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bwStats.c
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bwStats.c
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#include "bigWig.h"
#include "bwCommon.h"
#include <errno.h>
#include <stdlib.h>
#include <zlib.h>
#include <math.h>
#include <string.h>
//Returns -1 if there are no applicable levels, otherwise an integer indicating the most appropriate level.
//Like Kent's library, this divides the desired bin size by 2 to minimize the effect of blocks overlapping multiple bins
static int32_t determineZoomLevel(const bigWigFile_t *fp, int basesPerBin) {
int32_t out = -1;
int64_t diff;
uint32_t bestDiff = -1;
uint16_t i;
basesPerBin/=2;
for(i=0; i<fp->hdr->nLevels; i++) {
diff = basesPerBin - (int64_t) fp->hdr->zoomHdrs->level[i];
if(diff >= 0 && diff < bestDiff) {
bestDiff = diff;
out = i;
}
}
return out;
}
/// @cond SKIP
struct val_t {
uint32_t nBases;
float min, max, sum, sumsq;
double scalar;
};
struct vals_t {
uint32_t n;
struct val_t **vals;
};
/// @endcond
void destroyVals_t(struct vals_t *v) {
uint32_t i;
if(!v) return;
for(i=0; i<v->n; i++) free(v->vals[i]);
if(v->vals) free(v->vals);
free(v);
}
//Determine the base-pair overlap between an interval and a block
double getScalar(uint32_t i_start, uint32_t i_end, uint32_t b_start, uint32_t b_end) {
double rv = 0.0;
if(b_start <= i_start) {
if(b_end > i_start) rv = ((double)(b_end - i_start))/(b_end-b_start);
} else if(b_start < i_end) {
if(b_end < i_end) rv = ((double)(b_end - b_start))/(b_end-b_start);
else rv = ((double)(i_end - b_start))/(b_end-b_start);
}
return rv;
}
//Returns NULL on error
static struct vals_t *getVals(bigWigFile_t *fp, bwOverlapBlock_t *o, int i, uint32_t tid, uint32_t start, uint32_t end) {
void *buf = NULL, *compBuf = NULL;
uLongf sz = fp->hdr->bufSize;
int compressed = 0, rv;
uint32_t *p, vtid, vstart, vend;
struct vals_t *vals = NULL;
struct val_t *v = NULL;
if(sz) {
compressed = 1;
buf = malloc(sz);
}
sz = 0; //This is now the size of the compressed buffer
if(bwSetPos(fp, o->offset[i])) goto error;
vals = calloc(1,sizeof(struct vals_t));
if(!vals) goto error;
v = malloc(sizeof(struct val_t));
if(!v) goto error;
if(sz < o->size[i]) compBuf = malloc(o->size[i]);
if(!compBuf) goto error;
if(bwRead(compBuf, o->size[i], 1, fp) != 1) goto error;
if(compressed) {
sz = fp->hdr->bufSize;
rv = uncompress(buf, &sz, compBuf, o->size[i]);
if(rv != Z_OK) goto error;
} else {
buf = compBuf;
sz = o->size[i];
}
p = buf;
while(((uLongf) ((void*)p-buf)) < sz) {
vtid = p[0];
vstart = p[1];
vend = p[2];
v->nBases = p[3];
v->min = ((float*) p)[4];
v->max = ((float*) p)[5];
v->sum = ((float*) p)[6];
v->sumsq = ((float*) p)[7];
v->scalar = getScalar(start, end, vstart, vend);
if(tid == vtid) {
if((start <= vstart && end > vstart) || (start < vend && start >= vstart)) {
vals->vals = realloc(vals->vals, sizeof(struct val_t*)*(vals->n+1));
if(!vals->vals) goto error;
vals->vals[vals->n++] = v;
v = malloc(sizeof(struct val_t));
if(!v) goto error;
}
if(vstart > end) break;
} else if(vtid > tid) {
break;
}
p+=8;
}
free(v);
free(buf);
if(compressed) free(compBuf);
return vals;
error:
if(buf) free(buf);
