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"Gwas2VCF_command": "--data /data/cromwell-executions/qc/a11061ae-78f0-4fcd-99aa-578156004707/call-vcf/inputs/562856221/upload.txt.gz --id ieu-b-43 --json /data/cromwell-executions/qc/a11061ae-78f0-4fcd-99aa-578156004707/call-vcf/inputs/562856221/ieu-b-43_data.json --ref /data/cromwell-executions/qc/a11061ae-78f0-4fcd-99aa-578156004707/call-vcf/inputs/1899004205/human_g1k_v37.fasta --dbsnp /data/cromwell-executions/qc/a11061ae-78f0-4fcd-99aa-578156004707/call-vcf/inputs/-307190728/dbsnp.v153.b37.vcf.gz --out /data/igd/ieu-b-43/ieu-b-43.vcf.gz --rm_chr_prefix --cohort_cases 515 --cohort_controls 2509; 1.2.1",
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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/a11061ae-78f0-4fcd-99aa-578156004707/call-ldsc/inputs/562856221/ieu-b-43.vcf.gz \
--ref-ld-chr /data/ref/eur_w_ld_chr/ \
--out /data/igd/ieu-b-43/ldsc.txt \
--w-ld-chr /data/ref/eur_w_ld_chr/
Beginning analysis at Fri Aug 21 17:39:07 2020
Reading summary statistics from /data/cromwell-executions/qc/a11061ae-78f0-4fcd-99aa-578156004707/call-ldsc/inputs/562856221/ieu-b-43.vcf.gz ...
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 246, in _read_ld_sumstats
sumstats = _read_sumstats(args, log, fh, alleles=alleles, dropna=dropna)
File "/ldsc/ldscore/sumstats.py", line 167, in _read_sumstats
sumstats = ps.sumstats(fh, alleles=alleles, dropna=dropna)
File "/ldsc/ldscore/parse.py", line 85, in sumstats
x = read_vcf(fh, alleles, slh)
File "/ldsc/ldscore/parse.py", line 137, in read_vcf
o = [[rec.id, rec.samples[sample]['ES'][0]/rec.samples[sample]['SE'][0], rec.samples[sample]['SS'][0]] for rec in vcf_in.fetch()]
ZeroDivisionError: float division by zero
Analysis finished at Fri Aug 21 17:39:07 2020
Total time elapsed: 0.05s
{
"af_correlation": 0.913,
"inflation_factor": 1.0581,
"mean_EFFECT": 0.0014,
"n": 3024,
"n_snps": 399503,
"n_clumped_hits": 1,
"n_p_sig": 1,
"n_mono": 0,
"n_ns": 964,
"n_mac": 0,
"is_snpid_unique": true,
"n_miss_EFFECT": 0,
"n_miss_SE": 0,
"n_miss_PVAL": 0,
"n_miss_AF": 0,
"n_miss_AF_reference": 2283,
"n_est": 3030.2449,
"ratio_se_n": 1.001,
"mean_diff": "NaN",
"ratio_diff": "NaN",
"sd_y_est1": 2.6617,
"sd_y_est2": 2.6645,
"r2_sum1": 0.115,
"r2_sum2": 0.0162,
"r2_sum3": 0.0162,
"r2_sum4": 0.0148,
"ldsc_nsnp_merge_refpanel_ld": "NA",
"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 | FALSE |
mean_EFFECT_nonfinite | FALSE |
mean_EFFECT_05 | FALSE |
mean_EFFECT_01 | FALSE |
mean_chisq | NA |
n_p_sig | FALSE |
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 | numeric.mean | numeric.sd | numeric.p0 | numeric.p25 | numeric.p50 | numeric.p75 | numeric.p100 | numeric.hist |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
character | ID | 0 | 1.0000000 | 3 | 25 | 0 | 399503 | 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 | 8.935680e+00 | 5.844948e+00 | 1.00000e+00 | 4.000000e+00 | 8.000000e+00 | 1.300000e+01 | 2.200000e+01 | ▇▆▅▃▂ |
numeric | POS | 0 | 1.0000000 | NA | NA | NA | NA | NA | 7.756593e+07 | 5.666760e+07 | 3.30120e+04 | 3.048904e+07 | 6.804957e+07 | 1.142195e+08 | 2.492107e+08 | ▇▆▃▂▁ |
numeric | EFFECT | 0 | 1.0000000 | NA | NA | NA | NA | NA | 1.445100e-03 | 1.045390e-01 | -1.64818e+00 | -5.921190e-02 | 1.801600e-03 | 6.208820e-02 | 1.095270e+00 | ▁▁▇▇▁ |
numeric | SE | 0 | 1.0000000 | NA | NA | NA | NA | NA | 9.442260e-02 | 3.654460e-02 | 0.00000e+00 | 7.132100e-02 | 8.119480e-02 | 1.040560e-01 | 5.483830e-01 | ▇▂▁▁▁ |
