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"Gwas2VCF_command": "--data /data/cromwell-executions/qc/c9066f65-4f6d-4687-95a5-b00c4ae279aa/call-vcf/inputs/-261021504/upload.txt.gz --id ieu-b-5106 --json /data/cromwell-executions/qc/c9066f65-4f6d-4687-95a5-b00c4ae279aa/call-vcf/inputs/-261021504/ieu-b-5106_data.json --ref /data/cromwell-executions/qc/c9066f65-4f6d-4687-95a5-b00c4ae279aa/call-vcf/inputs/1899004205/human_g1k_v37.fasta --dbsnp /data/cromwell-executions/qc/c9066f65-4f6d-4687-95a5-b00c4ae279aa/call-vcf/inputs/-307190728/dbsnp.v153.b37.vcf.gz --out /data/igd/ieu-b-5106/ieu-b-5106.vcf.gz --alias alias.txt; 1.3.0",
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"bcftools_viewCommand": "view -h /data/cromwell-executions/qc/c9066f65-4f6d-4687-95a5-b00c4ae279aa/call-report/inputs/-261021504/ieu-b-5106.vcf.gz; Date=Fri Aug 11 17:54:42 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/c9066f65-4f6d-4687-95a5-b00c4ae279aa/call-ldsc/inputs/-261021504/ieu-b-5106.vcf.gz \
--ref-ld-chr /data/ref/eur_w_ld_chr/ \
--out /data/igd/ieu-b-5106/ldsc.txt \
--w-ld-chr /data/ref/eur_w_ld_chr/
Beginning analysis at Fri Aug 11 17:46:11 2023
Reading summary statistics from /data/cromwell-executions/qc/c9066f65-4f6d-4687-95a5-b00c4ae279aa/call-ldsc/inputs/-261021504/ieu-b-5106.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 97, in sumstats
x = read_vcf(fh, alleles, slh)
File "/ldsc/ldscore/parse.py", line 152, in read_vcf
o = [[rec.id, rec.samples[sample]['ES'][0]/rec.samples[sample]['SE'][0]] for rec in vcf_in.fetch()]
ZeroDivisionError: float division by zero
Analysis finished at Fri Aug 11 17:46:11 2023
Total time elapsed: 0.08s
{
"af_correlation": "NA",
"inflation_factor": 1.399,
"mean_EFFECT": 7.3787e-06,
"n": "-Inf",
"n_snps": 10548750,
"n_clumped_hits": 207,
"n_p_sig": 24438,
"n_mono": 0,
"n_ns": 34387,
"n_mac": 0,
"is_snpid_unique": false,
"n_miss_EFFECT": 0,
"n_miss_SE": 0,
"n_miss_PVAL": 0,
"n_miss_AF": 10548750,
"n_miss_AF_reference": 192266,
"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": "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 | NA |
inflation_factor | TRUE |
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 | 2 | 0.9999998 | 3 | 58 | 0 | 10540100 | 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 | 10548750 | 0.0000000 | NA | NA | NA | NA | NA | NaN | : | NA | NA | NA | NA | NA | NA | NA | NA |
logical | N | 10548750 | 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 | 8.814771e+00 | 5.948963e+00 | 1.00 | 4.000000e+00 | 8.000000e+00 | 1.300000e+01 | 2.30000e+01 | ▇▅▅▂▂ |
numeric | POS | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | 7.883270e+07 | 5.597013e+07 | 828.00 | 3.269335e+07 | 6.976533e+07 | 1.145490e+08 | 2.49219e+08 | ▇▆▅▂▁ |
numeric | EFFECT | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | 7.400000e-06 | 2.969690e-02 | -0.68 | -7.800000e-03 | 0.000000e+00 | 7.900000e-03 | 6.10000e-01 | ▁▁▇▁▁ |
numeric | SE | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | Inf | NaN | 0.00 | 5.184300e-03 | 8.648200e-03 | 2.164670e-02 | Inf | ▇▁▁▁▁ |
numeric | PVAL | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | 4.447016e-01 | 3.040950e-01 | 0.00 | 1.669998e-01 | 4.250001e-01 | 7.079996e-01 | 1.00000e+00 | ▇▆▅▅▅ |
numeric | PVAL_ztest | 34345 | 0.9967442 | NA | NA | NA | NA | NA | NA | NA | 4.428997e-01 | 3.029497e-01 | 0.00 | 1.660002e-01 | 4.239998e-01 | 7.050003e-01 | 1.00000e+00 | ▇▆▅▅▅ |
