10 KSTREAM_INIT(gzFile, gzread, 16384)
12 #define MC_MAX_EM_ITER 16
13 #define MC_EM_EPS 1e-5
14 #define MC_DEF_INDEL 0.15
16 unsigned char seq_nt4_table[256] = {
17 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,
18 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,
19 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 /*'-'*/, 4, 4,
20 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,
21 4, 0, 4, 1, 4, 4, 4, 2, 4, 4, 4, 4, 4, 4, 4, 4,
22 4, 4, 4, 4, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,
23 4, 0, 4, 1, 4, 4, 4, 2, 4, 4, 4, 4, 4, 4, 4, 4,
24 4, 4, 4, 4, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,
25 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,
26 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,
27 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,
28 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,
29 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,
30 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,
31 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,
32 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4
35 struct __bcf_p1aux_t {
36 int n, M, n1, is_indel;
37 uint8_t *ploidy; // haploid or diploid ONLY
38 double *q2p, *pdg; // pdg -> P(D|g)
39 double *phi, *phi_indel;
40 double *z, *zswap; // aux for afs
41 double *z1, *z2, *phi1, *phi2; // only calculated when n1 is set
42 double **hg; // hypergeometric distribution
43 double *lf; // log factorial
45 double *afs, *afs1; // afs: accumulative AFS; afs1: site posterior distribution
46 const uint8_t *PL; // point to PL
50 void bcf_p1_indel_prior(bcf_p1aux_t *ma, double x)
53 for (i = 0; i < ma->M; ++i)
54 ma->phi_indel[i] = ma->phi[i] * x;
55 ma->phi_indel[ma->M] = 1. - ma->phi[ma->M] * x;
58 static void init_prior(int type, double theta, int M, double *phi)
61 if (type == MC_PTYPE_COND2) {
62 for (i = 0; i <= M; ++i)
63 phi[i] = 2. * (i + 1) / (M + 1) / (M + 2);
64 } else if (type == MC_PTYPE_FLAT) {
65 for (i = 0; i <= M; ++i)
66 phi[i] = 1. / (M + 1);
69 for (i = 0, sum = 0.; i < M; ++i)
70 sum += (phi[i] = theta / (M - i));
75 void bcf_p1_init_prior(bcf_p1aux_t *ma, int type, double theta)
77 init_prior(type, theta, ma->M, ma->phi);
78 bcf_p1_indel_prior(ma, MC_DEF_INDEL);
81 void bcf_p1_init_subprior(bcf_p1aux_t *ma, int type, double theta)
83 if (ma->n1 <= 0 || ma->n1 >= ma->M) return;
84 init_prior(type, theta, 2*ma->n1, ma->phi1);
85 init_prior(type, theta, 2*(ma->n - ma->n1), ma->phi2);
88 int bcf_p1_read_prior(bcf_p1aux_t *ma, const char *fn)
95 memset(&s, 0, sizeof(kstring_t));
96 fp = strcmp(fn, "-")? gzopen(fn, "r") : gzdopen(fileno(stdin), "r");
98 memset(ma->phi, 0, sizeof(double) * (ma->M + 1));
