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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-1102/ieu-a-1102.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-1102/ldsc.txt \
--w-ld-chr /mnt/storage/private/mrcieu/research/scratch/IGD/data/dev/reference/eur_w_ld_chr/
Beginning analysis at Tue Feb 4 20:45:13 2020
Reading summary statistics from /mnt/storage/private/mrcieu/research/scratch/IGD/data/dev/ieu-a-import/processed/ieu-a-1102/ieu-a-1102.vcf.gz ...
Read summary statistics for 2189545 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, 1067596 SNPs remain.
After merging with regression SNP LD, 1067596 SNPs remain.
Using two-step estimator with cutoff at 30.
Total Observed scale h2: 0.0197 (0.0055)
Lambda GC: 1.039
Mean Chi^2: 1.0642
Intercept: 1.0152 (0.0082)
Ratio: 0.2374 (0.127)
Analysis finished at Tue Feb 4 20:45:42 2020
Total time elapsed: 28.94s
{
"af_correlation": 0.9011,
"inflation_factor": 1.0475,
"mean_EFFECT": 0.0018,
"n": 118147,
"n_snps": 2189545,
"n_clumped_hits": 4,
"n_p_sig": 119,
"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": 658,
"n_miss_AF_reference": 18468,
"n_est": 112860.2698,
"ratio_se_n": 0.9774,
"mean_diff": -0.0013,
"ratio_diff": 116.3032,
"sd_y_est1": 3.7475,
"sd_y_est2": 3.6627,
"r2_sum1": 0.0307,
"r2_sum2": 0.0022,
"r2_sum3": 0.0023,
"r2_sum4": 0.0021,
"ldsc_nsnp_merge_refpanel_ld": 1067596,
"ldsc_nsnp_merge_regression_ld": 1067596,
"ldsc_observed_scale_h2_beta": 0.0197,
"ldsc_observed_scale_h2_se": 0.0055,
"ldsc_intercept_beta": 1.0152,
"ldsc_intercept_se": 0.0082,
"ldsc_lambda_gc": 1.039,
"ldsc_mean_chisq": 1.0642,
"ldsc_ratio": 0.2368
}
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
(\(2 \times N \times MAF\)) 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, \(\widehat{n}\).ratio_se_n
: \(\texttt{ratio_se_n} = \frac{\sqrt{\widehat{n}}}{\sqrt{n}}\). 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
: \(\texttt{mean_diff} = \sum_{j} \frac{\widehat{\beta_j^{std}} - \beta_j}{\texttt{n_snps}}\), 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
: \(\texttt{ratio_diff} = |\frac{\texttt{mean_diff}}{\texttt{mean_diff2}}|\), 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
: \(r^2 = \sum_j{\frac{2 \times \beta_j^2 \times {MAF}_j \times (1 - {MAF}_j)}{\texttt{var1}}}\), \(\texttt{var1} = 1\).2
: \(r^2 = \sum_j{\frac{2 \times \beta_j^2 \times {MAF}_j \times (1 - {MAF}_j)}{\texttt{var2}}}\), \(\texttt{var2} = {\widehat{\texttt{sd1}}_{y}}^2\),3
: \(r^2 = \sum_j{\frac{2 \times \beta_j^2 \times {MAF}_j \times (1 - {MAF}_j)}{\texttt{var3}}}\), \(\texttt{var3} = {\widehat{\texttt{sd2}}_{y}}^2\),4
: \(r^2 = \sum_j{\frac{F_j}{F_j + n - 2}}\), \(F = \frac{\beta_j^2}{{se}_j^2}\).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 \(\chi^2\) statistics.ldsc_ratio
: \(\frac{\texttt{ldsc_intercept_beta} - 1}{\texttt{ldsc_mean_chisq} - 1}\), the proportion of the inflation in the mean \(\chi^2\) 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 \(h^2\) 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
