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bam2bcf_indel.c
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bam2bcf_indel.c
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#include <assert.h>
#include <ctype.h>
#include <string.h>
#include "bam.h"
#include "bam2bcf.h"
#include "kaln.h"
#include "kprobaln.h"
#include "khash.h"
KHASH_SET_INIT_STR(rg)
#include "ksort.h"
KSORT_INIT_GENERIC(uint32_t)
#define MINUS_CONST 0x10000000
#define INDEL_WINDOW_SIZE 50
void *bcf_call_add_rg(void *_hash, const char *hdtext, const char *list)
{
const char *s, *p, *q, *r, *t;
khash_t(rg) *hash;
if (list == 0 || hdtext == 0) return _hash;
if (_hash == 0) _hash = kh_init(rg);
hash = (khash_t(rg)*)_hash;
if ((s = strstr(hdtext, "@RG\t")) == 0) return hash;
do {
t = strstr(s + 4, "@RG\t"); // the next @RG
if ((p = strstr(s, "\tID:")) != 0) p += 4;
if ((q = strstr(s, "\tPL:")) != 0) q += 4;
if (p && q && (t == 0 || (p < t && q < t))) { // ID and PL are both present
int lp, lq;
char *x;
for (r = p; *r && *r != '\t' && *r != '\n'; ++r); lp = r - p;
for (r = q; *r && *r != '\t' && *r != '\n'; ++r); lq = r - q;
x = calloc((lp > lq? lp : lq) + 1, 1);
for (r = q; *r && *r != '\t' && *r != '\n'; ++r) x[r-q] = *r;
if (strstr(list, x)) { // insert ID to the hash table
khint_t k;
int ret;
for (r = p; *r && *r != '\t' && *r != '\n'; ++r) x[r-p] = *r;
x[r-p] = 0;
k = kh_get(rg, hash, x);
if (k == kh_end(hash)) k = kh_put(rg, hash, x, &ret);
else free(x);
} else free(x);
}
s = t;
} while (s);
return hash;
}
void bcf_call_del_rghash(void *_hash)
{
khint_t k;
khash_t(rg) *hash = (khash_t(rg)*)_hash;
if (hash == 0) return;
for (k = kh_begin(hash); k < kh_end(hash); ++k)
if (kh_exist(hash, k))
free((char*)kh_key(hash, k));
kh_destroy(rg, hash);
}
static int tpos2qpos(const bam1_core_t *c, const uint32_t *cigar, int32_t tpos, int is_left, int32_t *_tpos)
{
int k, x = c->pos, y = 0, last_y = 0;
*_tpos = c->pos;
for (k = 0; k < c->n_cigar; ++k) {
int op = cigar[k] & BAM_CIGAR_MASK;
int l = cigar[k] >> BAM_CIGAR_SHIFT;
if (op == BAM_CMATCH || op == BAM_CEQUAL || op == BAM_CDIFF) {
if (c->pos > tpos) return y;
if (x + l > tpos) {
*_tpos = tpos;
return y + (tpos - x);
}
x += l; y += l;
last_y = y;
} else if (op == BAM_CINS || op == BAM_CSOFT_CLIP) y += l;
else if (op == BAM_CDEL || op == BAM_CREF_SKIP) {
if (x + l > tpos) {
*_tpos = is_left? x : x + l;
return y;
}
x += l;
}
}
*_tpos = x;
return last_y;
}
// FIXME: check if the inserted sequence is consistent with the homopolymer run
// l is the relative gap length and l_run is the length of the homopolymer on the reference
static inline int est_seqQ(const bcf_callaux_t *bca, int l, int l_run)
{
int q, qh;
q = bca->openQ + bca->extQ * (abs(l) - 1);
qh = l_run >= 3? (int)(bca->tandemQ * (double)abs(l) / l_run + .499) : 1000;
