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"Gwas2VCF_command": "--data /data/cromwell-executions/qc/16477d41-8e8c-459b-b328-e346df42e7c7/call-vcf/inputs/-261021478/upload.txt.gz --id ieu-b-5111 --json /data/cromwell-executions/qc/16477d41-8e8c-459b-b328-e346df42e7c7/call-vcf/inputs/-261021478/ieu-b-5111_data.json --ref /data/cromwell-executions/qc/16477d41-8e8c-459b-b328-e346df42e7c7/call-vcf/inputs/1899004205/human_g1k_v37.fasta --dbsnp /data/cromwell-executions/qc/16477d41-8e8c-459b-b328-e346df42e7c7/call-vcf/inputs/-307190728/dbsnp.v153.b37.vcf.gz --out /data/igd/ieu-b-5111/ieu-b-5111.vcf.gz --alias alias.txt --cohort_cases 39543 --cohort_controls 312463; 1.3.0",
"file_date": "2023-08-28T20:26:43.233187",
"bcftools_viewVersion": "1.9+htslib-1.9",
"bcftools_viewCommand": "view -h /data/cromwell-executions/qc/16477d41-8e8c-459b-b328-e346df42e7c7/call-report/inputs/-261021478/ieu-b-5111.vcf.gz; Date=Mon Aug 28 20:47:12 2023"
}
*********************************************************************
* 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/16477d41-8e8c-459b-b328-e346df42e7c7/call-ldsc/inputs/-261021478/ieu-b-5111.vcf.gz \
--ref-ld-chr /data/ref/eur_w_ld_chr/ \
--out /data/igd/ieu-b-5111/ldsc.txt \
--w-ld-chr /data/ref/eur_w_ld_chr/
Beginning analysis at Mon Aug 28 20:40:13 2023
Reading summary statistics from /data/cromwell-executions/qc/16477d41-8e8c-459b-b328-e346df42e7c7/call-ldsc/inputs/-261021478/ieu-b-5111.vcf.gz ...
Read summary statistics for 7605036 SNPs.
Dropped 26529 SNPs with duplicated rs numbers.
Reading reference panel LD Score from /data/ref/eur_w_ld_chr/[1-22] ... (ldscore_fromlist)
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] ... (ldscore_fromlist)
Read regression weight LD Scores for 1290028 SNPs.
After merging with reference panel LD, 1212790 SNPs remain.
After merging with regression SNP LD, 1212790 SNPs remain.
Using two-step estimator with cutoff at 30.
Traceback (most recent call last):
File "./ldsc/ldsc.py", line 647, in <module>
sumstats.estimate_h2(args, log)
File "/ldsc/ldscore/sumstats.py", line 363, in estimate_h2
twostep=args.two_step, old_weights=old_weights)
File "/ldsc/ldscore/regressions.py", line 346, in __init__
slow=slow, step1_ii=step1_ii, old_weights=old_weights)
File "/ldsc/ldscore/regressions.py", line 190, in __init__
x1, yp1, update_func1, n_blocks, slow=slow, w=initial_w1)
File "/ldsc/ldscore/irwls.py", line 58, in __init__
n, p = jk._check_shape(x, y)
File "/ldsc/ldscore/jackknife.py", line 32, in _check_shape
raise ValueError('More dimensions than datapoints.')
ValueError: More dimensions than datapoints.
