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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 /data/cromwell-executions/qc/607e2024-ddbf-491a-96a0-c63a8022d3d0/call-ldsc/inputs/562856223/ieu-b-45.vcf.gz \
--ref-ld-chr /data/ref/eur_w_ld_chr/ \
--out /data/igd/ieu-b-45/ldsc.txt \
--w-ld-chr /data/ref/eur_w_ld_chr/
Beginning analysis at Tue Oct 13 13:52:23 2020
Reading summary statistics from /data/cromwell-executions/qc/607e2024-ddbf-491a-96a0-c63a8022d3d0/call-ldsc/inputs/562856223/ieu-b-45.vcf.gz ...
Read summary statistics for 0 SNPs.
Reading reference panel LD Score from /data/ref/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 /data/ref/eur_w_ld_chr/[1-22] ...
Read regression weight LD Scores for 1290028 SNPs.
Traceback (most recent call last):
File "./ldsc/ldsc.py", line 647, in <module>
sumstats.estimate_h2(args, log)
File "/ldsc/ldscore/sumstats.py", line 330, in estimate_h2
args, log, args.h2)
File "/ldsc/ldscore/sumstats.py", line 252, in _read_ld_sumstats
sumstats = _merge_and_log(ref_ld, sumstats, 'reference panel LD', log)
File "/ldsc/ldscore/sumstats.py", line 238, in _merge_and_log
raise ValueError(msg.format(N=len(sumstats), F=noun))
ValueError: After merging with reference panel LD, 0 SNPs remain.
Analysis finished at Tue Oct 13 13:53:27 2020
Total time elapsed: 1.0m:4.35s
{
"af_correlation": 0.9503,
"inflation_factor": 1.1474,
"mean_EFFECT": 0.0001,
"n": "-Inf",
"n_snps": 12321875,
"n_clumped_hits": 14,
"n_p_sig": 1356,
"n_mono": 0,
"n_ns": 1293897,
"n_mac": 0,
"is_snpid_unique": false,
"n_miss_EFFECT": 0,
"n_miss_SE": 0,
"n_miss_PVAL": 0,
"n_miss_AF": 0,
"n_miss_AF_reference": 1423040,
"n_est": "NA",
"ratio_se_n": "NA",
"mean_diff": "NaN",
"ratio_diff": "NaN",
"sd_y_est1": "NA",
"sd_y_est2": "NA",
"r2_sum1": 0,
"r2_sum2": 0,
"r2_sum3": 0,
"r2_sum4": 0,
"ldsc_nsnp_merge_refpanel_ld": 0,
"ldsc_nsnp_merge_regression_ld": "NA",
"ldsc_observed_scale_h2_beta": "NA",
"ldsc_observed_scale_h2_se": "NA",
"ldsc_intercept_beta": "NA",
"ldsc_intercept_se": "NA",
"ldsc_lambda_gc": "NA",
"ldsc_mean_chisq": "NA",
"ldsc_ratio": "NA"
}
name | value |
---|---|
af_correlation | FALSE |
inflation_factor | FALSE |
n | TRUE |
is_snpid_non_unique | TRUE |
mean_EFFECT_nonfinite | FALSE |
mean_EFFECT_05 | FALSE |
mean_EFFECT_01 | FALSE |
mean_chisq | NA |
n_p_sig | TRUE |
miss_EFFECT | FALSE |
miss_SE | FALSE |
miss_PVAL | FALSE |
ldsc_ratio | NA |
ldsc_intercept_beta | NA |
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 | logical.mean | logical.count | numeric.mean | numeric.sd | numeric.p0 | numeric.p25 | numeric.p50 | numeric.p75 | numeric.p100 | numeric.hist |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
character | ID | 675 | 0.9999452 | 3 | 58 | 0 | 12276232 | 0 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
character | REF | 0 | 1.0000000 | 1 | 88 | 0 | 17566 | 0 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
character | ALT | 0 | 1.0000000 | 1 | 662 | 0 | 71704 | 0 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
logical | N | 12321875 | 0.0000000 | NA | NA | NA | NA | NA | NaN | : | NA | NA | NA | NA | NA | NA | NA | NA |
