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}
*********************************************************************
* LD Score Regression (LDSC)
* Version 1.0.1
* (C) 2014-2019 Brendan Bulik-Sullivan and Hilary Finucane
* Broad Institute of MIT and Harvard / MIT Department of Mathematics
* GNU General Public License v3
*********************************************************************
Call:
./ldsc.py \
--h2 /mnt/storage/private/mrcieu/research/scratch/IGD/data/dev/ieu-a-import/processed/ieu-a-71/ieu-a-71.vcf.gz \
--ref-ld-chr /mnt/storage/private/mrcieu/research/scratch/IGD/data/dev/reference/eur_w_ld_chr/ \
--out /mnt/storage/private/mrcieu/research/scratch/IGD/data/dev/ieu-a-import/processed/ieu-a-71/ldsc.txt \
--w-ld-chr /mnt/storage/private/mrcieu/research/scratch/IGD/data/dev/reference/eur_w_ld_chr/
Beginning analysis at Wed Feb 5 11:28:43 2020
Reading summary statistics from /mnt/storage/private/mrcieu/research/scratch/IGD/data/dev/ieu-a-import/processed/ieu-a-71/ieu-a-71.vcf.gz ...
Read summary statistics for 2294034 SNPs.
Reading reference panel LD Score from /mnt/storage/private/mrcieu/research/scratch/IGD/data/dev/reference/eur_w_ld_chr/[1-22] ...
Read reference panel LD Scores for 1290028 SNPs.
Removing partitioned LD Scores with zero variance.
Reading regression weight LD Score from /mnt/storage/private/mrcieu/research/scratch/IGD/data/dev/reference/eur_w_ld_chr/[1-22] ...
Read regression weight LD Scores for 1290028 SNPs.
After merging with reference panel LD, 1091705 SNPs remain.
After merging with regression SNP LD, 1091705 SNPs remain.
Using two-step estimator with cutoff at 30.
Total Observed scale h2: 0.1661 (0.0108)
Lambda GC: 1.0336
Mean Chi^2: 1.0858
Intercept: 0.8844 (0.0075)
Ratio < 0 (usually indicates GC correction).
Analysis finished at Wed Feb 5 11:29:12 2020
Total time elapsed: 28.63s
{
"af_correlation": 0.9116,
"inflation_factor": 1.0475,
"mean_EFFECT": -0.0001,
"n": 104079,
"n_snps": 2294034,
"n_clumped_hits": 27,
"n_p_sig": 274,
"n_mono": 0,
"n_ns": 0,
"n_mac": 0,
"is_snpid_unique": true,
"n_miss_EFFECT": 0,
"n_miss_SE": 0,
"n_miss_PVAL": 0,
"n_miss_AF": 8331,
"n_miss_AF_reference": 18210,
"n_est": 102116.3359,
"ratio_se_n": 0.9905,
"mean_diff": 0,
"ratio_diff": 4.4399,
"sd_y_est1": 1.467,
"sd_y_est2": 1.4531,
"r2_sum1": 0.0134,
"r2_sum2": 0.0062,
"r2_sum3": 0.0063,
"r2_sum4": 0.0114,
"ldsc_nsnp_merge_refpanel_ld": 1091705,
"ldsc_nsnp_merge_regression_ld": 1091705,
"ldsc_observed_scale_h2_beta": 0.1661,
"ldsc_observed_scale_h2_se": 0.0108,
"ldsc_intercept_beta": 0.8844,
"ldsc_intercept_se": 0.0075,
"ldsc_lambda_gc": 1.0336,
"ldsc_mean_chisq": 1.0858,
"ldsc_ratio": -1.3473
}
name | value |
---|---|
name | value |
af_correlation | FALSE |
inflation_factor | FALSE |
n | FALSE |
is_snpid_non_unique | FALSE |
mean_EFFECT_nonfinite | FALSE |
mean_EFFECT_05 | FALSE |
mean_EFFECT_01 | FALSE |
mean_chisq | FALSE |
n_p_sig | FALSE |
miss_EFFECT | FALSE |
miss_SE | FALSE |
miss_PVAL | FALSE |
ldsc_ratio | FALSE |
ldsc_intercept_beta | FALSE |
n_clumped_hits | FALSE |
r2_sum1 | FALSE |
r2_sum2 | FALSE |
r2_sum3 | FALSE |
r2_sum4 | FALSE |
General metrics
af_correlation
: Correlation coefficient between AF