Analysis finished at Mon Aug 28 20:41:16 2023
Total time elapsed: 1.0m:3.13s
{
"af_correlation": "NA",
"inflation_factor": 1.3602,
"mean_EFFECT": -0.9992,
"n": "-Inf",
"n_snps": 7605137,
"n_clumped_hits": 45,
"n_p_sig": 3091,
"n_mono": 0,
"n_ns": 0,
"n_mac": 0,
"is_snpid_unique": false,
"n_miss_EFFECT": 0,
"n_miss_SE": 0,
"n_miss_PVAL": 0,
"n_miss_AF": 7605137,
"n_miss_AF_reference": 74695,
"n_est": "NA",
"ratio_se_n": "NA",
"mean_diff": "NaN",
"ratio_diff": "NaN",
"sd_y_est1": "NaN",
"sd_y_est2": "NA",
"r2_sum1": 0,
"r2_sum2": 0,
"r2_sum3": 0,
"r2_sum4": 0,
"ldsc_nsnp_merge_refpanel_ld": 1212790,
"ldsc_nsnp_merge_regression_ld": 1212790,
"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 | NA |
inflation_factor | TRUE |
n | TRUE |
is_snpid_non_unique | TRUE |
mean_EFFECT_nonfinite | FALSE |
mean_EFFECT_05 | TRUE |
mean_EFFECT_01 | TRUE |
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 | 69 | 0.9999909 | 3 | 58 | 0 | 7600322 | 0 | NA | NA | 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 | NA | NA |
character | ALT | 0 | 1.0000000 | 1 | 1 | 0 | 4 | 0 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
logical | AF | 7605137 | 0.0000000 | NA | NA | NA | NA | NA | NaN | : | NA | NA | NA | NA | NA | NA | NA | NA |
logical | N | 7605137 | 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 | 8.659080e+00 | 5.762495e+00 | 1.00000 | 4.000000e+00 | 8.000000e+00 | 1.300000e+01 | 2.200000e+01 | ▇▅▅▂▂ |
numeric | POS | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | 7.869335e+07 | 5.645057e+07 | 828.00000 | 3.220139e+07 | 6.915497e+07 | 1.146046e+08 | 2.492225e+08 | ▇▆▅▂▁ |
numeric | EFFECT | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | -9.992005e-01 | 2.532270e-02 | -1.51589 | -1.011670e+00 | -9.993000e-01 | -9.867900e-01 | -6.131800e-01 | ▁▁▇▁▁ |
numeric | SE | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | 1.953750e-02 | 1.240000e-02 | 0.00880 | 1.040000e-02 | 1.410000e-02 | 2.460000e-02 | 1.619000e-01 | ▇▁▁▁▁ |
numeric | PVAL | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | 4.495368e-01 | 3.019331e-01 | 0.00000 | 1.752000e-01 | 4.315002e-01 | 7.105997e-01 | 1.000000e+00 | ▇▆▅▅▅ |
numeric | PVAL_ztest | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | 0.000000e+00 | 1.000000e-07 | 0.00000 | 0.000000e+00 | 0.000000e+00 | 0.000000e+00 | 1.522000e-04 | ▇▁▁▁▁ |
numeric | AF_reference | 74695 | 0.9901783 | NA | NA | NA | NA | NA | NA | NA | 2.564199e-01 | 2.526606e-01 | 0.00000 | 4.912140e-02 | 1.675320e-01 | 4.007590e-01 | 1.000000e+00 | ▇▃▂▁▁ |
CHROM | POS | ID | REF | ALT | EFFECT | SE | PVAL | PVAL_ztest | AF | AF_reference | N |
---|---|---|---|---|---|---|---|---|---|---|---|
1 | 546697 | rs12025928 | A | G | -1.02286 | 0.0431 | 0.6004004 | 0 | NA | NA | NA |
1 | 693731 | rs12238997 | A | G | -1.00000 | 0.0197 | 0.9996000 | 0 | NA | 0.1417730 | NA |
1 | 705882 | rs72631875 | G | A | -1.02460 | 0.0471 | 0.6053994 | 0 | NA | 0.0315495 | NA |