character | ID | 0 | 1.0000000 | 3 | 42 | 0 | 2189545 | 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 | 8.602095e+00 | 5.664015e+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 | 7.871917e+07 | 5.573840e+07 | 1.1523e+04 | 3.243192e+07 | 7.007253e+07 | 1.143565e+08 | 2.491752e+08 | ▇▆▅▂▁ |
numeric | EFFECT | 0 | 1.0000000 | NA | NA | NA | NA | NA | 1.826200e-03 | 2.177280e-02 | -7.6000e-01 | -1.200000e-02 | 1.400000e-03 | 1.500000e-02 | 5.000000e-01 | ▁▁▅▇▁ |
numeric | SE | 0 | 1.0000000 | NA | NA | NA | NA | NA | 2.022220e-02 | 6.331200e-03 | 1.5000e-02 | 1.600000e-02 | 1.800000e-02 | 2.300000e-02 | 4.400000e-01 | ▇▁▁▁▁ |
numeric | PVAL | 0 | 1.0000000 | NA | NA | NA | NA | NA | 4.922846e-01 | 2.907589e-01 | 0.0000e+00 | 2.399999e-01 | 4.899999e-01 | 7.400005e-01 | 1.000000e+00 | ▇▇▇▇▇ |
numeric | PVAL_ztest | 0 | 1.0000000 | NA | NA | NA | NA | NA | 4.919755e-01 | 2.908966e-01 | 0.0000e+00 | 2.350305e-01 | 4.917677e-01 | 7.439200e-01 | 1.000000e+00 | ▇▇▇▇▇ |
numeric | AF | 658 | 0.9996995 | NA | NA | NA | NA | NA | 3.810087e-01 | 2.564856e-01 | 4.0000e-03 | 1.590000e-01 | 3.250000e-01 | 5.750000e-01 | 9.960000e-01 | ▇▆▅▃▂ |
numeric | AF_reference | 18468 | 0.9915654 | NA | NA | NA | NA | NA | 3.807157e-01 | 2.427759e-01 | 1.9970e-04 | 1.773160e-01 | 3.294730e-01 | 5.595050e-01 | 1.000000e+00 | ▇▇▅▃▂ |
numeric | N | 0 | 1.0000000 | NA | NA | NA | NA | NA | 1.172665e+05 | 2.630388e+03 | 4.1803e+04 | 1.180750e+05 | 1.181360e+05 | 1.181400e+05 | 1.181470e+05 | ▁▁▁▁▇ |
CHROM | POS | ID | REF | ALT | EFFECT | SE | PVAL | PVAL_ztest | AF | AF_reference | N |
---|---|---|---|---|---|---|---|---|---|---|---|
1 | 721290 | rs12565286 | G | C | 0.0590 | 0.064 | 0.3500000 | 0.3565938 | 0.032 | 0.0371406 | 103180 |
1 | 723819 | rs11804171 | T | A | 0.0750 | 0.066 | 0.2500000 | 0.2558044 | 0.034 | 0.1345850 | 100893 |
1 | 723891 | rs2977670 | G | C | -0.0670 | 0.068 | 0.3200000 | 0.3244796 | 0.934 | 0.7799520 | 97600 |
1 | 750235 | rs12138618 | G | A | -0.1100 | 0.083 | 0.1900002 | 0.1850713 | 0.062 | NA | 92771 |
1 | 752566 | rs3094315 | G | A | -0.0200 | 0.028 | 0.4700002 | 0.4750505 | 0.835 | 0.7182510 | 111704 |
1 | 754192 | rs3131968 | A | G | 0.0081 | 0.036 | 0.8200001 | 0.8219793 | 0.885 | 0.6785140 | 99594 |
1 | 768448 | rs12562034 | G | A | -0.0100 | 0.038 | 0.7899998 | 0.7924289 | 0.102 | 0.1918930 | 107322 |
1 | 775659 | rs2905035 | A | G | -0.0092 | 0.036 | 0.8000000 | 0.7982940 | 0.885 | 0.7450080 | 101946 |
1 | 776546 | rs12124819 | A | G | -0.0046 | 0.032 | 0.8900000 | 0.8856979 | 0.288 | 0.0756789 | 108269 |
1 | 777122 | rs2980319 | A | T | -0.0250 | 0.031 | 0.4100001 | 0.4199825 | 0.866 | 0.7472040 | 113953 |
CHROM | POS | ID | REF | ALT | EFFECT | SE | PVAL | PVAL_ztest | AF | AF_reference | N |
---|---|---|---|---|---|---|---|---|---|---|---|
22 | 51212875 | rs2238837 | A | C | 0.0010 | 0.025 | 0.9699999 | 0.9680931 | 0.385 | 0.3724040 | 100331 |