numeric | CHROM | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | 8.757492e+00 | 5.885387e+00 | 1.0000000 | 4.000000e+00 | 8.000000e+00 | 1.300000e+01 | 2.300000e+01 | ▇▅▅▂▂ |
numeric | POS | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | 7.871202e+07 | 5.622121e+07 | 302.0000000 | 3.252510e+07 | 6.928045e+07 | 1.144492e+08 | 2.492405e+08 | ▇▆▅▂▁ |
numeric | EFFECT | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | 8.470000e-05 | 2.222940e-02 | -0.3820360 | -7.038000e-03 | -1.720000e-05 | 6.966300e-03 | 4.270310e-01 | ▁▁▇▁▁ |
numeric | SE | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | 1.558550e-02 | 1.496960e-02 | 0.0038733 | 5.456600e-03 | 8.762200e-03 | 2.021680e-02 | 2.352020e-01 | ▇▁▁▁▁ |
numeric | PVAL | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | 4.754887e-01 | 2.953390e-01 | 0.0000000 | 2.099999e-01 | 4.700002e-01 | 7.300002e-01 | 1.000000e+00 | ▇▇▇▆▆ |
numeric | PVAL_ztest | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | 4.754889e-01 | 2.953124e-01 | 0.0000000 | 2.139725e-01 | 4.674699e-01 | 7.308905e-01 | 1.000000e+00 | ▇▇▆▆▆ |
numeric | AF | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | 2.594004e-01 | 3.020450e-01 | 0.0008680 | 1.660200e-02 | 1.145640e-01 | 4.379540e-01 | 9.990960e-01 | ▇▂▁▁▁ |
numeric | AF_reference | 1423040 | 0.8845111 | NA | NA | NA | NA | NA | NA | NA | 2.132160e-01 | 2.513550e-01 | 0.0000000 | 1.218050e-02 | 1.056310e-01 | 3.376600e-01 | 1.000000e+00 | ▇▂▁▁▁ |
CHROM | POS | ID | REF | ALT | EFFECT | SE | PVAL | PVAL_ztest | AF | AF_reference | N |
---|---|---|---|---|---|---|---|---|---|---|---|
1 | 10177 | rs1264289758 | AC | A | -0.0004986 | 0.0070096 | 0.9400001 | 0.9432975 | 0.600937 | NA | NA |
1 | 10352 | rs1557426776 | TA | T | -0.0062174 | 0.0072116 | 0.3900004 | 0.3886100 | 0.606560 | NA | NA |
1 | 11008 | rs575272151 | C | G | -0.0113402 | 0.0119976 | 0.3400001 | 0.3445539 | 0.086324 | 0.0880591 | NA |
1 | 11012 | rs544419019 | C | G | -0.0113402 | 0.0119976 | 0.3400001 | 0.3445539 | 0.086324 | 0.0880591 | NA |
1 | 13110 | rs540538026 | G | A | -0.0151950 | 0.0159128 | 0.3400001 | 0.3396325 | 0.058814 | 0.0267572 | NA |
1 | 13116 | rs62635286 | T | G | 0.0062927 | 0.0094564 | 0.5099998 | 0.5057684 | 0.189107 | 0.0970447 | NA |
1 | 13118 | rs200579949 | A | G | 0.0062927 | 0.0094564 | 0.5099998 | 0.5057684 | 0.189107 | 0.0970447 | NA |
1 | 13273 | rs531730856 | G | C | -0.0054622 | 0.0110503 | 0.6200004 | 0.6210939 | 0.134021 | 0.0950479 | NA |
1 | 14464 | rs546169444 | A | T | 0.0065519 | 0.0100677 | 0.5199996 | 0.5151839 | 0.156921 | 0.0958466 | NA |
1 | 14599 | rs531646671 | T | A | 0.0105040 | 0.0091484 | 0.2500000 | 0.2508952 | 0.191685 | 0.1475640 | NA |
CHROM | POS | ID | REF | ALT | EFFECT | SE | PVAL | PVAL_ztest | AF | AF_reference | N |
---|---|---|---|---|---|---|---|---|---|---|---|
23 | 154901936 | rs697727 | A | G | -0.0132314 | 0.0044983 | 0.00330 | 0.0032672 | 0.751568 | 0.643179 | NA |
23 | 154901964 | rs697726 | G | A | -0.0125714 | 0.0047421 | 0.00800 | 0.0080247 | 0.348387 | 0.117616 | NA |
23 | 154902105 | rs696316 | G | T | -0.0132438 | 0.0044980 | 0.00320 | 0.0032360 | 0.751522 | 0.636026 | NA |