1 | 706368 | rs55727773 | A | G | -0.99561 | 0.0189 | 0.8162000 | 0 | NA | 0.2751600 | NA |
1 | 717587 | rs144155419 | G | A | -0.99074 | 0.0717 | 0.8967001 | 0 | NA | 0.0045927 | NA |
1 | 722670 | rs116030099 | T | C | -1.00531 | 0.0310 | 0.8631999 | 0 | NA | 0.0413339 | NA |
1 | 723891 | rs2977670 | G | C | -0.98030 | 0.0502 | 0.6909999 | 0 | NA | 0.7799520 | NA |
1 | 729679 | rs4951859 | C | G | -0.99551 | 0.0166 | 0.7881992 | 0 | NA | 0.6399760 | NA |
1 | 730087 | rs148120343 | T | C | -1.02470 | 0.0292 | 0.4043002 | 0 | NA | 0.0127796 | NA |
1 | 731718 | rs142557973 | T | C | -1.00260 | 0.0189 | 0.8910999 | 0 | NA | 0.1543530 | NA |
CHROM | POS | ID | REF | ALT | EFFECT | SE | PVAL | PVAL_ztest | AF | AF_reference | N |
---|---|---|---|---|---|---|---|---|---|---|---|
22 | 51219387 | rs9616832 | T | C | -1.03365 | 0.0232 | 0.1540001 | 0 | NA | 0.0654952 | NA |
22 | 51219704 | rs147475742 | G | A | -1.05295 | 0.0304 | 0.0902194 | 0 | NA | 0.0473243 | NA |
22 | 51220517 | rs9616980 | C | G | -1.09210 | 0.0784 | 0.2616002 | 0 | NA | 0.0027955 | NA |
22 | 51221190 | rs369304721 | G | A | -1.03272 | 0.0301 | 0.2853002 | 0 | NA | NA | NA |
22 | 51221731 | rs115055839 | T | C | -1.03645 | 0.0234 | 0.1262999 | 0 | NA | 0.0625000 | NA |
22 | 51222100 | rs114553188 | G | T | -1.06908 | 0.0250 | 0.0076231 | 0 | NA | 0.0880591 | NA |
22 | 51223637 | rs375798137 | G | A | -1.07509 | 0.0271 | 0.0075480 | 0 | NA | 0.0788738 | NA |
22 | 51229805 | rs9616985 | T | C | -1.03552 | 0.0237 | 0.1401000 | 0 | NA | 0.0730831 | NA |
22 | 51232488 | rs376461333 | A | G | -1.09374 | 0.0468 | 0.0555098 | 0 | NA | NA | NA |
22 | 51237063 | rs3896457 | T | C | -0.97893 | 0.0134 | 0.1131001 | 0 | NA | 0.2050720 | NA |
1 546697 rs12025928 A G . PASS . ES:SE:LP:ID -1.02286:0.0431:0.221559:rs12025928
1 693731 rs12238997 A G . PASS . ES:SE:LP:ID -1:0.0197:0.000173753:rs12238997
1 705882 rs72631875 G A . PASS . ES:SE:LP:ID -1.0246:0.0471:0.217958:rs72631875
1 706368 rs963699400 A G . PASS . ES:SE:LP:ID -0.99561:0.0189:0.0882034:rs963699400
1 717587 rs144155419 G A . PASS . ES:SE:LP:ID -0.99074:0.0717:0.0473528:rs144155419
1 722670 rs116030099 T C . PASS . ES:SE:LP:ID -1.00531:0.031:0.0638886:rs116030099
1 723891 rs2977670 G C . PASS . ES:SE:LP:ID -0.9803:0.0502:0.160522:rs2977670
1 729679 rs4951859 C G . PASS . ES:SE:LP:ID -0.99551:0.0166:0.103364:rs4951859
1 730087 rs148120343 T C . PASS . ES:SE:LP:ID -1.0247:0.0292:0.393296:rs148120343
1 731718 rs58276399 T C . PASS . ES:SE:LP:ID -1.0026:0.0189:0.0500736:rs58276399
1 732989 rs369030935 C T . PASS . ES:SE:LP:ID -0.99253:0.0636:0.0430636:rs369030935
1 734349 rs141242758 T C . PASS . ES:SE:LP:ID -1.0007:0.0176:0.0138555:rs141242758
1 736289 rs1254887344 T A . PASS . ES:SE:LP:ID -0.9986:0.0192:0.0253502:rs1254887344
1 752566 rs3094315 G A . PASS . ES:SE:LP:ID -0.9992:0.0153:0.0176835:rs3094315