and AF_reference
.inflation_factor
(lambda
): Genomic inflation factor.mean_EFFECT
: Mean of EFFECT
size.n
: Maximum value of reported sample size across all SNPs, n.n_clumped_hits
: Number of clumped hits.n_snps
: Number of SNPsn_p_sig
: Number of SNPs with pvalue below 5e-8
.n_mono
: Number of monomorphic (MAF == 1
or MAF == 0
) SNPs.n_ns
: Number of SNPs with nonsense values:
A, C, G or T
.< 0
or > 1
.<= 0
or = Infinity
).< 0
or > 1
.n_mac
: Number of cases where MAC
(2×N×MAF) is less than 6
.is_snpid_unique
: true
if the combination of ID
REF
ALT
is unique and therefore no duplication in snpid.n_miss_<*>
: Number of NA
observations for <*>
column.se_n metrics
n_est
: Estimated sample size value, ˆn.ratio_se_n
: ratio_se_n=√ˆn√n. We expect ratio_se_n
to be 1. When it is not 1, it implies that the trait did not have a variance of 1, the reported sample size is wrong, or that the SNP-level effective sample sizes differ markedly from the reported sample size.mean_diff
: mean_diff=∑j^βstdj−βjn_snps, mean difference between the standardised beta, predicted from P-values, and the observed beta. The difference should be very close to zero if trait has a variance of 1.
ratio_diff
: ratio_diff=|mean_diffmean_diff2|, absolute ratio between the mean of diff
and the mean of diff2
(expected difference between the standardised beta predicted from P-values, and the standardised beta derived from the observed beta divided by the predicted SD; NOT reported). The ratio should be close to 1. If different from 1, then implies that the betas are not in a standard deviation scale.
sd_y_est1
: The standard deviation for the trait inferred from the reported sample size, median standard errors for the SNP-trait assocations and SNP variances.
sd_y_est2
: The standard deviation for the trait inferred from the reported sample size, Z statistics for the SNP-trait effects (beta/se) and allele frequency.
r2 metrics
Sum of variance explained, calculated from the clumped top hits sample.
r2_sum<*>
: r2
statistics under various assumptions
1
: r2=∑j2×β2j×MAFj×(1−MAFj)var1, var1=1.2
: r2=∑j2×β2j×MAFj×(1−MAFj)var2, var2=^sd1y2,3
: r2=∑j2×β2j×MAFj×(1−MAFj)var3, var3=^sd2y2,4
: r2=∑jFjFj+n−2, F=β2jse2j.LDSC metrics
Metrics from LD regression
ldsc_nsnp_merge_refpanel_ld
: Number of remaining SNPs after merging with reference panel LD.ldsc_nsnp_merge_regression_ld
: Number of remaining SNPs after merging with regression SNP LD.ldsc_observed_scale_h2_{beta,se}
Coefficient value and SE for total observed scale h2.ldsc_intercept_{beta,se}
: Coefficient value and SE for intercept. Intercept is expected to be 1.ldsc_lambda_gc
: Lambda GC statistics.ldsc_mean_chisq
: Mean χ2 statistics.ldsc_ratio
: ldsc_intercept_beta−1ldsc_mean_chisq−1, the proportion of the inflation in the mean χ2 that the LD Score regression intercepts ascribes to causes other than polygenic heritability. The value of ratio should be close to zero, though in practice values of 0.1-0.2 are not uncommon, probably due to sample/reference LD Score mismatch or model misspecification (e.g., low LD variants have slightly higher h2 per SNP).Flags
When a metric needs attention, the flag should return TRUE.