if(compBuf && compressed) free(compBuf);
if(v) free(v);
destroyVals_t(vals);
return NULL;
}
//On error, errno is set to ENOMEM and NaN is returned (though NaN can be returned normally)
static double blockMean(bigWigFile_t *fp, bwOverlapBlock_t *blocks, uint32_t tid, uint32_t start, uint32_t end) {
uint32_t i, j;
double output = 0.0, coverage = 0.0;
struct vals_t *v = NULL;
if(!blocks->n) return strtod("NaN", NULL);
//Iterate over the blocks
for(i=0; i<blocks->n; i++) {
v = getVals(fp, blocks, i, tid, start, end);
if(!v) goto error;
for(j=0; j<v->n; j++) {
output += v->vals[j]->sum * v->vals[j]->scalar;
coverage += v->vals[j]->nBases * v->vals[j]->scalar;
}
destroyVals_t(v);
}
if(!coverage) return strtod("NaN", NULL);
return output/coverage;
error:
if(v) free(v);
errno = ENOMEM;
return strtod("NaN", NULL);
}
static double intMean(bwOverlappingIntervals_t* ints, uint32_t start, uint32_t end) {
double sum = 0.0;
uint32_t nBases = 0, i, start_use, end_use;
if(!ints->l) return strtod("NaN", NULL);
for(i=0; i<ints->l; i++) {
start_use = ints->start[i];
end_use = ints->end[i];
if(ints->start[i] < start) start_use = start;
if(ints->end[i] > end) end_use = end;
nBases += end_use-start_use;
sum += (end_use-start_use)*((double) ints->value[i]);
}
return sum/nBases;
}
//Does UCSC compensate for partial block/range overlap?
static double blockDev(bigWigFile_t *fp, bwOverlapBlock_t *blocks, uint32_t tid, uint32_t start, uint32_t end) {
uint32_t i, j;
double mean = 0.0, ssq = 0.0, coverage = 0.0, diff;
struct vals_t *v = NULL;
if(!blocks->n) return strtod("NaN", NULL);
//Iterate over the blocks
for(i=0; i<blocks->n; i++) {
v = getVals(fp, blocks, i, tid, start, end);
if(!v) goto error;
for(j=0; j<v->n; j++) {
coverage += v->vals[j]->nBases * v->vals[j]->scalar;
mean += v->vals[j]->sum * v->vals[j]->scalar;
ssq += v->vals[j]->sumsq * v->vals[j]->scalar;
}
destroyVals_t(v);
v = NULL;
}
if(coverage<=1.0) return strtod("NaN", NULL);
diff = ssq-mean*mean/coverage;
if(coverage > 1.0) diff /= coverage-1;
if(fabs(diff) > 1e-8) { //Ignore floating point differences
return sqrt(diff);
} else {
return 0.0;
}
error:
if(v) destroyVals_t(v);
errno = ENOMEM;
return strtod("NaN", NULL);
}
//This uses compensated summation to account for finite precision math
static double intDev(bwOverlappingIntervals_t* ints, uint32_t start, uint32_t end) {
double v1 = 0.0, mean, rv;
uint32_t nBases = 0, i, start_use, end_use;
if(!ints->l) return strtod("NaN", NULL);
mean = intMean(ints, start, end);
for(i=0; i<ints->l; i++) {
start_use = ints->start[i];
end_use = ints->end[i];
if(ints->start[i] < start) start_use = start;
if(ints->end[i] > end) end_use = end;
nBases += end_use-start_use;
v1 += (end_use-start_use) * pow(ints->value[i]-mean, 2.0); //running sum of squared difference
}
if(nBases>=2) rv = sqrt(v1/(nBases-1));
else if(nBases==1) rv = sqrt(v1);
else rv = strtod("NaN", NULL);
return rv;
}
static double blockMax(bigWigFile_t *fp, bwOverlapBlock_t *blocks, uint32_t tid, uint32_t start, uint32_t end) {
uint32_t i, j, isNA = 1;
double o = strtod("NaN", NULL);
struct vals_t *v = NULL;
if(!blocks->n) return o;
//Iterate the blocks
for(i=0; i<blocks->n; i++) {