return q < qh? q : qh;
}
static inline int est_indelreg(int pos, const char *ref, int l, char *ins4)
{
int i, j, max = 0, max_i = pos, score = 0;
l = abs(l);
for (i = pos + 1, j = 0; ref[i]; ++i, ++j) {
if (ins4) score += (toupper(ref[i]) != "ACGTN"[(int)ins4[j%l]])? -10 : 1;
else score += (toupper(ref[i]) != toupper(ref[pos+1+j%l]))? -10 : 1;
if (score < 0) break;
if (max < score) max = score, max_i = i;
}
return max_i - pos;
}
/*
notes:
- n .. number of samples
- the routine sets bam_pileup1_t.aux of each read as follows:
- 6: unused
- 6: the call; index to bcf_callaux_t.indel_types .. (aux>>16)&0x3f
- 8: estimated sequence quality .. (aux>>8)&0xff
- 8: indel quality .. aux&0xff
*/
int bcf_call_gap_prep(int n, int *n_plp, bam_pileup1_t **plp, int pos, bcf_callaux_t *bca, const char *ref,
const void *rghash)
{
int i, s, j, k, t, n_types, *types, max_rd_len, left, right, max_ins, *score1, *score2, max_ref2;
int N, K, l_run, ref_type, n_alt;
char *inscns = 0, *ref2, *query, **ref_sample;
khash_t(rg) *hash = (khash_t(rg)*)rghash;
if (ref == 0 || bca == 0) return -1;
// mark filtered reads
if (rghash) {
N = 0;
for (s = N = 0; s < n; ++s) {
for (i = 0; i < n_plp[s]; ++i) {
bam_pileup1_t *p = plp[s] + i;
const uint8_t *rg = bam_aux_get(p->b, "RG");
p->aux = 1; // filtered by default
if (rg) {
khint_t k = kh_get(rg, hash, (const char*)(rg + 1));
if (k != kh_end(hash)) p->aux = 0, ++N; // not filtered
}
}
}
if (N == 0) return -1; // no reads left
}
// determine if there is a gap
for (s = N = 0; s < n; ++s) {
for (i = 0; i < n_plp[s]; ++i)
if (plp[s][i].indel != 0) break;
if (i < n_plp[s]) break;
}
if (s == n) return -1; // there is no indel at this position.
for (s = N = 0; s < n; ++s) N += n_plp[s]; // N is the total number of reads
{ // find out how many types of indels are present
bca->max_support = bca->max_frac = 0;
int m, n_alt = 0, n_tot = 0, indel_support_ok = 0;
uint32_t *aux;
aux = calloc(N + 1, 4);
m = max_rd_len = 0;
aux[m++] = MINUS_CONST; // zero indel is always a type
for (s = 0; s < n; ++s) {
int na = 0, nt = 0;
for (i = 0; i < n_plp[s]; ++i) {
const bam_pileup1_t *p = plp[s] + i;
if (rghash == 0 || p->aux == 0) {
++nt;
if (p->indel != 0) {
++na;
aux[m++] = MINUS_CONST + p->indel;
}
}
j = bam_cigar2qlen(&p->b->core, bam1_cigar(p->b));
if (j > max_rd_len) max_rd_len = j;
}
float frac = (float)na/nt;
if ( !indel_support_ok && na >= bca->min_support && frac >= bca->min_frac )
indel_support_ok = 1;
if ( na > bca->max_support && frac > 0 ) bca->max_support = na, bca->max_frac = frac;
n_alt += na;
n_tot += nt;
}
// To prevent long stretches of N's to be mistaken for indels (sometimes thousands of bases),
// check the number of N's in the sequence and skip places where half or more reference bases are Ns.