99 while (ks_getuntil(ks, '\n', &s, &dret) >= 0) {
100 if (strstr(s.s, "[afs] ") == s.s) {
102 for (k = 0; k <= ma->M; ++k) {
105 x = strtol(p, &p, 10);
106 if (x != k && (errno == EINVAL || errno == ERANGE)) return -1;
109 if (y == 0. && (errno == EINVAL || errno == ERANGE)) return -1;
110 ma->phi[ma->M - k] += y;
117 for (sum = 0., k = 0; k <= ma->M; ++k) sum += ma->phi[k];
118 fprintf(stderr, "[prior]");
119 for (k = 0; k <= ma->M; ++k) ma->phi[k] /= sum;
120 for (k = 0; k <= ma->M; ++k) fprintf(stderr, " %d:%.3lg", k, ma->phi[ma->M - k]);
122 for (sum = 0., k = 1; k < ma->M; ++k) sum += ma->phi[ma->M - k] * (2.* k * (ma->M - k) / ma->M / (ma->M - 1));
123 fprintf(stderr, "[%s] heterozygosity=%lf, ", __func__, (double)sum);
124 for (sum = 0., k = 1; k <= ma->M; ++k) sum += k * ma->phi[ma->M - k] / ma->M;
125 fprintf(stderr, "theta=%lf\n", (double)sum);
126 bcf_p1_indel_prior(ma, MC_DEF_INDEL);
130 bcf_p1aux_t *bcf_p1_init(int n, uint8_t *ploidy)
134 ma = calloc(1, sizeof(bcf_p1aux_t));
136 ma->n = n; ma->M = 2 * n;
138 ma->ploidy = malloc(n);
139 memcpy(ma->ploidy, ploidy, n);
140 for (i = 0, ma->M = 0; i < n; ++i) ma->M += ploidy[i];
141 if (ma->M == 2 * n) {
146 ma->q2p = calloc(256, sizeof(double));
147 ma->pdg = calloc(3 * ma->n, sizeof(double));
148 ma->phi = calloc(ma->M + 1, sizeof(double));
149 ma->phi_indel = calloc(ma->M + 1, sizeof(double));
150 ma->phi1 = calloc(ma->M + 1, sizeof(double));
151 ma->phi2 = calloc(ma->M + 1, sizeof(double));
152 ma->z = calloc(ma->M + 1, sizeof(double));
153 ma->zswap = calloc(ma->M + 1, sizeof(double));
154 ma->z1 = calloc(ma->M + 1, sizeof(double)); // actually we do not need this large
155 ma->z2 = calloc(ma->M + 1, sizeof(double));
156 ma->afs = calloc(ma->M + 1, sizeof(double));
157 ma->afs1 = calloc(ma->M + 1, sizeof(double));
158 ma->lf = calloc(ma->M + 1, sizeof(double));
159 for (i = 0; i < 256; ++i)
160 ma->q2p[i] = pow(10., -i / 10.);
161 for (i = 0; i <= ma->M; ++i) ma->lf[i] = lgamma(i + 1);
162 bcf_p1_init_prior(ma, MC_PTYPE_FULL, 1e-3); // the simplest prior
166 int bcf_p1_set_n1(bcf_p1aux_t *b, int n1)
168 if (n1 == 0 || n1 >= b->n) return -1;
169 if (b->M != b->n * 2) {
170 fprintf(stderr, "[%s] unable to set `n1' when there are haploid samples.\n", __func__);
177 void bcf_p1_destroy(bcf_p1aux_t *ma)
182 if (ma->hg && ma->n1 > 0) {
183 for (k = 0; k <= 2*ma->n1; ++k) free(ma->hg[k]);
186 free(ma->ploidy); free(ma->q2p); free(ma->pdg);
187 free(ma->phi); free(ma->phi_indel); free(ma->phi1); free(ma->phi2);
188 free(ma->z); free(ma->zswap); free(ma->z1); free(ma->z2);
189 free(ma->afs); free(ma->afs1);
194 static int cal_pdg(const bcf1_t *b, bcf_p1aux_t *ma)
198 p = alloca(b->n_alleles * sizeof(long));