v = getVals(fp, blocks, i, tid, start, end);
if(!v) goto error;
for(j=0; j<v->n; j++) {
if(isNA) {
o = v->vals[j]->max;
isNA = 0;
} else if(v->vals[j]->max > o) {
o = v->vals[j]->max;
}
}
destroyVals_t(v);
}
return o;
error:
destroyVals_t(v);
errno = ENOMEM;
return strtod("NaN", NULL);
}
static double intMax(bwOverlappingIntervals_t* ints) {
uint32_t i;
double o;
if(ints->l < 1) return strtod("NaN", NULL);
o = ints->value[0];
for(i=1; i<ints->l; i++) {
if(ints->value[i] > o) o = ints->value[i];
}
return o;
}
static double blockMin(bigWigFile_t *fp, bwOverlapBlock_t *blocks, uint32_t tid, uint32_t start, uint32_t end) {
uint32_t i, j, isNA = 1;
double o = strtod("NaN", NULL);
struct vals_t *v = NULL;
if(!blocks->n) return o;
//Iterate the blocks
for(i=0; i<blocks->n; i++) {
v = getVals(fp, blocks, i, tid, start, end);
if(!v) goto error;
for(j=0; j<v->n; j++) {
if(isNA) {
o = v->vals[j]->min;
isNA = 0;
} else if(v->vals[j]->min < o) o = v->vals[j]->min;
}
destroyVals_t(v);
}
return o;
error:
destroyVals_t(v);
errno = ENOMEM;
return strtod("NaN", NULL);
}
static double intMin(bwOverlappingIntervals_t* ints) {
uint32_t i;
double o;
if(ints->l < 1) return strtod("NaN", NULL);
o = ints->value[0];
for(i=1; i<ints->l; i++) {
if(ints->value[i] < o) o = ints->value[i];
}
return o;
}
//Does UCSC compensate for only partial block/interval overlap?
static double blockCoverage(bigWigFile_t *fp, bwOverlapBlock_t *blocks, uint32_t tid, uint32_t start, uint32_t end) {
uint32_t i, j;
double o = 0.0;
struct vals_t *v = NULL;
if(!blocks->n) return strtod("NaN", NULL);
//Iterate over the blocks
for(i=0; i<blocks->n; i++) {
v = getVals(fp, blocks, i, tid, start, end);
if(!v) goto error;
for(j=0; j<v->n; j++) {
o+= v->vals[j]->nBases * v->vals[j]->scalar;
}
destroyVals_t(v);
}
if(o == 0.0) return strtod("NaN", NULL);
return o;
error:
destroyVals_t(v);
errno = ENOMEM;
return strtod("NaN", NULL);
}
static double intCoverage(bwOverlappingIntervals_t* ints, uint32_t start, uint32_t end) {
uint32_t i, start_use, end_use;
double o = 0.0;
if(!ints->l) return strtod("NaN", NULL);
for(i=0; i<ints->l; i++) {
start_use = ints->start[i];
end_use = ints->end[i];
if(start_use < start) start_use = start;
if(end_use > end) end_use = end;
o += end_use - start_use;
}
return o/(end-start);
}
static double blockSum(bigWigFile_t *fp, bwOverlapBlock_t *blocks, uint32_t tid, uint32_t start, uint32_t end) {
uint32_t i, j, sizeUse;
double o = 0.0;
struct vals_t *v = NULL;
if(!blocks->n) return strtod("NaN", NULL);
//Iterate over the blocks
for(i=0; i<blocks->n; i++) {
v = getVals(fp, blocks, i, tid, start, end);
if(!v) goto error;
for(j=0; j<v->n; j++) {
//Multiply the block average by min(bases covered, block overlap with interval)
sizeUse = v->vals[j]->scalar;
if(sizeUse > v->vals[j]->nBases) sizeUse = v->vals[j]->nBases;
o+= (v->vals[j]->sum * sizeUse) / v->vals[j]->nBases;
}
destroyVals_t(v);
}
if(o == 0.0) return strtod("NaN", NULL);
return o;
error:
destroyVals_t(v);
errno = ENOMEM;
return strtod("NaN", NULL);
}
static double intSum(bwOverlappingIntervals_t* ints, uint32_t start, uint32_t end) {
uint32_t i, start_use, end_use;
double o = 0.0;
if(!ints->l) return strtod("NaN", NULL);