int nN=0; for (i=pos; i-pos<max_rd_len && ref[i]; i++) if ( ref[i]=='N' ) nN++;
if ( nN*2>(i-pos) ) { free(aux); return -1; }
ks_introsort(uint32_t, m, aux);
// squeeze out identical types
for (i = 1, n_types = 1; i < m; ++i)
if (aux[i] != aux[i-1]) ++n_types;
// Taking totals makes it hard to call rare indels
if ( !bca->per_sample_flt )
indel_support_ok = ( (float)n_alt / n_tot < bca->min_frac || n_alt < bca->min_support ) ? 0 : 1;
if ( n_types == 1 || !indel_support_ok ) { // then skip
free(aux); return -1;
}
if (n_types >= 64) {
free(aux);
if (bam_verbose >= 2)
fprintf(stderr, "[%s] excessive INDEL alleles at position %d. Skip the position.\n", __func__, pos + 1);
return -1;
}
types = (int*)calloc(n_types, sizeof(int));
t = 0;
types[t++] = aux[0] - MINUS_CONST;
for (i = 1; i < m; ++i)
if (aux[i] != aux[i-1])
types[t++] = aux[i] - MINUS_CONST;
free(aux);
for (t = 0; t < n_types; ++t)
if (types[t] == 0) break;
ref_type = t; // the index of the reference type (0)
}
{ // calculate left and right boundary
left = pos > INDEL_WINDOW_SIZE? pos - INDEL_WINDOW_SIZE : 0;
right = pos + INDEL_WINDOW_SIZE;
if (types[0] < 0) right -= types[0];
// in case the alignments stand out the reference
for (i = pos; i < right; ++i)
if (ref[i] == 0) break;
right = i;
}
/* The following block fixes a long-existing flaw in the INDEL
* calling model: the interference of nearby SNPs. However, it also
* reduces the power because sometimes, substitutions caused by
* indels are not distinguishable from true mutations. Multiple
* sequence realignment helps to increase the power.
*
* Masks mismatches present in at least 70% of the reads with 'N'.
*/
{ // construct per-sample consensus
int L = right - left + 1, max_i, max2_i;
uint32_t *cns, max, max2;
char *ref0, *r;
ref_sample = calloc(n, sizeof(void*));
cns = calloc(L, 4);
ref0 = calloc(L, 1);
for (i = 0; i < right - left; ++i)
ref0[i] = bam_nt16_table[(int)ref[i+left]];
for (s = 0; s < n; ++s) {
r = ref_sample[s] = calloc(L, 1);
memset(cns, 0, sizeof(int) * L);
// collect ref and non-ref counts
for (i = 0; i < n_plp[s]; ++i) {
bam_pileup1_t *p = plp[s] + i;
bam1_t *b = p->b;
uint32_t *cigar = bam1_cigar(b);
uint8_t *seq = bam1_seq(b);
int x = b->core.pos, y = 0;
for (k = 0; k < b->core.n_cigar; ++k) {
int op = cigar[k]&0xf;
int j, l = cigar[k]>>4;
if (op == BAM_CMATCH || op == BAM_CEQUAL || op == BAM_CDIFF) {
for (j = 0; j < l; ++j)
if (x + j >= left && x + j < right)
cns[x+j-left] += (bam1_seqi(seq, y+j) == ref0[x+j-left])? 1 : 0x10000;
x += l; y += l;
} else if (op == BAM_CDEL || op == BAM_CREF_SKIP) x += l;
else if (op == BAM_CINS || op == BAM_CSOFT_CLIP) y += l;
}
}
// determine the consensus
for (i = 0; i < right - left; ++i) r[i] = ref0[i];
max = max2 = 0; max_i = max2_i = -1;
for (i = 0; i < right - left; ++i) {
if (cns[i]>>16 >= max>>16) max2 = max, max2_i = max_i, max = cns[i], max_i = i;
else if (cns[i]>>16 >= max2>>16) max2 = cns[i], max2_i = i;
}
if ((double)(max&0xffff) / ((max&0xffff) + (max>>16)) >= 0.7) max_i = -1;
if ((double)(max2&0xffff) / ((max2&0xffff) + (max2>>16)) >= 0.7) max2_i = -1;
if (max_i >= 0) r[max_i] = 15;
if (max2_i >= 0) r[max2_i] = 15;
//for (i = 0; i < right - left; ++i) fputc("=ACMGRSVTWYHKDBN"[(int)r[i]], stderr); fputc('\n', stderr);
