DNA Sequence to BitSet and vice-versa conversion tools

* Turns DNA sequences (for context covariates) into bit sets for maximum compression
  * Allows variable context size representation guaranteeing uniqueness.
  * Works with long precision, so it is limited to a context size of 31 bases (can be extended with BigNumber precision if necessary).
  * Unit Tests added
This commit is contained in:
Mauricio Carneiro 2012-02-29 18:04:02 -05:00
parent 18c91e3cb3
commit d379c3763a
2 changed files with 127 additions and 16 deletions

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@ -29,6 +29,7 @@ import com.google.java.contract.Ensures;
import com.google.java.contract.Requires;
import net.sf.samtools.SAMRecord;
import org.broadinstitute.sting.gatk.GenomeAnalysisEngine;
import org.broadinstitute.sting.utils.exceptions.ReviewedStingException;
import org.broadinstitute.sting.utils.exceptions.UserException;
import java.math.BigDecimal;
@ -1619,30 +1620,120 @@ public class MathUtils {
* @param bitSet the bitset
* @return an integer with the bitset representation
*/
public static int intFrom(final BitSet bitSet) {
int integer = 0;
public static long intFrom(final BitSet bitSet) {
long number = 0;
for (int bitIndex = bitSet.nextSetBit(0); bitIndex >= 0; bitIndex = bitSet.nextSetBit(bitIndex+1))
integer |= 1 << bitIndex;
number |= 1L << bitIndex;
return integer;
return number;
}
/**
* Creates a BitSet representation of a given integer
*
* @param integer the number to turn into a bitset
* @param number the number to turn into a bitset
* @return a bitset representation of the integer
*/
public static BitSet bitSetFrom(int integer) {
BitSet bitSet = new BitSet((int) Math.ceil(Math.sqrt(integer)));
public static BitSet bitSetFrom(long number) {
BitSet bitSet = new BitSet();
int bitIndex = 0;
while (integer > 0) {
if (integer%2 > 0)
while (number > 0) {
if (number%2 > 0)
bitSet.set(bitIndex);
bitIndex++;
integer /= 2;
number /= 2;
}
return bitSet;
}
/**
* Converts a BitSet into the dna string representation.
*
* Warning: This conversion is limited to long precision, therefore the dna sequence cannot
* be longer than 31 bases. To increase this limit, use BigNumbers instead of long and create
* a bitSetFrom(BigNumber) method.
*
* We calculate the length of the resulting DNA sequence by looking at the sum(4^i) that exceeds the
* base_10 representation of the sequence. This is important for us to know how to bring the number
* to a quasi-canonical base_4 representation, and to fill in leading A's (since A's are represented
* as 0's and leading 0's are omitted).
*
* quasi-canonical because A is represented by a 0, therefore,
* instead of : 0, 1, 2, 3, 10, 11, 12, ...
* we have : 0, 1, 2, 3, 00, 01, 02, ...
*
* but we can correctly decode it because we know the final length.
*
* @param bitSet the bitset representation of the dna sequence
* @return the dna sequence represented by the bitset
*/
public static String dnaFrom(final BitSet bitSet) {
long number = intFrom(bitSet); // the base_10 representation of the bit set
long preContext = 0; // the number of combinations skipped to get to the quasi-canonical representation (we keep it to subtract later)
long nextContext = 4; // the next context (we advance it so we know which one was preceding it).
int i = 1; // the calculated length of the DNA sequence given the base_10 representation of its BitSet.
while (nextContext <= number) { // find the length of the dna string (i)
preContext = nextContext; // keep track of the number of combinations in the preceding context
nextContext += Math.pow(4, ++i);// calculate the next context
}
number -= preContext; // subtract the the number of combinations of the preceding context from the number to get to the quasi-canonical representation
String dna = "";
while (number > 0) { // perform a simple base_10 to base_4 conversion (quasi-canonical)
byte base = (byte) (number % 4);
switch (base) {
case 0 : dna = "A" + dna; break;
case 1 : dna = "C" + dna; break;
case 2 : dna = "G" + dna; break;
case 3 : dna = "T" + dna; break;
}
number /= 4;
}
for (int j = dna.length(); j < i; j++)
dna = "A" + dna; // add leading A's as necessary (due to the "quasi" canonical status, see description above)
return dna;
}
/**
* Creates a BitSet representation of a given dna string.
*
* Warning: This conversion is limited to long precision, therefore the dna sequence cannot
* be longer than 31 bases. To increase this limit, use BigNumbers instead of long and create
* a bitSetFrom(BigNumber) method.
*
* The bit representation of a dna string is the simple:
* 0 A 4 AA 8 CA
* 1 C 5 AC ...
* 2 G 6 AG 1343 TTGGT
* 3 T 7 AT 1364 TTTTT
*
* To convert from dna to number, we convert the dna string to base10 and add all combinations that
* preceded the string (with smaller lengths).
*
* @param dna the dna sequence
* @return the bitset representing the dna sequence
*/
public static BitSet bitSetFrom(String dna) {
if (dna.length() > 31)
throw new ReviewedStingException(String.format("DNA Length cannot be bigger than 31. dna: %s (%d)", dna, dna.length()));
long baseTen = 0; // the number in base_10 that we are going to use to generate the bit set
long preContext = 0; // the sum of all combinations that preceded the length of the dna string
for (int i=0; i<dna.length(); i++) {
baseTen *= 4;
switch(dna.charAt(i)) {
case 'A': baseTen += 0; break;
case 'C': baseTen += 1; break;
case 'G': baseTen += 2; break;
case 'T': baseTen += 3; break;
}
if (i>0)
preContext += Math.pow(4, i); // each length will have 4^i combinations (e.g 1 = 4, 2 = 16, 3 = 64, ...)
}
return bitSetFrom(baseTen+preContext); // the number representing this DNA string is the base_10 representation plus all combinations that preceded this string length.
}
}