22 | 51216564 | rs9616970 | T | C | -0.0380 | 0.034 | 0.2700001 | 0.2637178 | 0.146 | 0.1563500 | 108372 |
22 | 51217134 | rs117417021 | A | G | -0.0044 | 0.027 | 0.8700001 | 0.8705476 | 0.415 | 0.2671730 | 102775 |
22 | 51222100 | rs114553188 | G | T | -0.0066 | 0.048 | 0.8900000 | 0.8906356 | 0.062 | 0.0880591 | 98167 |
22 | 51223637 | rs375798137 | G | A | -0.0110 | 0.048 | 0.8300000 | 0.8187394 | 0.062 | 0.0788738 | 97004 |
22 | 51229805 | rs9616985 | T | C | -0.0630 | 0.051 | 0.2200002 | 0.2167211 | 0.092 | 0.0730831 | 88676 |
23 | 35921591 | rs2204667 | C | G | 0.0170 | 0.021 | 0.4299995 | 0.4182139 | 0.162 | NA | 113634 |
23 | 51666786 | rs14115 | A | G | 0.0590 | 0.033 | 0.0739997 | 0.0737956 | 0.027 | NA | 117304 |
23 | 70163799 | rs1626496 | A | C | -0.0220 | 0.029 | 0.4500005 | 0.4480795 | 0.069 | NA | 117302 |
23 | 118495837 | rs12882977 | G | A | 0.0092 | 0.016 | 0.5700002 | 0.5652913 | 0.508 | 0.2307280 | 106243 |
1 721290 rs12565286 G C . PASS AF=0.032 ES:SE:LP:AF:SS:ID 0.059:0.064:0.455932:0.032:103180:rs12565286
1 723819 rs11804171 T A . PASS AF=0.034 ES:SE:LP:AF:SS:ID 0.075:0.066:0.60206:0.034:100893:rs11804171
1 723891 rs2977670 G C . PASS AF=0.934 ES:SE:LP:AF:SS:ID -0.067:0.068:0.49485:0.934:97600:rs2977670
1 750235 rs12138618 G A . PASS AF=0.062 ES:SE:LP:AF:SS:ID -0.11:0.083:0.721246:0.062:92771:rs12138618
1 752566 rs3094315 G A . PASS AF=0.835 ES:SE:LP:AF:SS:ID -0.02:0.028:0.327902:0.835:111704:rs3094315
1 754192 rs3131968 A G . PASS AF=0.885 ES:SE:LP:AF:SS:ID 0.0081:0.036:0.0861861:0.885:99594:rs3131968
1 768448 rs12562034 G A . PASS AF=0.102 ES:SE:LP:AF:SS:ID -0.01:0.038:0.102373:0.102:107322:rs12562034
1 775659 rs2905035 A G . PASS AF=0.885 ES:SE:LP:AF:SS:ID -0.0092:0.036:0.09691:0.885:101946:rs2905035
1 776546 rs12124819 A G . PASS AF=0.288 ES:SE:LP:AF:SS:ID -0.0046:0.032:0.05061:0.288:108269:rs12124819
1 777122 rs2980319 A T . PASS AF=0.866 ES:SE:LP:AF:SS:ID -0.025:0.031:0.387216:0.866:113953:rs2980319
1 779322 rs4040617 A G . PASS AF=0.133 ES:SE:LP:AF:SS:ID 0.012:0.035:0.136677:0.133:96454:rs4040617
1 780785 rs2977612 T A . PASS AF=0.877 ES:SE:LP:AF:SS:ID -0.02:0.032:0.275724:0.877:110725:rs2977612
1 785050 rs2905062 G A . PASS AF=0.868 ES:SE:LP:AF:SS:ID -0.024:0.032:0.337242:0.868:111664:rs2905062
1 785989 rs2980300 T C . PASS AF=0.868 ES:SE:LP:AF:SS:ID -0.027:0.031:0.420216:0.868:113951:rs2980300
1 798026 rs4951864 C T . PASS AF=0.9 ES:SE:LP:AF:SS:ID 0.065:0.056:0.619789:0.9:98757:rs4951864
1 798801 rs12132517 G A . PASS AF=0.108 ES:SE:LP:AF:SS:ID -0.062:0.056:0.585027:0.108:97809:rs12132517
1 798959 rs11240777 G A . PASS AF=0.219 ES:SE:LP:AF:SS:ID -0.018:0.03:0.267606:0.219:113129:rs11240777
1 846864 rs950122 G C . PASS AF=0.138 ES:SE:LP:AF:SS:ID -0.036:0.039:0.443698:0.138:95297:rs950122
1 882033 rs2272756 G A . PASS AF=0.23 ES:SE:LP:AF:SS:ID 0.044:0.034:0.721246:0.23:107696:rs2272756
1 962210 rs3128126 A G . PASS AF=0.415 ES:SE:LP:AF:SS:ID 0.02:0.026:0.346787:0.415:110947:rs3128126
1 990380 rs3121561 C T . PASS AF=0.254 ES:SE:LP:AF:SS:ID 0.022:0.025:0.420216:0.254:113871:rs3121561