}
free(ref0); free(cns);
}
{ // the length of the homopolymer run around the current position
int c = bam_nt16_table[(int)ref[pos + 1]];
if (c == 15) l_run = 1;
else {
for (i = pos + 2; ref[i]; ++i)
if (bam_nt16_table[(int)ref[i]] != c) break;
l_run = i;
for (i = pos; i >= 0; --i)
if (bam_nt16_table[(int)ref[i]] != c) break;
l_run -= i + 1;
}
}
// construct the consensus sequence
max_ins = types[n_types - 1]; // max_ins is at least 0
if (max_ins > 0) {
int *inscns_aux = calloc(5 * n_types * max_ins, sizeof(int));
// count the number of occurrences of each base at each position for each type of insertion
for (t = 0; t < n_types; ++t) {
if (types[t] > 0) {
for (s = 0; s < n; ++s) {
for (i = 0; i < n_plp[s]; ++i) {
bam_pileup1_t *p = plp[s] + i;
if (p->indel == types[t]) {
uint8_t *seq = bam1_seq(p->b);
for (k = 1; k <= p->indel; ++k) {
int c = bam_nt16_nt4_table[bam1_seqi(seq, p->qpos + k)];
assert(c<5);
++inscns_aux[(t*max_ins+(k-1))*5 + c];
}
}
}
}
}
}
// use the majority rule to construct the consensus
inscns = calloc(n_types * max_ins, 1);
for (t = 0; t < n_types; ++t) {
for (j = 0; j < types[t]; ++j) {
int max = 0, max_k = -1, *ia = &inscns_aux[(t*max_ins+j)*5];
for (k = 0; k < 5; ++k)
if (ia[k] > max)
max = ia[k], max_k = k;
inscns[t*max_ins + j] = max? max_k : 4;
if ( max_k==4 ) { types[t] = 0; break; } // discard insertions which contain N's
}
}
free(inscns_aux);
}
// compute the likelihood given each type of indel for each read
max_ref2 = right - left + 2 + 2 * (max_ins > -types[0]? max_ins : -types[0]);
ref2 = calloc(max_ref2, 1);
query = calloc(right - left + max_rd_len + max_ins + 2, 1);
score1 = calloc(N * n_types, sizeof(int));
score2 = calloc(N * n_types, sizeof(int));
bca->indelreg = 0;
for (t = 0; t < n_types; ++t) {
int l, ir;
kpa_par_t apf1 = { 1e-4, 1e-2, 10 }, apf2 = { 1e-6, 1e-3, 10 };
apf1.bw = apf2.bw = abs(types[t]) + 3;
// compute indelreg
if (types[t] == 0) ir = 0;
else if (types[t] > 0) ir = est_indelreg(pos, ref, types[t], &inscns[t*max_ins]);
else ir = est_indelreg(pos, ref, -types[t], 0);
if (ir > bca->indelreg) bca->indelreg = ir;
// fprintf(stderr, "%d, %d, %d\n", pos, types[t], ir);
// realignment
for (s = K = 0; s < n; ++s) {
// write ref2
for (k = 0, j = left; j <= pos; ++j)
ref2[k++] = bam_nt16_nt4_table[(int)ref_sample[s][j-left]];
if (types[t] <= 0) j += -types[t];
else for (l = 0; l < types[t]; ++l)
ref2[k++] = inscns[t*max_ins + l];
for (; j < right && ref[j]; ++j)
ref2[k++] = bam_nt16_nt4_table[(int)ref_sample[s][j-left]];
for (; k < max_ref2; ++k) ref2[k] = 4;
if (j < right) right = j;
// align each read to ref2
for (i = 0; i < n_plp[s]; ++i, ++K) {
bam_pileup1_t *p = plp[s] + i;
int qbeg, qend, tbeg, tend, sc, kk;
uint8_t *seq = bam1_seq(p->b);
uint32_t *cigar = bam1_cigar(p->b);
if (p->b->core.flag&4) continue; // unmapped reads
// FIXME: the following loop should be better moved outside; nonetheless, realignment should be much slower anyway.
for (kk = 0; kk < p->b->core.n_cigar; ++kk)
if ((cigar[kk]&BAM_CIGAR_MASK) == BAM_CREF_SKIP) break;
if (kk < p->b->core.n_cigar) continue;
// FIXME: the following skips soft clips, but using them may be more sensitive.