199 memset(p, 0, sizeof(long) * b->n_alleles);
200 for (j = 0; j < ma->n; ++j) {
201 const uint8_t *pi = ma->PL + j * ma->PL_len;
202 double *pdg = ma->pdg + j * 3;
203 pdg[0] = ma->q2p[pi[2]]; pdg[1] = ma->q2p[pi[1]]; pdg[2] = ma->q2p[pi[0]];
204 for (i = 0; i < b->n_alleles; ++i)
205 p[i] += (int)pi[(i+1)*(i+2)/2-1];
207 for (i = 0; i < b->n_alleles; ++i) p[i] = p[i]<<4 | i;
208 for (i = 1; i < b->n_alleles; ++i) // insertion sort
209 for (j = i; j > 0 && p[j] < p[j-1]; --j)
210 tmp = p[j], p[j] = p[j-1], p[j-1] = tmp;
211 for (i = b->n_alleles - 1; i >= 0; --i)
212 if ((p[i]&0xf) == 0) break;
216 int bcf_p1_call_gt(const bcf_p1aux_t *ma, double f0, int k)
219 double max, f3[3], *pdg = ma->pdg + k * 3;
220 int q, i, max_i, ploidy;
221 ploidy = ma->ploidy? ma->ploidy[k] : 2;
223 f3[0] = (1.-f0)*(1.-f0); f3[1] = 2.*f0*(1.-f0); f3[2] = f0*f0;
225 f3[0] = 1. - f0; f3[1] = 0; f3[2] = f0;
227 for (i = 0, sum = 0.; i < 3; ++i)
228 sum += (g[i] = pdg[i] * f3[i]);
229 for (i = 0, max = -1., max_i = 0; i < 3; ++i) {
231 if (g[i] > max) max = g[i], max_i = i;
234 if (max < 1e-308) max = 1e-308;
235 q = (int)(-4.343 * log(max) + .499);
242 static void mc_cal_y_core(bcf_p1aux_t *ma, int beg)
244 double *z[2], *tmp, *pdg;
245 int _j, last_min, last_max;
246 assert(beg == 0 || ma->M == ma->n*2);
250 memset(z[0], 0, sizeof(double) * (ma->M + 1));
251 memset(z[1], 0, sizeof(double) * (ma->M + 1));
253 last_min = last_max = 0;
255 if (ma->M == ma->n * 2) {
257 for (_j = beg; _j < ma->n; ++_j) {
258 int k, j = _j - beg, _min = last_min, _max = last_max, M0;
261 pdg = ma->pdg + _j * 3;
262 p[0] = pdg[0]; p[1] = 2. * pdg[1]; p[2] = pdg[2];
263 for (; _min < _max && z[0][_min] < TINY; ++_min) z[0][_min] = z[1][_min] = 0.;
264 for (; _max > _min && z[0][_max] < TINY; --_max) z[0][_max] = z[1][_max] = 0.;
266 if (_min == 0) k = 0, z[1][k] = (M0-k+1) * (M0-k+2) * p[0] * z[0][k];
267 if (_min <= 1) k = 1, z[1][k] = (M0-k+1) * (M0-k+2) * p[0] * z[0][k] + k*(M0-k+2) * p[1] * z[0][k-1];
268 for (k = _min < 2? 2 : _min; k <= _max; ++k)
269 z[1][k] = (M0-k+1)*(M0-k+2) * p[0] * z[0][k] + k*(M0-k+2) * p[1] * z[0][k-1] + k*(k-1)* p[2] * z[0][k-2];
270 for (k = _min, sum = 0.; k <= _max; ++k) sum += z[1][k];
271 ma->t += log(sum / (M * (M - 1.)));
272 for (k = _min; k <= _max; ++k) z[1][k] /= sum;
273 if (_min >= 1) z[1][_min-1] = 0.;
274 if (_min >= 2) z[1][_min-2] = 0.;
275 if (j < ma->n - 1) z[1][_max+1] = z[1][_max+2] = 0.;
276 if (_j == ma->n1 - 1) { // set pop1; ma->n1==-1 when unset
278 memcpy(ma->z1, z[1], sizeof(double) * (ma->n1 * 2 + 1));
280 tmp = z[0]; z[0] = z[1]; z[1] = tmp;
281 last_min = _min; last_max = _max;
283 //for (_j = 0; _j < last_min; ++_j) z[0][_j] = 0.; // TODO: are these necessary?