23 | 154902889 | rs697725 | A | T | -0.0130552 | 0.0044965 | 0.00370 | 0.0036909 | 0.751198 | 0.584106 | NA |
23 | 154903118 | rs479770 | G | A | -0.0133137 | 0.0044987 | 0.00310 | 0.0030821 | 0.751617 | 0.643444 | NA |
23 | 154903224 | rs480725 | A | T | -0.0133105 | 0.0044987 | 0.00310 | 0.0030892 | 0.751620 | 0.643444 | NA |
23 | 154903937 | rs674707 | G | A | -0.0133072 | 0.0044989 | 0.00310 | 0.0030974 | 0.751631 | 0.643444 | NA |
23 | 154909055 | rs473529 | C | G | 0.0154425 | 0.0042335 | 0.00026 | 0.0002646 | 0.305260 | 0.463046 | NA |
23 | 154918266 | rs642043 | C | T | 0.0158613 | 0.0042472 | 0.00019 | 0.0001881 | 0.303085 | 0.478675 | NA |
23 | 154927581 | rs644138 | G | A | 0.0159491 | 0.0042479 | 0.00017 | 0.0001736 | 0.302965 | 0.463576 | NA |
1 10177 rs1264289758 AC A . PASS AF=0.600937 ES:SE:LP:AF:ID -0.000498561:0.00700955:0.0268721:0.600937:rs1264289758
1 10352 rs1557426776 TA T . PASS AF=0.60656 ES:SE:LP:AF:ID -0.00621745:0.00721164:0.408935:0.60656:rs1557426776
1 11008 rs575272151 C G . PASS AF=0.086324 ES:SE:LP:AF:ID -0.0113402:0.0119976:0.468521:0.086324:rs575272151
1 11012 rs544419019 C G . PASS AF=0.086324 ES:SE:LP:AF:ID -0.0113402:0.0119976:0.468521:0.086324:rs544419019
1 13110 rs540538026 G A . PASS AF=0.058814 ES:SE:LP:AF:ID -0.015195:0.0159128:0.468521:0.058814:rs540538026
1 13116 rs62635286 T G . PASS AF=0.189107 ES:SE:LP:AF:ID 0.00629271:0.00945645:0.29243:0.189107:rs62635286
1 13118 rs62028691 A G . PASS AF=0.189107 ES:SE:LP:AF:ID 0.00629271:0.00945645:0.29243:0.189107:rs62028691
1 13273 rs531730856 G C . PASS AF=0.134021 ES:SE:LP:AF:ID -0.00546217:0.0110503:0.207608:0.134021:rs531730856
1 14464 rs546169444 A T . PASS AF=0.156921 ES:SE:LP:AF:ID 0.00655193:0.0100677:0.283997:0.156921:rs546169444
1 14599 rs707680 T A . PASS AF=0.191685 ES:SE:LP:AF:ID 0.010504:0.00914841:0.60206:0.191685:rs707680
1 14604 rs1418508701 A G . PASS AF=0.191685 ES:SE:LP:AF:ID 0.010504:0.00914841:0.60206:0.191685:rs1418508701
1 14930 rs6682385 A G . PASS AF=0.47377 ES:SE:LP:AF:ID -0.0150512:0.00710536:1.46852:0.47377:rs6682385
1 14933 rs199856693 G A . PASS AF=0.045001 ES:SE:LP:AF:ID -0.0131831:0.0174636:0.346787:0.045001:rs199856693
1 15211 rs3982632 T G . PASS AF=0.741246 ES:SE:LP:AF:ID 0.00575746:0.00822077:0.318759:0.741246:rs3982632
1 15820 rs1316988498 G T . PASS AF=0.275016 ES:SE:LP:AF:ID 0.0145461:0.00842862:1.07572:0.275016:rs1316988498
1 15903 rs557514207 GC G . PASS AF=0.581071 ES:SE:LP:AF:ID -0.0198532:0.00694311:2.37675:0.581071:rs557514207
1 28590 rs1344649620 T TTGG . PASS AF=0.956546 ES:SE:LP:AF:ID 0.0104528:0.0198302:0.221849:0.956546:rs1344649620
1 30923 rs1165072081 G T . PASS AF=0.910367 ES:SE:LP:AF:ID 0.0037691:0.0131273:0.113509:0.910367:rs1165072081
1 47159 rs540662756 T C . PASS AF=0.062787 ES:SE:LP:AF:ID 0.0174098:0.0149466:0.619789:0.062787:rs540662756
1 49298 rs10399793 T C . PASS AF=0.623747 ES:SE:LP:AF:ID 0.00564177:0.00833793:0.30103:0.623747:rs10399793
1 49554 rs539322794 A G . PASS AF=0.09297 ES:SE:LP:AF:ID 0.00144133:0.0128193:0.0409586:0.09297:rs539322794
