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bam2bcf.c
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bam2bcf.c
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#include <math.h>
#include <stdint.h>
#include "bam.h"
#include "kstring.h"
#include "bam2bcf.h"
#include "errmod.h"
#include "bcftools/bcf.h"
extern void ks_introsort_uint32_t(size_t n, uint32_t a[]);
#define CALL_ETA 0.03f
#define CALL_MAX 256
#define CALL_DEFTHETA 0.83f
#define DEF_MAPQ 20
#define CAP_DIST 25
bcf_callaux_t *bcf_call_init(double theta, int min_baseQ)
{
bcf_callaux_t *bca;
if (theta <= 0.) theta = CALL_DEFTHETA;
bca = calloc(1, sizeof(bcf_callaux_t));
bca->capQ = 60;
bca->openQ = 40; bca->extQ = 20; bca->tandemQ = 100;
bca->min_baseQ = min_baseQ;
bca->e = errmod_init(1. - theta);
bca->min_frac = 0.002;
bca->min_support = 1;
return bca;
}
void bcf_call_destroy(bcf_callaux_t *bca)
{
if (bca == 0) return;
errmod_destroy(bca->e);
free(bca->bases); free(bca->inscns); free(bca);
}
/* ref_base is the 4-bit representation of the reference base. It is
* negative if we are looking at an indel. */
int bcf_call_glfgen(int _n, const bam_pileup1_t *pl, int ref_base, bcf_callaux_t *bca, bcf_callret1_t *r)
{
static int *var_pos = NULL, nvar_pos = 0;
int i, n, ref4, is_indel, ori_depth = 0;
memset(r, 0, sizeof(bcf_callret1_t));
if (ref_base >= 0) {
ref4 = bam_nt16_nt4_table[ref_base];
is_indel = 0;
} else ref4 = 4, is_indel = 1;
if (_n == 0) return -1;
// enlarge the bases array if necessary
if (bca->max_bases < _n) {
bca->max_bases = _n;
kroundup32(bca->max_bases);
bca->bases = (uint16_t*)realloc(bca->bases, 2 * bca->max_bases);
}
// fill the bases array
memset(r, 0, sizeof(bcf_callret1_t));
for (i = n = r->n_supp = 0; i < _n; ++i) {
const bam_pileup1_t *p = pl + i;
int q, b, mapQ, baseQ, is_diff, min_dist, seqQ;
// set base
if (p->is_del || p->is_refskip || (p->b->core.flag&BAM_FUNMAP)) continue;
++ori_depth;
baseQ = q = is_indel? p->aux&0xff : (int)bam1_qual(p->b)[p->qpos]; // base/indel quality
seqQ = is_indel? (p->aux>>8&0xff) : 99;
if (q < bca->min_baseQ) continue;
if (q > seqQ) q = seqQ;
mapQ = p->b->core.qual < 255? p->b->core.qual : DEF_MAPQ; // special case for mapQ==255
mapQ = mapQ < bca->capQ? mapQ : bca->capQ;
if (q > mapQ) q = mapQ;
if (q > 63) q = 63;
if (q < 4) q = 4;
if (!is_indel) {
b = bam1_seqi(bam1_seq(p->b), p->qpos); // base
b = bam_nt16_nt4_table[b? b : ref_base]; // b is the 2-bit base
is_diff = (ref4 < 4 && b == ref4)? 0 : 1;
} else {
b = p->aux>>16&0x3f;
is_diff = (b != 0);
}
if (is_diff) ++r->n_supp;
bca->bases[n++] = q<<5 | (int)bam1_strand(p->b)<<4 | b;
// collect annotations
if (b < 4) r->qsum[b] += q;
++r->anno[0<<2|is_diff<<1|bam1_strand(p->b)];
min_dist = p->b->core.l_qseq - 1 - p->qpos;
if (min_dist > p->qpos) min_dist = p->qpos;
if (min_dist > CAP_DIST) min_dist = CAP_DIST;
r->anno[1<<2|is_diff<<1|0] += baseQ;
r->anno[1<<2|is_diff<<1|1] += baseQ * baseQ;
r->anno[2<<2|is_diff<<1|0] += mapQ;
r->anno[2<<2|is_diff<<1|1] += mapQ * mapQ;
r->anno[3<<2|is_diff<<1|0] += min_dist;
r->anno[3<<2|is_diff<<1|1] += min_dist * min_dist;
}
r->depth = n; r->ori_depth = ori_depth;
// glfgen
errmod_cal(bca->e, n, 5, bca->bases, r->p);
// Calculate the Variant Distance Bias (make it optional?)