284 //for (_j = last_max + 1; _j < ma->M; ++_j) z[0][_j] = 0.;
285 } else { // this block is very similar to the block above; these two might be merged in future
287 for (j = 0; j < ma->n; ++j) {
288 int k, M0, _min = last_min, _max = last_max;
290 pdg = ma->pdg + j * 3;
291 for (; _min < _max && z[0][_min] < TINY; ++_min) z[0][_min] = z[1][_min] = 0.;
292 for (; _max > _min && z[0][_max] < TINY; --_max) z[0][_max] = z[1][_max] = 0.;
295 if (ma->ploidy[j] == 1) {
296 p[0] = pdg[0]; p[1] = pdg[2];
298 if (_min == 0) k = 0, z[1][k] = (M0+1-k) * p[0] * z[0][k];
299 for (k = _min < 1? 1 : _min; k <= _max; ++k)
300 z[1][k] = (M0+1-k) * p[0] * z[0][k] + k * p[1] * z[0][k-1];
301 for (k = _min, sum = 0.; k <= _max; ++k) sum += z[1][k];
302 ma->t += log(sum / M);
303 for (k = _min; k <= _max; ++k) z[1][k] /= sum;
304 if (_min >= 1) z[1][_min-1] = 0.;
305 if (j < ma->n - 1) z[1][_max+1] = 0.;
306 } else if (ma->ploidy[j] == 2) {
307 p[0] = pdg[0]; p[1] = 2 * pdg[1]; p[2] = pdg[2];
309 if (_min == 0) k = 0, z[1][k] = (M0-k+1) * (M0-k+2) * p[0] * z[0][k];
310 if (_min <= 1) k = 1, z[1][k] = (M0-k+1) * (M0-k+2) * p[0] * z[0][k] + k*(M0-k+2) * p[1] * z[0][k-1];
311 for (k = _min < 2? 2 : _min; k <= _max; ++k)
312 z[1][k] = (M0-k+1)*(M0-k+2) * p[0] * z[0][k] + k*(M0-k+2) * p[1] * z[0][k-1] + k*(k-1)* p[2] * z[0][k-2];
313 for (k = _min, sum = 0.; k <= _max; ++k) sum += z[1][k];
314 ma->t += log(sum / (M * (M - 1.)));
315 for (k = _min; k <= _max; ++k) z[1][k] /= sum;
316 if (_min >= 1) z[1][_min-1] = 0.;
317 if (_min >= 2) z[1][_min-2] = 0.;
318 if (j < ma->n - 1) z[1][_max+1] = z[1][_max+2] = 0.;
320 tmp = z[0]; z[0] = z[1]; z[1] = tmp;
321 last_min = _min; last_max = _max;
324 if (z[0] != ma->z) memcpy(ma->z, z[0], sizeof(double) * (ma->M + 1));
327 static void mc_cal_y(bcf_p1aux_t *ma)
329 if (ma->n1 > 0 && ma->n1 < ma->n && ma->M == ma->n * 2) { // NB: ma->n1 is ineffective when there are haploid samples
332 memset(ma->z1, 0, sizeof(double) * (2 * ma->n1 + 1));
333 memset(ma->z2, 0, sizeof(double) * (2 * (ma->n - ma->n1) + 1));
334 ma->t1 = ma->t2 = 0.;
335 mc_cal_y_core(ma, ma->n1);
337 memcpy(ma->z2, ma->z, sizeof(double) * (2 * (ma->n - ma->n1) + 1));
338 mc_cal_y_core(ma, 0);
340 x = expl(ma->t - (ma->t1 + ma->t2));
341 for (k = 0; k <= ma->M; ++k) ma->z[k] *= x;
342 } else mc_cal_y_core(ma, 0);
345 #define CONTRAST_TINY 1e-30
347 extern double kf_gammaq(double s, double z); // incomplete gamma function for chi^2 test
349 static inline double chi2_test(int a, int b, int c, int d)
352 x = (double)(a+b) * (c+d) * (b+d) * (a+c);
353 if (x == 0.) return 1;
355 return kf_gammaq(.5, .5 * z * z * (a+b+c+d) / x);
358 // chi2=(a+b+c+d)(ad-bc)^2/[(a+b)(c+d)(a+c)(b+d)]
359 static inline double contrast2_aux(const bcf_p1aux_t *p1, double sum, int k1, int k2, double x[3])