af_correlation
: abs(af_correlation)
< 0.7.inflation_factor
: inflation_factor
> 1.2.n
: n
(max reported sample size) < 10000.is_snpid_non_unique
: NOT is_snpid_unique
.mean_EFFECT_nonfinite
: mean(EFFECT)
is NA
, NaN
, or Inf
.mean_EFFECT_05
: abs(mean(EFFECT))
> 0.5.mean_EFFECT_01
: abs(mean(EFFECT))
> 0.1.mean_chisq
: ldsc_mean_chisq
> 1.3 or ldsc_mean_chisq
< 0.7.n_p_sig
: n_p_sig
> 1000.miss_<*>
: n_miss_<*>
/ n_snps
> 0.01.ldsc_ratio
: ldsc_ratio
> 0.5ldsc_intercept_beta
: ldsc_intercept_beta
> 1.5n_clumped_hits
: n_clumped_hits
> 1000r2_sum<*>
: r2_sum<*>
> 0.5Plots
skim_type | skim_variable | n_missing | complete_rate | character.min | character.max | character.empty | character.n_unique | character.whitespace | numeric.mean | numeric.sd | numeric.p0 | numeric.p25 | numeric.p50 | numeric.p75 | numeric.p100 | numeric.hist |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
skim_type | skim_variable | n_missing | complete_rate | character.min | character.max | character.empty | character.n_unique | character.whitespace | numeric.mean | numeric.sd | numeric.p0 | numeric.p25 | numeric.p50 | numeric.p75 | numeric.p100 | numeric.hist |
character | ID | 0 | 1.0000000 | 3 | 42 | 0 | 2294034 | 0 | NA | NA | NA | NA | NA | NA | NA | NA |
character | REF | 0 | 1.0000000 | 1 | 1 | 0 | 4 | 0 | NA | NA | NA | NA | NA | NA | NA | NA |
character | ALT | 0 | 1.0000000 | 1 | 1 | 0 | 4 | 0 | NA | NA | NA | NA | NA | NA | NA | NA |
numeric | CHROM | 0 | 1.0000000 | NA | NA | NA | NA | NA | 8.539775e+00 | 5.626728e+00 | 1.0000e+00 | 4.000000e+00 | 8.000000e+00 | 1.200000e+01 | 2.300000e+01 | ▇▅▅▂▂ |
numeric | POS | 0 | 1.0000000 | NA | NA | NA | NA | NA | 7.894138e+07 | 5.547247e+07 | 1.3034e+04 | 3.295368e+07 | 7.043194e+07 | 1.142237e+08 | 2.491808e+08 | ▇▇▅▂▁ |
numeric | EFFECT | 0 | 1.0000000 | NA | NA | NA | NA | NA | -1.429000e-04 | 1.026040e-02 | -1.4000e-01 | -5.900000e-03 | -1.000000e-04 | 5.700000e-03 | 1.400000e-01 | ▁▁▇▁▁ |
numeric | SE | 0 | 1.0000000 | NA | NA | NA | NA | NA | 9.305900e-03 | 4.141900e-03 | 4.7000e-03 | 6.700000e-03 | 7.700000e-03 | 1.000000e-02 | 4.500000e-01 | ▇▁▁▁▁ |
numeric | PVAL | 0 | 1.0000000 | NA | NA | NA | NA | NA | 4.936477e-01 | 2.917258e-01 | 0.0000e+00 | 2.399999e-01 | 4.899999e-01 | 7.499995e-01 | 1.000000e+00 | ▇▇▇▇▇ |
numeric | PVAL_ztest | 0 | 1.0000000 | NA | NA | NA | NA | NA | 4.934969e-01 | 2.915171e-01 | 0.0000e+00 | 2.399947e-01 | 4.923555e-01 | 7.459807e-01 | 1.000000e+00 | ▇▇▇▇▇ |
numeric | AF | 8331 | 0.9963684 | NA | NA | NA | NA | NA | 3.661063e-01 | 2.691460e-01 | 8.3000e-03 | 1.333000e-01 | 3.083000e-01 | 5.667000e-01 | 9.917000e-01 | ▇▅▃▃▂ |