1 998501 rs3813193 G C . PASS AF=0.146 ES:SE:LP:AF:SS:ID 0.018:0.027:0.30103:0.146:114971:rs3813193
1 1003629 rs4075116 C T . PASS AF=0.734 ES:SE:LP:AF:SS:ID -0.0091:0.02:0.187087:0.734:118106:rs4075116
1 1005806 rs3934834 C T . PASS AF=0.124 ES:SE:LP:AF:SS:ID 0.019:0.025:0.356547:0.124:117279:rs3934834
1 1017170 rs3766193 C G . PASS AF=0.587 ES:SE:LP:AF:SS:ID -0.0098:0.018:0.229148:0.587:113908:rs3766193
1 1017197 rs3766192 C T . PASS AF=0.571 ES:SE:LP:AF:SS:ID -0.0048:0.017:0.107905:0.571:113959:rs3766192
1 1017587 rs3766191 C T . PASS AF=0.124 ES:SE:LP:AF:SS:ID 0.019:0.025:0.356547:0.124:117279:rs3766191
1 1018562 rs9442371 C T . PASS AF=0.608 ES:SE:LP:AF:SS:ID -0.0064:0.017:0.154902:0.608:117280:rs9442371
1 1018704 rs9442372 A G . PASS AF=0.588 ES:SE:LP:AF:SS:ID -0.0062:0.017:0.148742:0.588:117277:rs9442372
1 1021346 rs10907177 A G . PASS AF=0.137 ES:SE:LP:AF:SS:ID 0.015:0.025:0.267606:0.137:117280:rs10907177
1 1021415 rs3737728 A G . PASS AF=0.735 ES:SE:LP:AF:SS:ID -0.0063:0.018:0.136677:0.735:118143:rs3737728
1 1021583 rs10907178 A C . PASS AF=0.112 ES:SE:LP:AF:SS:ID 0.013:0.025:0.221849:0.112:114163:rs10907178
1 1021695 rs9442398 A G . PASS AF=0.726 ES:SE:LP:AF:SS:ID -0.0029:0.019:0.0555173:0.726:118141:rs9442398
1 1022037 rs6701114 C T . PASS AF=0.585 ES:SE:LP:AF:SS:ID -0.012:0.018:0.29243:0.585:117227:rs6701114
1 1025301 rs9442400 T C . PASS AF=0.952 ES:SE:LP:AF:SS:ID 0.03:0.065:0.187087:0.952:98552:rs9442400
1 1026707 rs4074137 C A . PASS AF=0.623 ES:SE:LP:AF:SS:ID -0.0045:0.018:0.09691:0.623:114993:rs4074137
1 1030565 rs6687776 C T . PASS AF=0.133 ES:SE:LP:AF:SS:ID -0.0025:0.022:0.0409586:0.133:117285:rs6687776
1 1030633 rs6678318 G A . PASS AF=0.134 ES:SE:LP:AF:SS:ID -0.0022:0.022:0.0362122:0.134:113975:rs6678318
1 1031540 rs9651273 A G . PASS AF=0.717 ES:SE:LP:AF:SS:ID -0.016:0.018:0.431798:0.717:117242:rs9651273
1 1036959 rs11579015 T C . PASS AF=0.046 ES:SE:LP:AF:SS:ID 0:0.026:-0:0.046:117280:rs11579015
1 1040026 rs6671356 T C . PASS AF=0.115 ES:SE:LP:AF:SS:ID 0.017:0.023:0.327902:0.115:117279:rs6671356
1 1046164 rs6666280 C T . PASS AF=0.062 ES:SE:LP:AF:SS:ID 0.018:0.023:0.366532:0.062:117274:rs6666280
1 1048955 rs4970405 A G . PASS AF=0.088 ES:SE:LP:AF:SS:ID 0.012:0.025:0.200659:0.088:117273:rs4970405
1 1049950 rs12726255 A G . PASS AF=0.115 ES:SE:LP:AF:SS:ID 0.021:0.024:0.431798:0.115:117261:rs12726255
1 1053452 rs4970409 G A . PASS AF=0.093 ES:SE:LP:AF:SS:ID 0.0021:0.025:0.0315171:0.093:115502:rs4970409
1 1060174 rs7548798 C T . PASS AF=0.314 ES:SE:LP:AF:SS:ID 0.016:0.022:0.318759:0.314:105268:rs7548798
1 1060608 rs17160824 G A . PASS AF=0.097 ES:SE:LP:AF:SS:ID 0.0043:0.025:0.0655015:0.097:117263:rs17160824
1 1061115 rs17160826 T C . PASS AF=0.051 ES:SE:LP:AF:SS:ID 0.0063:0.026:0.09691:0.051:117259:rs17160826
1 1061152 rs12748370 T C . PASS AF=0.055 ES:SE:LP:AF:SS:ID 0.0028:0.026:0.0409586:0.055:115488:rs12748370
1 1061166 rs11807848 T C . PASS AF=0.389 ES:SE:LP:AF:SS:ID 0.014:0.018:0.356547:0.389:117252:rs11807848