361 double p = p1->phi[k1+k2] * p1->z1[k1] * p1->z2[k2] / sum * p1->hg[k1][k2];
362 int n1 = p1->n1, n2 = p1->n - p1->n1;
363 if (p < CONTRAST_TINY) return -1;
364 if (.5*k1/n1 < .5*k2/n2) x[1] += p;
365 else if (.5*k1/n1 > .5*k2/n2) x[2] += p;
367 return p * chi2_test(k1, k2, (n1<<1) - k1, (n2<<1) - k2);
370 static double contrast2(bcf_p1aux_t *p1, double ret[3])
372 int k, k1, k2, k10, k20, n1, n2;
375 n1 = p1->n1; n2 = p1->n - p1->n1;
376 if (n1 <= 0 || n2 <= 0) return 0.;
377 if (p1->hg == 0) { // initialize the hypergeometric distribution
378 /* NB: the hg matrix may take a lot of memory when there are many samples. There is a way
379 to avoid precomputing this matrix, but it is slower and quite intricate. The following
380 computation in this block can be accelerated with a similar strategy, but perhaps this
381 is not a serious concern for now. */
382 double tmp = lgamma(2*(n1+n2)+1) - (lgamma(2*n1+1) + lgamma(2*n2+1));
383 p1->hg = calloc(2*n1+1, sizeof(void*));
384 for (k1 = 0; k1 <= 2*n1; ++k1) {
385 p1->hg[k1] = calloc(2*n2+1, sizeof(double));
386 for (k2 = 0; k2 <= 2*n2; ++k2)
387 p1->hg[k1][k2] = exp(lgamma(k1+k2+1) + lgamma(p1->M-k1-k2+1) - (lgamma(k1+1) + lgamma(k2+1) + lgamma(2*n1-k1+1) + lgamma(2*n2-k2+1) + tmp));
391 long double suml = 0;
392 for (k = 0; k <= p1->M; ++k) suml += p1->phi[k] * p1->z[k];
395 { // get the max k1 and k2
398 for (k = 0, max = 0, max_k = -1; k <= 2*n1; ++k) {
399 double x = p1->phi1[k] * p1->z1[k];
400 if (x > max) max = x, max_k = k;
403 for (k = 0, max = 0, max_k = -1; k <= 2*n2; ++k) {
404 double x = p1->phi2[k] * p1->z2[k];
405 if (x > max) max = x, max_k = k;
409 { // We can do the following with one nested loop, but that is an O(N^2) thing. The following code block is much faster for large N.
411 long double z = 0., L[2];
412 x[0] = x[1] = x[2] = 0; L[0] = L[1] = 0;
413 for (k1 = k10; k1 >= 0; --k1) {
414 for (k2 = k20; k2 >= 0; --k2) {
415 if ((y = contrast2_aux(p1, sum, k1, k2, x)) < 0) break;
418 for (k2 = k20 + 1; k2 <= 2*n2; ++k2) {
419 if ((y = contrast2_aux(p1, sum, k1, k2, x)) < 0) break;
423 ret[0] = x[0]; ret[1] = x[1]; ret[2] = x[2];
424 x[0] = x[1] = x[2] = 0;
425 for (k1 = k10 + 1; k1 <= 2*n1; ++k1) {
426 for (k2 = k20; k2 >= 0; --k2) {
427 if ((y = contrast2_aux(p1, sum, k1, k2, x)) < 0) break;
430 for (k2 = k20 + 1; k2 <= 2*n2; ++k2) {
431 if ((y = contrast2_aux(p1, sum, k1, k2, x)) < 0) break;
435 ret[0] += x[0]; ret[1] += x[1]; ret[2] += x[2];
436 if (ret[0] + ret[1] + ret[2] < 0.95) { // in case of bad things happened
437 ret[0] = ret[1] = ret[2] = 0; L[0] = L[1] = 0;
438 for (k1 = 0, z = 0.; k1 <= 2*n1; ++k1)
439 for (k2 = 0; k2 <= 2*n2; ++k2)
440 if ((y = contrast2_aux(p1, sum, k1, k2, ret)) >= 0) z += y;
441 if (ret[0] + ret[1] + ret[2] < 0.95) // It seems that this may be caused by floating point errors. I do not really understand why...
