> wells;
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private final Random rand = BiGpairSEQ.getRand();
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private int size;
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private double error;
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private Integer[] populations;
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private double stdDev;
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private double lambda;
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boolean exponential = false;
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public Plate(CellSample cells, String cellFilename, int numWells, Integer[] populations,
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double dropoutRate, double stdDev_or_lambda, boolean exponential){
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this.cells = cells;
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this.sourceFile = cellFilename;
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this.size = numWells;
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this.wells = new ArrayList<>();
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this.error = dropoutRate;
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this.populations = populations;
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this.exponential = exponential;
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if (this.exponential) {
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this.lambda = stdDev_or_lambda;
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fillWellsExponential(cells.getCells(), this.lambda);
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}
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else {
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this.stdDev = stdDev_or_lambda;
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fillWells(cells.getCells(), this.stdDev);
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}
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}
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public Plate(int size, double error, Integer[] populations) {
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this.size = size;
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this.error = error;
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this.populations = populations;
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wells = new ArrayList<>();
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}
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//constructor for returning a Plate from a PlateFileReader
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public Plate(String filename, List<List<Integer[]>> wells) {
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this.filename = filename;
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this.wells = wells;
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this.size = wells.size();
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List<Integer> concentrations = new ArrayList<>();
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for (List<Integer[]> w: wells) {
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if(!concentrations.contains(w.size())){
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concentrations.add(w.size());
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}
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}
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this.populations = new Integer[concentrations.size()];
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for (int i = 0; i < this.populations.length; i++) {
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this.populations[i] = concentrations.get(i);
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}
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}
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private void fillWellsExponential(List<Integer[]> cells, double lambda){
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this.lambda = lambda;
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exponential = true;
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int numSections = populations.length;
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int section = 0;
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double m;
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int n;
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while (section < numSections){
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for (int i = 0; i < (size / numSections); i++) {
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List<Integer[]> well = new ArrayList<>();
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for (int j = 0; j < populations[section]; j++) {
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do {
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//inverse transform sampling: for random number u in [0,1), x = log(1-u) / (-lambda)
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m = (Math.log10((1 - rand.nextDouble()))/(-lambda)) * Math.sqrt(cells.size());
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} while (m >= cells.size() || m < 0);
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n = (int) Math.floor(m);
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Integer[] cellToAdd = cells.get(n).clone();
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for(int k = 0; k < cellToAdd.length; k++){
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if(Math.abs(rand.nextDouble()) < error){//error applied to each seqeunce
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cellToAdd[k] = -1;
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}
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}
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well.add(cellToAdd);
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}
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wells.add(well);
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}
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section++;
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}
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}
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private void fillWells( List<Integer[]> cells, double stdDev) {
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this.stdDev = stdDev;
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int numSections = populations.length;
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int section = 0;
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double m;
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int n;
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while (section < numSections){
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for (int i = 0; i < (size / numSections); i++) {
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List<Integer[]> well = new ArrayList<>();
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for (int j = 0; j < populations[section]; j++) {
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do {
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m = (rand.nextGaussian() * stdDev) + (cells.size() / 2);
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} while (m >= cells.size() || m < 0);
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n = (int) Math.floor(m);
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Integer[] cellToAdd = cells.get(n).clone();
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for(int k = 0; k < cellToAdd.length; k++){
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if(Math.abs(rand.nextDouble()) < error){//error applied to each sequence
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cellToAdd[k] = -1;
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}
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}
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well.add(cellToAdd);
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}
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wells.add(well);
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}
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section++;
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}
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}
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public Integer[] getPopulations(){
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return populations;
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}
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public int getSize(){
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return size;
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}
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public double getStdDev() {
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return stdDev;
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}
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public boolean isExponential(){return exponential;}
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public double getLambda(){return lambda;}
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public double getError() {
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return error;
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}
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public List<List<Integer[]>> getWells() {
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return wells;
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}
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//returns a map of the counts of the sequence at cell index sIndex, in all wells
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public Map<Integer, Integer> assayWellsSequenceS(int... sIndices){
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return this.assayWellsSequenceS(0, size, sIndices);
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}
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//returns a map of the counts of the sequence at cell index sIndex, in a specific well
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public Map<Integer, Integer> assayWellsSequenceS(int n, int... sIndices) { return this.assayWellsSequenceS(n, n+1, sIndices);}
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//returns a map of the counts of the sequence at cell index sIndex, in a range of wells
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public Map<Integer, Integer> assayWellsSequenceS(int start, int end, int... sIndices) {
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Map<Integer,Integer> assay = new HashMap<>();
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for(int pIndex: sIndices){
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for(int i = start; i < end; i++){
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countSequences(assay, wells.get(i), pIndex);
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}
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}
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return assay;
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}
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//For the sequences at cell indices sIndices, counts number of unique sequences in the given well into the given map
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private void countSequences(Map<Integer, Integer> wellMap, List<Integer[]> well, int... sIndices) {
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for(Integer[] cell : well) {
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for(int sIndex: sIndices){
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if(cell[sIndex] != -1){
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wellMap.merge(cell[sIndex], 1, (oldValue, newValue) -> oldValue + newValue);
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}
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}
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}
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}
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public String getSourceFileName() {
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return sourceFile;
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}
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public String getFilename() { return filename; }
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}
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