if ( nvar_pos < _n ) {
nvar_pos = _n;
var_pos = realloc(var_pos,sizeof(int)*nvar_pos);
}
int alt_dp=0, read_len=0;
for (i=0; i<_n; i++) {
const bam_pileup1_t *p = pl + i;
if ( bam1_seqi(bam1_seq(p->b),p->qpos) == ref_base )
continue;
var_pos[alt_dp] = p->qpos;
if ( (bam1_cigar(p->b)[0]&BAM_CIGAR_MASK)==4 )
var_pos[alt_dp] -= bam1_cigar(p->b)[0]>>BAM_CIGAR_SHIFT;
alt_dp++;
read_len += p->b->core.l_qseq;
}
float mvd=0;
int j;
n=0;
for (i=0; i<alt_dp; i++) {
for (j=0; j<i; j++) {
mvd += abs(var_pos[i] - var_pos[j]);
n++;
}
}
r->mvd[0] = n ? mvd/n : 0;
r->mvd[1] = alt_dp;
r->mvd[2] = alt_dp ? read_len/alt_dp : 0;
return r->depth;
}
void calc_vdb(int n, const bcf_callret1_t *calls, bcf_call_t *call)
{
// Variant distance bias. Samples merged by means of DP-weighted average.
float weight=0, tot_prob=0;
int i;
for (i=0; i<n; i++)
{
int mvd = calls[i].mvd[0];
int dp = calls[i].mvd[1];
int read_len = calls[i].mvd[2];
if ( dp<2 ) continue;
float prob = 0;
if ( dp==2 )
{
// Exact formula
prob = (mvd==0) ? 1.0/read_len : (read_len-mvd)*2.0/read_len/read_len;
}
else if ( dp==3 )
{
// Sin, quite accurate approximation
float mu = read_len/2.9;
prob = mvd>2*mu ? 0 : sin(mvd*3.14/2/mu) / (4*mu/3.14);
}
else
{
// Scaled gaussian curve, crude approximation, but behaves well. Using fixed depth for bigger depths.
if ( dp>5 )
dp = 5;
float sigma2 = (read_len/1.9/(dp+1)) * (read_len/1.9/(dp+1));
float norm = 1.125*sqrt(2*3.14*sigma2);
float mu = read_len/2.9;
if ( mvd < mu )
prob = exp(-(mvd-mu)*(mvd-mu)/2/sigma2)/norm;
else
prob = exp(-(mvd-mu)*(mvd-mu)/3.125/sigma2)/norm;
}
//fprintf(stderr,"dp=%d mvd=%d read_len=%d -> prob=%f\n", dp,mvd,read_len,prob);
tot_prob += prob*dp;
weight += dp;
}
tot_prob = weight ? tot_prob/weight : 1;
//fprintf(stderr,"prob=%f\n", tot_prob);
call->vdb = tot_prob;
}
int bcf_call_combine(int n, const bcf_callret1_t *calls, int ref_base /*4-bit*/, bcf_call_t *call)
{
int ref4, i, j, qsum[4];
int64_t tmp;
if (ref_base >= 0) {
call->ori_ref = ref4 = bam_nt16_nt4_table[ref_base];
if (ref4 > 4) ref4 = 4;
} else call->ori_ref = -1, ref4 = 0;
// calculate qsum
memset(qsum, 0, 4 * sizeof(int));
for (i = 0; i < n; ++i)
for (j = 0; j < 4; ++j)
qsum[j] += calls[i].qsum[j];
for (j = 0; j < 4; ++j) qsum[j] = qsum[j] << 2 | j;
// find the top 2 alleles
for (i = 1; i < 4; ++i) // insertion sort
for (j = i; j > 0 && qsum[j] < qsum[j-1]; --j)
tmp = qsum[j], qsum[j] = qsum[j-1], qsum[j-1] = tmp;
// set the reference allele and alternative allele(s)
for (i = 0; i < 5; ++i) call->a[i] = -1;
call->unseen = -1;
call->a[0] = ref4;
for (i = 3, j = 1; i >= 0; --i) {
if ((qsum[i]&3) != ref4) {
if (qsum[i]>>2 != 0) call->a[j++] = qsum[i]&3;
else break;
}
}
if (ref_base >= 0) { // for SNPs, find the "unseen" base
if (((ref4 < 4 && j < 4) || (ref4 == 4 && j < 5)) && i >= 0)
call->unseen = j, call->a[j++] = qsum[i]&3;
call->n_alleles = j;
} else {
call->n_alleles = j;
if (call->n_alleles == 1) return -1; // no reliable supporting read. stop doing anything
}
// set the PL array
if (call->n < n) {
call->n = n;
call->PL = realloc(call->PL, 15 * n);
}
{
int x, g[15], z;
double sum_min = 0.;
x = call->n_alleles * (call->n_alleles + 1) / 2;
// get the possible genotypes
for (i = z = 0; i < call->n_alleles; ++i)
for (j = 0; j <= i; ++j)
g[z++] = call->a[j] * 5 + call->a[i];
for (i = 0; i < n; ++i) {
uint8_t *PL = call->PL + x * i;
const bcf_callret1_t *r = calls + i;