numeric | AF_reference | 18210 | 0.9920620 | NA | NA | NA | NA | NA | 3.683053e-01 | 2.512988e-01 | 1.9970e-04 | 1.567490e-01 | 3.095050e-01 | 5.509190e-01 | 1.000000e+00 | ▇▇▅▃▂ |
numeric | N | 0 | 1.0000000 | NA | NA | NA | NA | NA | 6.141796e+04 | 8.227166e+03 | 5.0000e+04 | 6.016400e+04 | 6.107500e+04 | 6.146100e+04 | 1.040790e+05 | ▅▇▁▁▁ |
CHROM | POS | ID | REF | ALT | EFFECT | SE | PVAL | PVAL_ztest | AF | AF_reference | N |
---|---|---|---|---|---|---|---|---|---|---|---|
CHROM | POS | ID | REF | ALT | EFFECT | SE | PVAL | PVAL_ztest | AF | AF_reference | N |
1 | 785050 | rs2905062 | G | A | -0.0048 | 0.0089 | 0.5900000 | 0.5896620 | NA | 0.626997 | 64267 |
1 | 1003629 | rs4075116 | C | T | 0.0015 | 0.0080 | 0.8499999 | 0.8512686 | 0.7373 | 0.720647 | 58568 |
1 | 1017170 | rs3766193 | C | G | 0.0055 | 0.0075 | 0.4600002 | 0.4633551 | 0.5667 | 0.575479 | 59110 |
1 | 1017197 | rs3766192 | C | T | 0.0071 | 0.0072 | 0.3200000 | 0.3240786 | 0.5763 | 0.511182 | 58855 |
1 | 1018562 | rs9442371 | C | T | 0.0058 | 0.0071 | 0.4100001 | 0.4139848 | 0.5917 | 0.530152 | 59436 |
1 | 1018704 | rs9442372 | A | G | 0.0053 | 0.0072 | 0.4600002 | 0.4616631 | 0.6017 | 0.611022 | 58906 |
1 | 1021415 | rs3737728 | A | G | 0.0076 | 0.0077 | 0.3200000 | 0.3236363 | 0.7167 | 0.812700 | 58766 |
1 | 1021695 | rs9442398 | A | G | 0.0082 | 0.0079 | 0.2999998 | 0.2992818 | 0.7250 | 0.727236 | 59056 |
1 | 1022037 | rs6701114 | C | T | 0.0090 | 0.0079 | 0.2500000 | 0.2546029 | 0.5667 | 0.586661 | 53280 |
1 | 1036959 | rs11579015 | T | C | 0.0024 | 0.0130 | 0.8499999 | 0.8535307 | 0.0500 | 0.156949 | 50183 |
CHROM | POS | ID | REF | ALT | EFFECT | SE | PVAL | PVAL_ztest | AF | AF_reference | N |
---|---|---|---|---|---|---|---|---|---|---|---|
CHROM | POS | ID | REF | ALT | EFFECT | SE | PVAL | PVAL_ztest | AF | AF_reference | N |
22 | 51163138 | rs715586 | C | T | -0.0039 | 0.0073 | 0.5900000 | 0.5931709 | 0.1500 | 0.0902556 | 94615 |
22 | 51165664 | rs8137951 | G | A | 0.0047 | 0.0053 | 0.3800004 | 0.3751907 | 0.2750 | 0.4063500 | 101606 |
22 | 51175626 | rs3810648 | A | G | -0.0073 | 0.0150 | 0.6200004 | 0.6264946 | 0.0667 | 0.1084270 | 51179 |
22 | 51178090 | rs2285395 | G | A | 0.0130 | 0.0100 | 0.2200002 | 0.1936010 | 0.0667 | 0.0666933 | 96455 |
22 | 51196164 | rs8136603 | A | T | -0.0047 | 0.0180 | 0.8000000 | 0.7940068 | 0.0750 | 0.1427720 | 50214 |
23 | 35921591 | rs2204667 | C | G | 0.0130 | 0.0087 | 0.1499999 | 0.1351095 | 0.1667 | NA | 61429 |
23 | 51666786 | rs14115 | A | G | -0.0058 | 0.0150 | 0.6899999 | 0.6990030 | 0.0250 | NA | 55140 |
23 | 70163799 | rs1626496 | A | C | -0.0002 | 0.0130 | 0.9900000 | 0.9877253 | 0.0750 | NA | 61441 |