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@ -207,14 +207,34 @@ public class MathUtilsUnitTest extends BaseTest {
@Test(enabled = true)
public void testIntAndBitSetConversion() {
Assert.assertEquals(428, MathUtils.intFrom(MathUtils.bitSetFrom(428)));
Assert.assertEquals(239847, MathUtils.intFrom(MathUtils.bitSetFrom(239847)));
Assert.assertEquals(12726, MathUtils.intFrom(MathUtils.bitSetFrom(12726)));
Assert.assertEquals(0, MathUtils.intFrom(MathUtils.bitSetFrom(0)));
Assert.assertEquals(1, MathUtils.intFrom(MathUtils.bitSetFrom(1)));
Assert.assertEquals(65536, MathUtils.intFrom(MathUtils.bitSetFrom(65536)));
Assert.assertEquals(MathUtils.intFrom(MathUtils.bitSetFrom(428)), 428);
Assert.assertEquals(MathUtils.intFrom(MathUtils.bitSetFrom(239847)), 239847);
Assert.assertEquals(MathUtils.intFrom(MathUtils.bitSetFrom(12726)), 12726);
Assert.assertEquals(MathUtils.intFrom(MathUtils.bitSetFrom(0)), 0);
Assert.assertEquals(MathUtils.intFrom(MathUtils.bitSetFrom(1)), 1);
Assert.assertEquals(MathUtils.intFrom(MathUtils.bitSetFrom(65536)), 65536);
Assert.assertEquals(MathUtils.intFrom(MathUtils.bitSetFrom(Long.MAX_VALUE)), Long.MAX_VALUE);
}
@Test(enabled = true)
public void testDNAAndBitSetConversion() {
Assert.assertEquals(MathUtils.dnaFrom(MathUtils.bitSetFrom("ACGT")), "ACGT");
Assert.assertEquals(MathUtils.dnaFrom(MathUtils.bitSetFrom("AGGTGTTGT")), "AGGTGTTGT");
Assert.assertEquals(MathUtils.dnaFrom(MathUtils.bitSetFrom("A")), "A");
Assert.assertEquals(MathUtils.dnaFrom(MathUtils.bitSetFrom("C")), "C");
Assert.assertEquals(MathUtils.dnaFrom(MathUtils.bitSetFrom("G")), "G");
Assert.assertEquals(MathUtils.dnaFrom(MathUtils.bitSetFrom("T")), "T");
Assert.assertEquals(MathUtils.dnaFrom(MathUtils.bitSetFrom("CC")), "CC");
Assert.assertEquals(MathUtils.dnaFrom(MathUtils.bitSetFrom("AA")), "AA");
Assert.assertEquals(MathUtils.dnaFrom(MathUtils.bitSetFrom("AAAA")), "AAAA");
Assert.assertEquals(MathUtils.dnaFrom(MathUtils.bitSetFrom("CCCCCCCCCCCCCC")), "CCCCCCCCCCCCCC");
Assert.assertEquals(MathUtils.dnaFrom(MathUtils.bitSetFrom("GGGGGGGGGGGGGG")), "GGGGGGGGGGGGGG");
Assert.assertEquals(MathUtils.dnaFrom(MathUtils.bitSetFrom("TTTTTTTTTTTTTT")), "TTTTTTTTTTTTTT");
Assert.assertEquals(MathUtils.dnaFrom(MathUtils.bitSetFrom("GTAGACCGATCTCAGCTAGT")), "GTAGACCGATCTCAGCTAGT");
Assert.assertEquals(MathUtils.dnaFrom(MathUtils.bitSetFrom("AACGTCAATGCAGTCAAGTCAGACGTGGGTT")), "AACGTCAATGCAGTCAAGTCAGACGTGGGTT"); // testing max precision (length == 31)
}
private boolean hasUniqueElements(Object[] x) {
for (int i = 0; i < x.length; i++)
for (int j = i + 1; j < x.length; j++)