// determine the start and end of sequences for alignment
qbeg = tpos2qpos(&p->b->core, bam1_cigar(p->b), left, 0, &tbeg);
qend = tpos2qpos(&p->b->core, bam1_cigar(p->b), right, 1, &tend);
if (types[t] < 0) {
int l = -types[t];
tbeg = tbeg - l > left? tbeg - l : left;
}
// write the query sequence
for (l = qbeg; l < qend; ++l)
query[l - qbeg] = bam_nt16_nt4_table[bam1_seqi(seq, l)];
{ // do realignment; this is the bottleneck
const uint8_t *qual = bam1_qual(p->b), *bq;
uint8_t *qq;
qq = calloc(qend - qbeg, 1);
bq = (uint8_t*)bam_aux_get(p->b, "ZQ");
if (bq) ++bq; // skip type
for (l = qbeg; l < qend; ++l) {
qq[l - qbeg] = bq? qual[l] + (bq[l] - 64) : qual[l];
if (qq[l - qbeg] > 30) qq[l - qbeg] = 30;
if (qq[l - qbeg] < 7) qq[l - qbeg] = 7;
}
sc = kpa_glocal((uint8_t*)ref2 + tbeg - left, tend - tbeg + abs(types[t]),
(uint8_t*)query, qend - qbeg, qq, &apf1, 0, 0);
l = (int)(100. * sc / (qend - qbeg) + .499); // used for adjusting indelQ below
if (l > 255) l = 255;
score1[K*n_types + t] = score2[K*n_types + t] = sc<<8 | l;
if (sc > 5) {
sc = kpa_glocal((uint8_t*)ref2 + tbeg - left, tend - tbeg + abs(types[t]),
(uint8_t*)query, qend - qbeg, qq, &apf2, 0, 0);
l = (int)(100. * sc / (qend - qbeg) + .499);
if (l > 255) l = 255;
score2[K*n_types + t] = sc<<8 | l;
}
free(qq);
}
/*
for (l = 0; l < tend - tbeg + abs(types[t]); ++l)
fputc("ACGTN"[(int)ref2[tbeg-left+l]], stderr);
fputc('\n', stderr);
for (l = 0; l < qend - qbeg; ++l) fputc("ACGTN"[(int)query[l]], stderr);
fputc('\n', stderr);
fprintf(stderr, "pos=%d type=%d read=%d:%d name=%s qbeg=%d tbeg=%d score=%d\n", pos, types[t], s, i, bam1_qname(p->b), qbeg, tbeg, sc);
*/
}
}
}
free(ref2); free(query);
{ // compute indelQ
int *sc, tmp, *sumq;
sc = alloca(n_types * sizeof(int));
sumq = alloca(n_types * sizeof(int));
memset(sumq, 0, sizeof(int) * n_types);
for (s = K = 0; s < n; ++s) {
for (i = 0; i < n_plp[s]; ++i, ++K) {
bam_pileup1_t *p = plp[s] + i;
int *sct = &score1[K*n_types], indelQ1, indelQ2, seqQ, indelQ;
for (t = 0; t < n_types; ++t) sc[t] = sct[t]<<6 | t;
for (t = 1; t < n_types; ++t) // insertion sort
for (j = t; j > 0 && sc[j] < sc[j-1]; --j)
tmp = sc[j], sc[j] = sc[j-1], sc[j-1] = tmp;
/* errmod_cal() assumes that if the call is wrong, the
* likelihoods of other events are equal. This is about
* right for substitutions, but is not desired for
* indels. To reuse errmod_cal(), I have to make
* compromise for multi-allelic indels.