numeric | AF_reference | 192266 | 0.9817736 | NA | NA | NA | NA | NA | NA | NA | 2.110611e-01 | 2.497486e-01 | 0.00 | 1.317890e-02 | 1.044330e-01 | 3.298720e-01 | 1.00000e+00 | ▇▂▁▁▁ |
CHROM | POS | ID | REF | ALT | EFFECT | SE | PVAL | PVAL_ztest | AF | AF_reference | N |
---|---|---|---|---|---|---|---|---|---|---|---|
1 | 751756 | rs143225517 | T | C | -0.0074 | 0.0083940 | 0.3780002 | 0.3780000 | NA | 0.2422120 | NA |
1 | 752478 | rs146277091 | G | A | -0.0071 | 0.0238566 | 0.7660004 | 0.7659996 | NA | 0.0277556 | NA |
1 | 752566 | rs3094315 | G | A | 0.0017 | 0.0073875 | 0.8180000 | 0.8180000 | NA | 0.7182510 | NA |
1 | 752617 | rs149886465 | C | A | -0.0100 | 0.0232413 | 0.6670003 | 0.6670003 | NA | 0.0275559 | NA |
1 | 752721 | rs3131972 | A | G | 0.0033 | 0.0075488 | 0.6620000 | 0.6620002 | NA | 0.6533550 | NA |
1 | 752894 | rs3131971 | T | C | 0.0038 | 0.0078424 | 0.6280005 | 0.6280001 | NA | 0.7531950 | NA |
1 | 753405 | rs3115860 | C | A | 0.0079 | 0.0082282 | 0.3370001 | 0.3370002 | NA | 0.7517970 | NA |
1 | 753474 | rs2073814 | C | G | 0.0026 | 0.0077420 | 0.7369992 | 0.7370000 | NA | 0.6114220 | NA |
1 | 753541 | rs2073813 | G | A | -0.0081 | 0.0083670 | 0.3329998 | 0.3330000 | NA | 0.3019170 | NA |
1 | 754063 | rs12184312 | G | T | -0.0099 | 0.0242426 | 0.6830005 | 0.6830006 | NA | 0.0229633 | NA |
CHROM | POS | ID | REF | ALT | EFFECT | SE | PVAL | PVAL_ztest | AF | AF_reference | N |
---|---|---|---|---|---|---|---|---|---|---|---|
23 | 154908749 | rs601837 | G | C | -0.023 | 0.0079028 | 0.0036100 | 0.0036100 | NA | 0.363974 | NA |
23 | 154909055 | rs473529 | C | G | -0.018 | 0.0073928 | 0.0149001 | 0.0149000 | NA | 0.463046 | NA |
23 | 154909877 | rs586454 | G | T | -0.025 | 0.0081687 | 0.0022100 | 0.0022100 | NA | 0.355762 | NA |
23 | 154913799 | rs622581 | T | C | -0.023 | 0.0077338 | 0.0029400 | 0.0029400 | NA | 0.356821 | NA |
23 | 154915619 | rs571421 | G | A | -0.023 | 0.0077659 | 0.0030600 | 0.0030600 | NA | 0.356556 | NA |
23 | 154915975 | rs672932 | G | A | -0.023 | 0.0077338 | 0.0029400 | 0.0029400 | NA | 0.363709 | NA |
23 | 154916845 | rs669237 | G | T | -0.023 | 0.0076667 | 0.0027000 | 0.0027000 | NA | 0.416689 | NA |
23 | 154918266 | rs642043 | C | T | -0.018 | 0.0072390 | 0.0129000 | 0.0129000 | NA | 0.478675 | NA |
23 | 154918383 | rs641588 | G | T | -0.023 | 0.0077659 | 0.0030600 | 0.0030600 | NA | 0.356556 | NA |
23 | 154918624 | rs5940558 | A | G | 0.021 | 0.0184100 | 0.2540002 | 0.2540013 | NA | 0.129007 | NA |
1 751756 rs28527770 T C . PASS . ES:SE:LP:ID -0.0074:0.00839395:0.422508:rs28527770
1 752478 rs146277091 G A . PASS . ES:SE:LP:ID -0.0071:0.0238566:0.115771:rs146277091
1 752566 rs3094315 G A . PASS . ES:SE:LP:ID 0.0017:0.00738751:0.0872467:rs3094315
1 752617 rs149886465 C A . PASS . ES:SE:LP:ID -0.01:0.0232413:0.175874:rs149886465
1 752721 rs3131972 A G . PASS . ES:SE:LP:ID 0.0033:0.00754884:0.179142:rs3131972
1 752894 rs3131971 T C . PASS . ES:SE:LP:ID 0.0038:0.00784243:0.20204:rs3131971
1 753405 rs3115860 C A . PASS . ES:SE:LP:ID 0.0079:0.00822823:0.47237:rs3115860
1 753474 rs2073814 C G . PASS . ES:SE:LP:ID 0.0026:0.00774204:0.132533:rs2073814
1 753541 rs1388595942 G A . PASS . ES:SE:LP:ID -0.0081:0.008367:0.477556:rs1388595942
1 754063 rs12184312 G T . PASS . ES:SE:LP:ID -0.0099:0.0242426:0.165579:rs12184312