float min = 1e37;
for (j = 0; j < x; ++j)
if (min > r->p[g[j]]) min = r->p[g[j]];
sum_min += min;
for (j = 0; j < x; ++j) {
int y;
y = (int)(r->p[g[j]] - min + .499);
if (y > 255) y = 255;
PL[j] = y;
}
}
// if (ref_base < 0) fprintf(stderr, "%d,%d,%f,%d\n", call->n_alleles, x, sum_min, call->unseen);
call->shift = (int)(sum_min + .499);
}
// combine annotations
memset(call->anno, 0, 16 * sizeof(int));
for (i = call->depth = call->ori_depth = 0, tmp = 0; i < n; ++i) {
call->depth += calls[i].depth;
call->ori_depth += calls[i].ori_depth;
for (j = 0; j < 16; ++j) call->anno[j] += calls[i].anno[j];
}
calc_vdb(n, calls, call);
return 0;
}
int bcf_call2bcf(int tid, int pos, bcf_call_t *bc, bcf1_t *b, bcf_callret1_t *bcr, int fmt_flag,
const bcf_callaux_t *bca, const char *ref)
{
extern double kt_fisher_exact(int n11, int n12, int n21, int n22, double *_left, double *_right, double *two);
kstring_t s;
int i, j;
b->n_smpl = bc->n;
b->tid = tid; b->pos = pos; b->qual = 0;
s.s = b->str; s.m = b->m_str; s.l = 0;
kputc('\0', &s);
if (bc->ori_ref < 0) { // an indel
// write REF
kputc(ref[pos], &s);
for (j = 0; j < bca->indelreg; ++j) kputc(ref[pos+1+j], &s);
kputc('\0', &s);
// write ALT
kputc(ref[pos], &s);
for (i = 1; i < 4; ++i) {
if (bc->a[i] < 0) break;
if (i > 1) {
kputc(',', &s); kputc(ref[pos], &s);
}
if (bca->indel_types[bc->a[i]] < 0) { // deletion
for (j = -bca->indel_types[bc->a[i]]; j < bca->indelreg; ++j)
kputc(ref[pos+1+j], &s);
} else { // insertion; cannot be a reference unless a bug
char *inscns = &bca->inscns[bc->a[i] * bca->maxins];
for (j = 0; j < bca->indel_types[bc->a[i]]; ++j)
kputc("ACGTN"[(int)inscns[j]], &s);
for (j = 0; j < bca->indelreg; ++j) kputc(ref[pos+1+j], &s);
}
}
kputc('\0', &s);
} else { // a SNP
kputc("ACGTN"[bc->ori_ref], &s); kputc('\0', &s);
for (i = 1; i < 5; ++i) {
if (bc->a[i] < 0) break;
if (i > 1) kputc(',', &s);
kputc(bc->unseen == i? 'X' : "ACGT"[bc->a[i]], &s);
}
kputc('\0', &s);
}
kputc('\0', &s);
// INFO
if (bc->ori_ref < 0) kputs("INDEL;", &s);
kputs("DP=", &s); kputw(bc->ori_depth, &s); kputs(";I16=", &s);
for (i = 0; i < 16; ++i) {
if (i) kputc(',', &s);
kputw(bc->anno[i], &s);
}
if (bc->vdb != 1)
ksprintf(&s, ";VDB=%.4f", bc->vdb);
kputc('\0', &s);
// FMT
kputs("PL", &s);
if (bcr && fmt_flag) {
if (fmt_flag & B2B_FMT_DP) kputs(":DP", &s);
if (fmt_flag & B2B_FMT_DV) kputs(":DV", &s);
if (fmt_flag & B2B_FMT_SP) kputs(":SP", &s);
}
kputc('\0', &s);
b->m_str = s.m; b->str = s.s; b->l_str = s.l;
bcf_sync(b);
memcpy(b->gi[0].data, bc->PL, b->gi[0].len * bc->n);
if (bcr && fmt_flag) {
uint16_t *dp = (fmt_flag & B2B_FMT_DP)? b->gi[1].data : 0;
uint16_t *dv = (fmt_flag & B2B_FMT_DV)? b->gi[1 + ((fmt_flag & B2B_FMT_DP) != 0)].data : 0;
int32_t *sp = (fmt_flag & B2B_FMT_SP)? b->gi[1 + ((fmt_flag & B2B_FMT_DP) != 0) + ((fmt_flag & B2B_FMT_DV) != 0)].data : 0;
for (i = 0; i < bc->n; ++i) {
bcf_callret1_t *p = bcr + i;
if (dp) dp[i] = p->depth < 0xffff? p->depth : 0xffff;
if (dv) dv[i] = p->n_supp < 0xffff? p->n_supp : 0xffff;
if (sp) {
if (p->anno[0] + p->anno[1] < 2 || p->anno[2] + p->anno[3] < 2
|| p->anno[0] + p->anno[2] < 2 || p->anno[1] + p->anno[3] < 2)
{
sp[i] = 0;
} else {
double left, right, two;
int x;
kt_fisher_exact(p->anno[0], p->anno[1], p->anno[2], p->anno[3], &left, &right, &two);
x = (int)(-4.343 * log(two) + .499);
if (x > 255) x = 255;
sp[i] = x;
}
}
}
}
return 0;
}