for(i=0; i<ints->l; i++) {
start_use = ints->start[i];
end_use = ints->end[i];
if(start_use < start) start_use = start;
if(end_use > end) end_use = end;
o += (end_use - start_use) * ints->value[i];
}
return o;
}
//Returns NULL on error, otherwise a double* that needs to be free()d
static double *bwStatsFromZoom(bigWigFile_t *fp, int32_t level, uint32_t tid, uint32_t start, uint32_t end, uint32_t nBins, enum bwStatsType type) {
bwOverlapBlock_t *blocks = NULL;
double *output = NULL;
uint32_t pos = start, i, end2;
if(!fp->hdr->zoomHdrs->idx[level]) {
fp->hdr->zoomHdrs->idx[level] = bwReadIndex(fp, fp->hdr->zoomHdrs->indexOffset[level]);
if(!fp->hdr->zoomHdrs->idx[level]) return NULL;
}
errno = 0; //Sometimes libCurls sets and then doesn't unset errno on errors
output = malloc(sizeof(double)*nBins);
if(!output) return NULL;
for(i=0, pos=start; i<nBins; i++) {
end2 = start + ((double)(end-start)*(i+1))/((int) nBins);
blocks = walkRTreeNodes(fp, fp->hdr->zoomHdrs->idx[level]->root, tid, pos, end2);
if(!blocks) goto error;
switch(type) {
case 0:
//mean
output[i] = blockMean(fp, blocks, tid, pos, end2);
break;
case 1:
//stdev
output[i] = blockDev(fp, blocks, tid, pos, end2);
break;
case 2:
//max
output[i] = blockMax(fp, blocks, tid, pos, end2);
break;
case 3:
//min
output[i] = blockMin(fp, blocks, tid, pos, end2);
break;
case 4:
//cov
output[i] = blockCoverage(fp, blocks, tid, pos, end2)/(end2-pos);
break;
case 5:
//sum
output[i] = blockSum(fp, blocks, tid, pos, end2);
break;
default:
goto error;
break;
}
if(errno) goto error;
destroyBWOverlapBlock(blocks);
pos = end2;
}
return output;
error:
fprintf(stderr, "got an error in bwStatsFromZoom in the range %"PRIu32"-%"PRIu32": %s\n", pos, end2, strerror(errno));
if(blocks) destroyBWOverlapBlock(blocks);
if(output) free(output);
return NULL;
}
double *bwStatsFromFull(bigWigFile_t *fp, const char *chrom, uint32_t start, uint32_t end, uint32_t nBins, enum bwStatsType type) {
bwOverlappingIntervals_t *ints = NULL;
double *output = malloc(sizeof(double)*nBins);
uint32_t i, pos = start, end2;
if(!output) return NULL;
for(i=0; i<nBins; i++) {
end2 = start + ((double)(end-start)*(i+1))/((int) nBins);
ints = bwGetOverlappingIntervals(fp, chrom, pos, end2);
if(!ints) {
output[i] = strtod("NaN", NULL);
continue;
}
switch(type) {
default :
case 0:
output[i] = intMean(ints, pos, end2);
break;
case 1:
output[i] = intDev(ints, pos, end2);
break;
case 2:
output[i] = intMax(ints);
break;
case 3:
output[i] = intMin(ints);
break;
case 4:
output[i] = intCoverage(ints, pos, end2);
break;
case 5:
output[i] = intSum(ints, pos, end2);
break;
}
bwDestroyOverlappingIntervals(ints);
pos = end2;
}
return output;
}
//Returns a list of floats of length nBins that must be free()d
//On error, NULL is returned
double *bwStats(bigWigFile_t *fp, const char *chrom, uint32_t start, uint32_t end, uint32_t nBins, enum bwStatsType type) {
int32_t level = determineZoomLevel(fp, ((double)(end-start))/((int) nBins));
uint32_t tid = bwGetTid(fp, chrom);
if(tid == (uint32_t) -1) return NULL;
if(level == -1) return bwStatsFromFull(fp, chrom, start, end, nBins, type);
return bwStatsFromZoom(fp, level, tid, start, end, nBins, type);
}