442 z = 1.0, ret[0] = ret[1] = ret[2] = 1./3;
448 static double mc_cal_afs(bcf_p1aux_t *ma, double *p_ref_folded, double *p_var_folded)
451 long double sum = 0., sum2;
452 double *phi = ma->is_indel? ma->phi_indel : ma->phi;
453 memset(ma->afs1, 0, sizeof(double) * (ma->M + 1));
456 for (k = 0, sum = 0.; k <= ma->M; ++k)
457 sum += (long double)phi[k] * ma->z[k];
458 for (k = 0; k <= ma->M; ++k) {
459 ma->afs1[k] = phi[k] * ma->z[k] / sum;
460 if (isnan(ma->afs1[k]) || isinf(ma->afs1[k])) return -1.;
462 // compute folded variant probability
463 for (k = 0, sum = 0.; k <= ma->M; ++k)
464 sum += (long double)(phi[k] + phi[ma->M - k]) / 2. * ma->z[k];
465 for (k = 1, sum2 = 0.; k < ma->M; ++k)
466 sum2 += (long double)(phi[k] + phi[ma->M - k]) / 2. * ma->z[k];
467 *p_var_folded = sum2 / sum;
468 *p_ref_folded = (phi[k] + phi[ma->M - k]) / 2. * (ma->z[ma->M] + ma->z[0]) / sum;
469 // the expected frequency
470 for (k = 0, sum = 0.; k <= ma->M; ++k) {
471 ma->afs[k] += ma->afs1[k];
472 sum += k * ma->afs1[k];
477 int bcf_p1_cal(const bcf1_t *b, int do_contrast, bcf_p1aux_t *ma, bcf_p1rst_t *rst)
480 long double sum = 0.;
481 ma->is_indel = bcf_is_indel(b);
484 for (i = 0; i < b->n_gi; ++i) {
485 if (b->gi[i].fmt == bcf_str2int("PL", 2)) {
486 ma->PL = (uint8_t*)b->gi[i].data;
487 ma->PL_len = b->gi[i].len;
491 if (i == b->n_gi) return -1; // no PL
492 if (b->n_alleles < 2) return -1; // FIXME: find a better solution
494 rst->rank0 = cal_pdg(b, ma);
495 rst->f_exp = mc_cal_afs(ma, &rst->p_ref_folded, &rst->p_var_folded);
496 rst->p_ref = ma->afs1[ma->M];
497 for (k = 0, sum = 0.; k < ma->M; ++k)
499 rst->p_var = (double)sum;
500 { // compute the allele count
503 for (k = 0; k <= ma->M; ++k)
504 if (max < ma->z[k]) max = ma->z[k], rst->ac = k;
505 rst->ac = ma->M - rst->ac;
507 // calculate f_flat and f_em
508 for (k = 0, sum = 0.; k <= ma->M; ++k)
509 sum += (long double)ma->z[k];
511 for (k = 0; k <= ma->M; ++k) {
512 double p = ma->z[k] / sum;
513 rst->f_flat += k * p;
515 rst->f_flat /= ma->M;
516 { // estimate equal-tail credible interval (95% level)
519 for (i = 0, p = 0.; i <= ma->M; ++i)
520 if (p + ma->afs1[i] > 0.025) break;
521 else p += ma->afs1[i];
523 for (i = ma->M, p = 0.; i >= 0; --i)
524 if (p + ma->afs1[i] > 0.025) break;
525 else p += ma->afs1[i];
527 rst->cil = (double)(ma->M - h) / ma->M; rst->cih = (double)(ma->M - l) / ma->M;
529 if (ma->n1 > 0) { // compute LRT
530 double max0, max1, max2;
531 for (k = 0, max0 = -1; k <= ma->M; ++k)
532 if (max0 < ma->z[k]) max0 = ma->z[k];
533 for (k = 0, max1 = -1; k <= ma->n1 * 2; ++k)
534 if (max1 < ma->z1[k]) max1 = ma->z1[k];
535 for (k = 0, max2 = -1; k <= ma->M - ma->n1 * 2; ++k)
536 if (max2 < ma->z2[k]) max2 = ma->z2[k];
537 rst->lrt = log(max1 * max2 / max0);
538 rst->lrt = rst->lrt < 0? 1 : kf_gammaq(.5, rst->lrt);
539 } else rst->lrt = -1.0;
540 rst->cmp[0] = rst->cmp[1] = rst->cmp[2] = rst->p_chi2 = -1.0;
541 if (do_contrast && rst->p_var > 0.5) // skip contrast2() if the locus is a strong non-variant
542 rst->p_chi2 = contrast2(ma, rst->cmp);
546 void bcf_p1_dump_afs(bcf_p1aux_t *ma)
549 fprintf(stderr, "[afs]");
550 for (k = 0; k <= ma->M; ++k)
551 fprintf(stderr, " %d:%.3lf", k, ma->afs[ma->M - k]);
552 fprintf(stderr, "\n");
553 memset(ma->afs, 0, sizeof(double) * (ma->M + 1));