23 | 91415872 | rs6562597 | G | A | -0.0240 | 0.0250 | 0.3300000 | 0.3370552 | 0.0083 | 0.0021192 | 52407 |
23 | 118495837 | rs12882977 | G | A | 0.0043 | 0.0063 | 0.4899999 | 0.4948978 | 0.5167 | 0.2307280 | 61362 |
1 785050 rs2905062 G A . PASS . ES:SE:LP:SS:ID -0.0048:0.0089:0.229148:64267:rs2905062
1 1003629 rs4075116 C T . PASS AF=0.7373 ES:SE:LP:AF:SS:ID 0.0015:0.008:0.0705811:0.7373:58568:rs4075116
1 1017170 rs3766193 C G . PASS AF=0.5667 ES:SE:LP:AF:SS:ID 0.0055:0.0075:0.337242:0.5667:59110:rs3766193
1 1017197 rs3766192 C T . PASS AF=0.5763 ES:SE:LP:AF:SS:ID 0.0071:0.0072:0.49485:0.5763:58855:rs3766192
1 1018562 rs9442371 C T . PASS AF=0.5917 ES:SE:LP:AF:SS:ID 0.0058:0.0071:0.387216:0.5917:59436:rs9442371
1 1018704 rs9442372 A G . PASS AF=0.6017 ES:SE:LP:AF:SS:ID 0.0053:0.0072:0.337242:0.6017:58906:rs9442372
1 1021415 rs3737728 A G . PASS AF=0.7167 ES:SE:LP:AF:SS:ID 0.0076:0.0077:0.49485:0.7167:58766:rs3737728
1 1021695 rs9442398 A G . PASS AF=0.725 ES:SE:LP:AF:SS:ID 0.0082:0.0079:0.522879:0.725:59056:rs9442398
1 1022037 rs6701114 C T . PASS AF=0.5667 ES:SE:LP:AF:SS:ID 0.009:0.0079:0.60206:0.5667:53280:rs6701114
1 1036959 rs11579015 T C . PASS AF=0.05 ES:SE:LP:AF:SS:ID 0.0024:0.013:0.0705811:0.05:50183:rs11579015
1 1053452 rs4970409 G A . PASS AF=0.05 ES:SE:LP:AF:SS:ID 0.0053:0.013:0.161151:0.05:50706:rs4970409
1 1060608 rs17160824 G A . PASS AF=0.0583 ES:SE:LP:AF:SS:ID 0.0045:0.013:0.130768:0.0583:50671:rs17160824
1 1061115 rs17160826 T C . PASS AF=0.0546 ES:SE:LP:AF:SS:ID 0.0077:0.013:0.251812:0.0546:50675:rs17160826
1 1061152 rs12748370 T C . PASS . ES:SE:LP:SS:ID 0.0074:0.013:0.236572:50673:rs12748370
1 1077064 rs4970357 C A . PASS AF=0.9237 ES:SE:LP:AF:SS:ID -0.01:0.015:0.29243:0.9237:51038:rs4970357
1 1087683 rs9442380 T C . PASS AF=0.9123 ES:SE:LP:AF:SS:ID -0.0083:0.013:0.267606:0.9123:53234:rs9442380
1 1089262 rs4970358 A G . PASS AF=0.9661 ES:SE:LP:AF:SS:ID -0.018:0.017:0.508638:0.9661:54732:rs4970358
1 1097335 rs9442385 T G . PASS AF=0.9417 ES:SE:LP:AF:SS:ID -0.012:0.013:0.431798:0.9417:56034:rs9442385
1 1099342 rs9660710 A C . PASS AF=0.9407 ES:SE:LP:AF:SS:ID -0.0063:0.013:0.207608:0.9407:58303:rs9660710
1 1100217 rs1891905 C T . PASS AF=0.9583 ES:SE:LP:AF:SS:ID 0.011:0.018:0.275724:0.9583:58482:rs1891905
1 1124663 rs6684820 G A . PASS AF=0.2667 ES:SE:LP:AF:SS:ID -0.001:0.0083:0.0457575:0.2667:58800:rs6684820
1 1125553 rs10907174 A T . PASS AF=0.225 ES:SE:LP:AF:SS:ID 0.0032:0.0087:0.148742:0.225:58697:rs10907174
1 1130727 rs10907175 A C . PASS AF=0.1 ES:SE:LP:AF:SS:ID 0.0004:0.012:0.0132283:0.1:59277:rs10907175
1 1135242 rs9729550 A C . PASS AF=0.275 ES:SE:LP:AF:SS:ID 0.0011:0.008:0.05061:0.275:58324:rs9729550