1 752721 rs3131972 A G . PASS . ES:SE:LP:ID -0.99621:0.0151:0.0968557:rs3131972
1 753405 rs3115860 C A . PASS . ES:SE:LP:ID -0.99352:0.0161:0.162412:rs3115860
1 753541 rs1388595942 G A . PASS . ES:SE:LP:ID -1.00321:0.0161:0.0747911:rs1388595942
1 754182 rs3131969 A G . PASS . ES:SE:LP:ID -0.99531:0.0161:0.113115:rs3131969
1 754192 rs3131968 A G . PASS . ES:SE:LP:ID -0.99541:0.016:0.112833:rs3131968
1 754334 rs3131967 T C . PASS . ES:SE:LP:ID -0.99541:0.016:0.112045:rs3131967
1 754503 rs3115859 G A . PASS . ES:SE:LP:ID -0.9971:0.0151:0.0728864:rs3115859
1 754964 rs3131966 C T . PASS . ES:SE:LP:ID -0.99641:0.0153:0.0893756:rs3131966
1 755775 rs3131965 A G . PASS . ES:SE:LP:ID -0.99541:0.0165:0.108463:rs3131965
1 755890 rs1280367067 A T . PASS . ES:SE:LP:ID -0.9989:0.0169:0.0221393:rs1280367067
1 756604 rs3131962 A G . PASS . ES:SE:LP:ID -1.0001:0.016:0.00270101:rs3131962
1 757640 rs3115853 G A . PASS . ES:SE:LP:ID -0.98827:0.017:0.314258:rs3115853
1 757734 rs1557551770 C T . PASS . ES:SE:LP:ID -1.0009:0.016:0.0209983:rs1557551770
1 757936 rs1360886751 C A . PASS . ES:SE:LP:ID -0.99332:0.0172:0.157017:rs1360886751
1 758144 rs3131956 A G . PASS . ES:SE:LP:ID -0.99422:0.0162:0.142728:rs3131956
1 758626 rs3131954 C T . PASS . ES:SE:LP:ID -0.99561:0.0162:0.105186:rs3131954
1 760912 rs1048488 C T . PASS . ES:SE:LP:ID -1:0.0153:0.00113064:rs1048488
1 760998 rs148828841 C A . PASS . ES:SE:LP:ID -0.9686:0.0591:0.229737:rs148828841
1 761147 rs3115850 T C . PASS . ES:SE:LP:ID -1.0002:0.0155:0.00370728:rs3115850
1 761732 rs2286139 C T . PASS . ES:SE:LP:ID -0.98946:0.0158:0.29895:rs2286139
1 763394 rs3115847 G A . PASS . ES:SE:LP:ID -0.97902:0.0192:0.570086:rs3115847
1 766007 rs61768174 A C . PASS . ES:SE:LP:ID -0.9975:0.0181:0.0502198:rs61768174
1 768253 rs2977608 A C . PASS . ES:SE:LP:ID -0.9989:0.0131:0.0300718:rs2977608
1 768448 rs12562034 G A . PASS . ES:SE:LP:ID -0.99193:0.0212:0.153168:rs12562034
1 769223 rs60320384 C G . PASS . ES:SE:LP:ID -0.9998:0.0161:0.00326948:rs60320384
1 771823 rs2977605 T C . PASS . ES:SE:LP:ID -0.99312:0.0162:0.173148:rs2977605
1 771967 rs59066358 G A . PASS . ES:SE:LP:ID -1.0001:0.0162:0.00283213:rs59066358
1 772755 rs2905039 A C . PASS . ES:SE:LP:ID -0.9989:0.0158:0.0242925:rs2905039
1 773106 rs115616822 G A . PASS . ES:SE:LP:ID -0.94895:0.0946:0.237171:rs115616822
1 774760 rs1387547637 C T . PASS . ES:SE:LP:ID -1.1116:0.0882:0.637706:rs1387547637
1 776546 rs12124819 A G . PASS . ES:SE:LP:ID -1.00592:0.0183:0.126796:rs12124819
1 777122 rs2980319 A T . PASS . ES:SE:LP:ID -0.9994:0.0159:0.0123784:rs2980319
1 777232 rs112618790 C T . PASS . ES:SE:LP:ID -0.99084:0.0225:0.166343:rs112618790
1 778745 rs1055606 A G . PASS . ES:SE:LP:ID -0.9988:0.0161:0.0255804:rs1055606
1 779322 rs4040617 A G . PASS . ES:SE:LP:ID -0.9982:0.016:0.0418663:rs4040617
1 780785 rs2977612 T A . PASS . ES:SE:LP:ID -0.99511:0.0158:0.120904:rs2977612