1 754105 rs12184325 C T . PASS . ES:SE:LP:ID -0.014:0.0220245:0.279841:rs12184325
1 754182 rs3131969 A G . PASS . ES:SE:LP:ID 0.0097:0.00820283:0.625252:rs3131969
1 754192 rs3131968 A G . PASS . ES:SE:LP:ID 0.0095:0.00820616:0.607303:rs3131968
1 754211 rs12184313 G A . PASS . ES:SE:LP:ID -0.0004:0.0245492:0.00568285:rs12184313
1 754334 rs3131967 T C . PASS . ES:SE:LP:ID 0.0078:0.00827695:0.460924:rs3131967
1 754503 rs3115859 G A . PASS . ES:SE:LP:ID 0.0039:0.00773239:0.211832:rs3115859
1 754629 rs10454459 A G . PASS . ES:SE:LP:ID -0.0075:0.0260008:0.111821:rs10454459
1 754964 rs3131966 C T . PASS . ES:SE:LP:ID 0.0055:0.00802281:0.307153:rs3131966
1 755364 rs1557550576 G C . PASS . ES:SE:LP:ID 0.022:0.0406101:0.230623:rs1557550576
1 755775 rs3131965 A G . PASS . ES:SE:LP:ID 0.0003:0.0140793:0.00744648:rs3131965
1 755890 rs1280367067 A T . PASS . ES:SE:LP:ID 0.0078:0.00843303:0.449772:rs1280367067
1 756604 rs3131962 A G . PASS . ES:SE:LP:ID 0.0066:0.00832683:0.368556:rs3131962
1 757640 rs3115853 G A . PASS . ES:SE:LP:ID 0.0095:0.00845173:0.583359:rs3115853
1 757734 rs1557551770 C T . PASS . ES:SE:LP:ID 0.0075:0.00838362:0.430626:rs1557551770
1 757936 rs1360886751 C A . PASS . ES:SE:LP:ID 0.007:0.00842406:0.391474:rs1360886751
1 758144 rs3131956 A G . PASS . ES:SE:LP:ID 0.0054:0.00821566:0.291579:rs3131956
1 758626 rs3131954 C T . PASS . ES:SE:LP:ID 0.0075:0.00845407:0.425969:rs3131954
1 758841 rs1557552299 T C . PASS . ES:SE:LP:ID 0.038:0.0411695:0.44855:rs1557552299
1 759036 rs114525117 G A . PASS . ES:SE:LP:ID 0.049:0.0421476:0.610834:rs114525117
1 759700 rs989694037 T C . PASS . ES:SE:LP:ID -0.0029:0.014364:0.0757207:rs989694037
1 759837 rs3115851 T A . PASS . ES:SE:LP:ID 0.0068:0.00846871:0.374688:rs3115851
1 759970 rs145098582 A G . PASS . ES:SE:LP:ID 0.043:0.0417467:0.518557:rs145098582
1 760912 rs1048488 C T . PASS . ES:SE:LP:ID -0.0012:0.00815399:0.0540393:rs1048488
1 760998 rs148828841 C A . PASS . ES:SE:LP:ID 0.057:0.042611:0.742321:rs148828841
1 761147 rs3115850 T C . PASS . ES:SE:LP:ID -0.0003:0.00725143:0.0145735:rs3115850
1 761752 rs1057213 C T . PASS . ES:SE:LP:ID 0.0062:0.00862035:0.326058:rs1057213
1 768253 rs2977608 A C . PASS . ES:SE:LP:ID 0.0081:0.00689369:0.619789:rs2977608
1 768448 rs12562034 G A . PASS . ES:SE:LP:ID -0.011:0.0088328:0.67162:rs12562034
1 769963 rs7518545 G A . PASS . ES:SE:LP:ID -0.01:0.00891523:0.581699:rs7518545
1 776546 rs12124819 A G . PASS . ES:SE:LP:ID 0.02:0.00797987:1.91364:rs12124819
1 796767 rs12076540 G A . PASS . ES:SE:LP:ID 0.0048:0.010202:0.195179:rs12076540
1 797440 rs58013264 T C . PASS . ES:SE:LP:ID -0.0035:0.00962041:0.145087:rs58013264
1 798400 rs10900604 A G . PASS . ES:SE:LP:ID -0.0014:0.00740277:0.0705811:rs10900604
1 798959 rs11240777 G A . PASS . ES:SE:LP:ID -0.0011:0.00722558:0.0560111:rs11240777
1 800007 rs1329349395 T C . PASS . ES:SE:LP:ID -0.016:0.10872:0.0540393:rs1329349395
1 801467 rs61768212 G C . PASS . ES:SE:LP:ID -0.0083:0.0126878:0.289883:rs61768212
1 802026 rs1557574948 G A . PASS . ES:SE:LP:ID -0.0052:0.0103099:0.211832:rs1557574948
1 802496 rs1557575256 C T . PASS . ES:SE:LP:ID -0.0072:0.0127741:0.241845:rs1557575256
1 824357 rs80134645 C T . PASS . ES:SE:LP:ID -0.07:0.0501773:0.787812:rs80134645
1 830791 rs184031231 C T . PASS . ES:SE:LP:ID 0.0077:0.0510038:0.0555173:rs184031231