1 1138913 rs3819001 T C . PASS AF=0.0431 ES:SE:LP:AF:SS:ID -0.017:0.018:0.468521:0.0431:54432:rs3819001
1 1140435 rs1815606 G T . PASS AF=0.3103 ES:SE:LP:AF:SS:ID -0.014:0.006:1.72125:0.3103:82299:rs1815606
1 1143657 rs3753348 C G . PASS AF=0.0333 ES:SE:LP:AF:SS:ID -0.017:0.02:0.408935:0.0333:55900:rs3753348
1 1152631 rs11721 C A . PASS AF=0.0833 ES:SE:LP:AF:SS:ID 0.011:0.013:0.420216:0.0833:57598:rs11721
1 1158277 rs3813199 G A . PASS AF=0.1 ES:SE:LP:AF:SS:ID 0.0026:0.012:0.0861861:0.1:58770:rs3813199
1 1162435 rs3766186 C A . PASS AF=0.1 ES:SE:LP:AF:SS:ID 0.004:0.012:0.136677:0.1:59298:rs3766186
1 1163804 rs7515488 C T . PASS AF=0.15 ES:SE:LP:AF:SS:ID -0.005:0.01:0.207608:0.15:58725:rs7515488
1 1165310 rs11260562 G A . PASS AF=0.0517 ES:SE:LP:AF:SS:ID -0.015:0.016:0.468521:0.0517:54065:rs11260562
1 1176597 rs6675798 T C . PASS AF=0.1083 ES:SE:LP:AF:SS:ID 0.0023:0.013:0.0705811:0.1083:56002:rs6675798
1 1181751 rs6603783 T C . PASS AF=0.1 ES:SE:LP:AF:SS:ID 0.0025:0.012:0.0757207:0.1:58026:rs6603783
1 1192515 rs7524470 A G . PASS AF=0.0583 ES:SE:LP:AF:SS:ID -0.014:0.019:0.337242:0.0583:54576:rs7524470
1 1194804 rs11804831 T C . PASS AF=0.2083 ES:SE:LP:AF:SS:ID -0.0087:0.0091:0.468521:0.2083:59187:rs11804831
1 1198618 rs12563338 T A . PASS AF=0.0417 ES:SE:LP:AF:SS:ID -0.024:0.019:0.721246:0.0417:58256:rs12563338
1 1206343 rs6667923 C A . PASS AF=0.0583 ES:SE:LP:AF:SS:ID -0.017:0.018:0.468521:0.0583:59416:rs6667923
1 1206619 rs6668223 C A . PASS AF=0.0339 ES:SE:LP:AF:SS:ID -0.012:0.021:0.251812:0.0339:59203:rs6668223
1 1211292 rs6685064 C T . PASS AF=0.1 ES:SE:LP:AF:SS:ID -0.016:0.013:0.69897:0.1:57319:rs6685064
1 1232319 rs604618 G A . PASS AF=0.0917 ES:SE:LP:AF:SS:ID -0.019:0.016:0.638272:0.0917:50414:rs604618
1 1474304 rs1571150 C A . PASS AF=0.3 ES:SE:LP:AF:SS:ID 0.0081:0.007:0.60206:0.3:61254:rs1571150
1 1478153 rs3766180 T C . PASS AF=0.2417 ES:SE:LP:AF:SS:ID 0.0097:0.0072:0.744727:0.2417:60823:rs3766180
1 1478180 rs3766178 T C . PASS AF=0.2667 ES:SE:LP:AF:SS:ID 0.0095:0.0072:0.721246:0.2667:60821:rs3766178
1 1481348 rs3766177 T C . PASS . ES:SE:LP:SS:ID 0.012:0.0077:0.886057:60578:rs3766177
1 1483010 rs7517401 G A . PASS AF=0.2833 ES:SE:LP:AF:SS:ID 0.0076:0.0072:0.537602:0.2833:60803:rs7517401
1 1486834 rs3128342 C A . PASS AF=0.3333 ES:SE:LP:AF:SS:ID 0.0043:0.0074:0.251812:0.3333:55339:rs3128342
1 1489670 rs7531530 C T . PASS AF=0.25 ES:SE:LP:AF:SS:ID 0.012:0.0075:0.920819:0.25:60322:rs7531530
1 1489928 rs7366884 T C . PASS AF=0.25 ES:SE:LP:AF:SS:ID 0.011:0.0076:0.79588:0.25:60855:rs7366884
1 1497201 rs3766169 A C . PASS AF=0.2458 ES:SE:LP:AF:SS:ID 0.0096:0.0072:0.744727:0.2458:61404:rs3766169