numeric | PVAL | 0 | 1.0000000 | NA | NA | NA | NA | NA | 4.912069e-01 | 2.908254e-01 | 0.00000e+00 | 2.378001e-01 | 4.878002e-01 | 7.422001e-01 | 1.000000e+00 | ▇▇▇▇▇ |
numeric | PVAL_ztest | 964 | 0.9975870 | NA | NA | NA | NA | NA | 4.899817e-01 | 2.901067e-01 | 0.00000e+00 | 2.372260e-01 | 4.866606e-01 | 7.404859e-01 | 9.996910e-01 | ▇▇▇▇▇ |
numeric | AF | 0 | 1.0000000 | NA | NA | NA | NA | NA | 3.592723e-01 | 2.545821e-01 | 1.00057e-02 | 1.423720e-01 | 2.981750e-01 | 5.405390e-01 | 9.899170e-01 | ▇▆▃▃▂ |
numeric | AF_reference | 2283 | 0.9942854 | NA | NA | NA | NA | NA | 3.611443e-01 | 2.407581e-01 | 1.99700e-04 | 1.615420e-01 | 3.043130e-01 | 5.307510e-01 | 9.974040e-01 | ▇▇▅▃▂ |
numeric | N | 0 | 1.0000000 | NA | NA | NA | NA | NA | 3.024000e+03 | 0.000000e+00 | 3.02400e+03 | 3.024000e+03 | 3.024000e+03 | 3.024000e+03 | 3.024000e+03 | ▁▁▇▁▁ |
CHROM | POS | ID | REF | ALT | EFFECT | SE | PVAL | PVAL_ztest | AF | AF_reference | N |
---|---|---|---|---|---|---|---|---|---|---|---|
1 | 768448 | rs12562034 | G | A | 0.0256677 | 0.1101710 | 0.8158000 | 0.8157765 | 0.105726 | 0.191893 | 3024 |
1 | 1005806 | rs3934834 | C | T | 0.0459289 | 0.0955402 | 0.6307002 | 0.6307095 | 0.148488 | 0.223442 | 3024 |
1 | 1018704 | rs9442372 | A | G | 0.1103730 | 0.0694047 | 0.1118001 | 0.1117714 | 0.565981 | 0.611022 | 3024 |
1 | 1030565 | rs6687776 | C | T | 0.1972100 | 0.0899950 | 0.0284302 | 0.0284269 | 0.157866 | 0.306709 | 3024 |
1 | 1031540 | rs9651273 | A | G | 0.0573114 | 0.0776181 | 0.4603000 | 0.4602855 | 0.726524 | 0.881989 | 3024 |
1 | 1048955 | rs4970405 | A | G | 0.1371500 | 0.1089730 | 0.2082001 | 0.2081862 | 0.102731 | 0.110623 | 3024 |
1 | 1049950 | rs12726255 | A | G | 0.1527210 | 0.0951169 | 0.1083999 | 0.1083588 | 0.139536 | 0.289736 | 3024 |
1 | 1061166 | rs11807848 | T | C | 0.0487902 | 0.0693473 | 0.4817004 | 0.4817049 | 0.413427 | 0.329673 | 3024 |
1 | 1062638 | rs9442373 | C | A | -0.0109399 | 0.0665660 | 0.8695000 | 0.8694582 | 0.546023 | 0.574281 | 3024 |
1 | 1064979 | rs2298217 | C | T | 0.0582689 | 0.0946618 | 0.5382004 | 0.5381928 | 0.150994 | 0.164736 | 3024 |
CHROM | POS | ID | REF | ALT | EFFECT | SE | PVAL | PVAL_ztest | AF | AF_reference | N |
---|---|---|---|---|---|---|---|---|---|---|---|
22 | 51123505 | rs9616816 | G | A | 0.0554347 | 0.0814161 | 0.4958999 | 0.4959466 | 0.2263520 | 0.3783950 | 3024 |
22 | 51146139 | rs5770992 | A | G | 0.0713900 | 0.1050080 | 0.4966003 | 0.4965976 | 0.1161600 | 0.1136180 | 3024 |
22 | 51147015 | rs2040487 | A | G | 0.0401818 | 0.0699475 | 0.5656998 | 0.5656589 | 0.4133520 | 0.4556710 | 3024 |
22 | 51150473 | rs5770820 | G | A | 0.0079682 | 0.0833507 | 0.9238001 | 0.9238398 | 0.2318380 | 0.2462060 | 3024 |
22 | 51151724 | rs6010061 | C | T | 0.0459289 | 0.0697014 | 0.5099000 | 0.5099356 | 0.3985900 | 0.6098240 | 3024 |
22 | 51163138 | rs715586 | C | T | 0.0198026 | 0.0929076 | 0.8311999 | 0.8312155 | 0.1541430 | 0.0902556 | 3024 |
22 | 51165664 | rs8137951 | G | A | -0.0366640 | 0.0753759 | 0.6267004 | 0.6266727 | 0.2946060 | 0.4063500 | 3024 |
22 | 51171693 | rs756638 | G | A | -0.0314907 | 0.0769210 | 0.6822994 | 0.6822534 | 0.2760440 | 0.3049120 | 3024 |
22 | 51175626 | rs3810648 | A | G | -0.0441609 | 0.1502820 | 0.7689002 | 0.7688698 | 0.0564032 | 0.1084270 | 3024 |
22 | 51178090 | rs2285395 | G | A | -0.0350056 | 0.1620390 | 0.8289999 | 0.8289628 | 0.0479109 | 0.0666933 | 3024 |
1 768448 rs12562034 G A . PASS AF=0.105726 ES:SE:LP:AF:SS:NC:ID 0.0256677:0.110171:0.0884163:0.105726:3024:515:rs12562034
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