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com.hfg xml, html, svg, and bioinformatics utility library
package com.hfg.bio.seq.alignment;
import java.util.ArrayList;
import java.util.List;
import com.hfg.bio.phylogeny.DistanceMatrix;
import com.hfg.bio.seq.BioSequence;
//------------------------------------------------------------------------------
/**
* A basic similarity assessment that uses k-mer analysis.
*
* @author J. Alex Taylor, hairyfatguy.com
*/
//------------------------------------------------------------------------------
// com.hfg XML/HTML Coding Library
//
// This library is free software; you can redistribute it and/or
// modify it under the terms of the GNU Lesser General Public
// License as published by the Free Software Foundation; either
// version 2.1 of the License, or (at your option) any later version.
//
// This library is distributed in the hope that it will be useful,
// but WITHOUT ANY WARRANTY; without even the implied warranty of
// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
// Lesser General Public License for more details.
//
// You should have received a copy of the GNU Lesser General Public
// License along with this library; if not, write to the Free Software
// Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA
//
// J. Alex Taylor, President, Founder, CEO, COO, CFO, OOPS hairyfatguy.com
// [email protected]
//------------------------------------------------------------------------------
public class KMerSimilarity
{
//---------------------------------------------------------------------------
public DistanceMatrix generateKMerDistanceMatrix(List extends BioSequence> inSequences, int inKMerSize)
{
List kMerData = new ArrayList<>(inSequences.size());
for (BioSequence sequence : inSequences)
{
KMerBitSet kMerBitSet = new KMerBitSet(sequence.getType(), inKMerSize);
kMerBitSet.fill(sequence);
kMerData.add(kMerBitSet);
}
// Calculate the k-mer "distance" between ea. sequence pair
DistanceMatrix distanceMatrix = new DistanceMatrix();
for (int i = 0; i < kMerData.size() - 1; i++)
{
BioSequence seq1 = inSequences.get(i);
KMerBitSet seq1KMerData = kMerData.get(i);
for (int j = 0; j < kMerData.size(); j++)
{
BioSequence seq2 = inSequences.get(j);
KMerBitSet seq2KMerData = kMerData.get(j);
float sum = seq1KMerData.getCommonKMerCount(seq2KMerData);
float similarity = sum / (Math.min(seq1.length(), seq2.length()) - inKMerSize + 1);
distanceMatrix.setDistance(seq1.getID(), seq2.getID(), 1 - similarity);
}
}
return distanceMatrix;
}
}