*/
if ((sc[0]&0x3f) == ref_type) {
indelQ1 = (sc[1]>>14) - (sc[0]>>14);
seqQ = est_seqQ(bca, types[sc[1]&0x3f], l_run);
} else {
for (t = 0; t < n_types; ++t) // look for the reference type
if ((sc[t]&0x3f) == ref_type) break;
indelQ1 = (sc[t]>>14) - (sc[0]>>14);
seqQ = est_seqQ(bca, types[sc[0]&0x3f], l_run);
}
tmp = sc[0]>>6 & 0xff;
indelQ1 = tmp > 111? 0 : (int)((1. - tmp/111.) * indelQ1 + .499); // reduce indelQ
sct = &score2[K*n_types];
for (t = 0; t < n_types; ++t) sc[t] = sct[t]<<6 | t;
for (t = 1; t < n_types; ++t) // insertion sort
for (j = t; j > 0 && sc[j] < sc[j-1]; --j)
tmp = sc[j], sc[j] = sc[j-1], sc[j-1] = tmp;
if ((sc[0]&0x3f) == ref_type) {
indelQ2 = (sc[1]>>14) - (sc[0]>>14);
} else {
for (t = 0; t < n_types; ++t) // look for the reference type
if ((sc[t]&0x3f) == ref_type) break;
indelQ2 = (sc[t]>>14) - (sc[0]>>14);
}
tmp = sc[0]>>6 & 0xff;
indelQ2 = tmp > 111? 0 : (int)((1. - tmp/111.) * indelQ2 + .499);
// pick the smaller between indelQ1 and indelQ2
indelQ = indelQ1 < indelQ2? indelQ1 : indelQ2;
if (indelQ > 255) indelQ = 255;
if (seqQ > 255) seqQ = 255;
p->aux = (sc[0]&0x3f)<<16 | seqQ<<8 | indelQ; // use 22 bits in total
sumq[sc[0]&0x3f] += indelQ < seqQ? indelQ : seqQ;
// fprintf(stderr, "pos=%d read=%d:%d name=%s call=%d indelQ=%d seqQ=%d\n", pos, s, i, bam1_qname(p->b), types[sc[0]&0x3f], indelQ, seqQ);
}
}
// determine bca->indel_types[] and bca->inscns
bca->maxins = max_ins;
bca->inscns = realloc(bca->inscns, bca->maxins * 4);
for (t = 0; t < n_types; ++t)
sumq[t] = sumq[t]<<6 | t;
for (t = 1; t < n_types; ++t) // insertion sort
for (j = t; j > 0 && sumq[j] > sumq[j-1]; --j)
tmp = sumq[j], sumq[j] = sumq[j-1], sumq[j-1] = tmp;
for (t = 0; t < n_types; ++t) // look for the reference type
if ((sumq[t]&0x3f) == ref_type) break;
if (t) { // then move the reference type to the first
tmp = sumq[t];
for (; t > 0; --t) sumq[t] = sumq[t-1];
sumq[0] = tmp;
}
for (t = 0; t < 4; ++t) bca->indel_types[t] = B2B_INDEL_NULL;
for (t = 0; t < 4 && t < n_types; ++t) {
bca->indel_types[t] = types[sumq[t]&0x3f];
memcpy(&bca->inscns[t * bca->maxins], &inscns[(sumq[t]&0x3f) * max_ins], bca->maxins);
}
// update p->aux
for (s = n_alt = 0; s < n; ++s) {
for (i = 0; i < n_plp[s]; ++i) {
bam_pileup1_t *p = plp[s] + i;
int x = types[p->aux>>16&0x3f];
for (j = 0; j < 4; ++j)
if (x == bca->indel_types[j]) break;
p->aux = j<<16 | (j == 4? 0 : (p->aux&0xffff));
if ((p->aux>>16&0x3f) > 0) ++n_alt;
// fprintf(stderr, "X pos=%d read=%d:%d name=%s call=%d type=%d q=%d seqQ=%d\n", pos, s, i, bam1_qname(p->b), p->aux>>16&63, bca->indel_types[p->aux>>16&63], p->aux&0xff, p->aux>>8&0xff);
}
}
}
free(score1); free(score2);
// free
for (i = 0; i < n; ++i) free(ref_sample[i]);
free(ref_sample);
free(types); free(inscns);
return n_alt > 0? 0 : -1;
}