1 51479 rs116400033 T A . PASS AF=0.213005 ES:SE:LP:AF:ID 0.00187034:0.00892269:0.0809219:0.213005:rs116400033
1 54490 rs141149254 G A . PASS AF=0.154186 ES:SE:LP:AF:ID -0.00264495:0.0100274:0.102373:0.154186:rs141149254
1 54676 rs2462492 C T . PASS AF=0.400441 ES:SE:LP:AF:ID 0.00337504:0.00826366:0.167491:0.400441:rs2462492
1 54712 rs573184866 TTTTC T . PASS AF=0.414513 ES:SE:LP:AF:ID 0.000641465:0.0065403:0.0362122:0.414513:rs573184866
1 54716 rs1166278911 C T . PASS AF=0.417632 ES:SE:LP:AF:ID -0.00542211:0.00753772:0.327902:0.417632:rs1166278911
1 55545 rs28396308 C T . PASS AF=0.253655 ES:SE:LP:AF:ID 0.00913619:0.0084865:0.552842:0.253655:rs28396308
1 58814 rs114420996 G A . PASS AF=0.090046 ES:SE:LP:AF:ID 0.00356335:0.0129253:0.107905:0.090046:rs114420996
1 59040 rs62637815 T C . PASS AF=0.088937 ES:SE:LP:AF:ID 0.0137938:0.0129553:0.537602:0.088937:rs62637815
1 60351 rs62637817 A G . PASS AF=0.081172 ES:SE:LP:AF:ID 0.010206:0.0134306:0.346787:0.081172:rs62637817
1 62777 rs3844233 A T . PASS AF=0.438474 ES:SE:LP:AF:ID -0.00865381:0.00717488:0.638272:0.438474:rs3844233
1 63268 rs28664618 T C . PASS AF=0.382127 ES:SE:LP:AF:ID 0.00812438:0.00771327:0.537602:0.382127:rs28664618
1 63671 rs80011619 G A . PASS AF=0.158843 ES:SE:LP:AF:ID 0.00526802:0.00979788:0.229148:0.158843:rs80011619
1 63735 rs61158452 C CCTA . PASS AF=0.683906 ES:SE:LP:AF:ID -0.0144612:0.00764623:1.22915:0.683906:rs61158452
1 64931 rs62639104 G A . PASS AF=0.079711 ES:SE:LP:AF:ID 0.0103328:0.0136086:0.346787:0.079711:rs62639104
1 68082 rs367789441 T C . PASS AF=0.070968 ES:SE:LP:AF:ID -0.0151132:0.0137685:0.568636:0.070968:rs367789441
1 69428 rs140739101 T G . PASS AF=0.032915 ES:SE:LP:AF:ID -0.0371857:0.0208999:1.12494:0.032915:rs140739101
1 69761 rs200505207 A T . PASS AF=0.074085 ES:SE:LP:AF:ID -0.0184716:0.0135513:0.769551:0.074085:rs200505207
1 69897 rs200676709 T C . PASS AF=0.751186 ES:SE:LP:AF:ID 0.00413097:0.00865502:0.200659:0.751186:rs200676709
1 74790 rs13328700 C G . PASS AF=0.033979 ES:SE:LP:AF:ID 0.00410545:0.0199151:0.0757207:0.033979:rs13328700
1 74792 rs1335672253 G A . PASS AF=0.033979 ES:SE:LP:AF:ID 0.00410545:0.0199151:0.0757207:0.033979:rs1335672253
1 76838 rs563953605 T G . PASS AF=0.077244 ES:SE:LP:AF:ID -0.000232329:0.013864:0.00436481:0.077244:rs563953605
1 76854 rs367666799 A G . PASS AF=0.077504 ES:SE:LP:AF:ID 0.00584169:0.0133871:0.180456:0.077504:rs367666799
1 77866 rs563593912 C T . PASS AF=0.077054 ES:SE:LP:AF:ID -0.000320652:0.0138672:0.00877392:0.077054:rs563593912
1 77874 rs62641297 G A . PASS AF=0.077054 ES:SE:LP:AF:ID -0.000320652:0.0138672:0.00877392:0.077054:rs62641297
1 81260 rs571136476 C T . PASS AF=0.041341 ES:SE:LP:AF:ID -0.00230774:0.0194499:0.0409586:0.041341:rs571136476
1 81587 rs536406113 C T . PASS AF=0.061113 ES:SE:LP:AF:ID -0.0181658:0.014688:0.657577:0.061113:rs536406113
1 82163 rs139113303 G A . PASS AF=0.075484 ES:SE:LP:AF:ID 0.00767653:0.0135552:0.244125:0.075484:rs139113303
1 82609 rs149189449 C G . PASS AF=0.07551 ES:SE:LP:AF:ID 0.00729399:0.0135525:0.229148:0.07551:rs149189449
1 83514 rs201754587 C T . PASS AF=0.353034 ES:SE:LP:AF:ID 0.00579453:0.00775504:0.346787:0.353034:rs201754587