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"Gwas2VCF_command": "--data /data/cromwell-executions/qc/ab3c6393-2513-4a10-8211-3bc3bb23b484/call-vcf/inputs/-261021509/upload.txt.gz --id ieu-b-5101 --json /data/cromwell-executions/qc/ab3c6393-2513-4a10-8211-3bc3bb23b484/call-vcf/inputs/-261021509/ieu-b-5101_data.json --ref /data/cromwell-executions/qc/ab3c6393-2513-4a10-8211-3bc3bb23b484/call-vcf/inputs/1899004205/human_g1k_v37.fasta --dbsnp /data/cromwell-executions/qc/ab3c6393-2513-4a10-8211-3bc3bb23b484/call-vcf/inputs/-307190728/dbsnp.v153.b37.vcf.gz --out /data/igd/ieu-b-5101/ieu-b-5101.vcf.gz --alias alias.txt --cohort_cases 12305 --cohort_controls 15058; 1.3.0",
"file_date": "2023-02-03T12:41:01.644804",
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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/ab3c6393-2513-4a10-8211-3bc3bb23b484/call-ldsc/inputs/-261021509/ieu-b-5101.vcf.gz \
--ref-ld-chr /data/ref/eur_w_ld_chr/ \
--out /data/igd/ieu-b-5101/ldsc.txt \
--w-ld-chr /data/ref/eur_w_ld_chr/
Beginning analysis at Fri Feb 3 12:51:41 2023
Reading summary statistics from /data/cromwell-executions/qc/ab3c6393-2513-4a10-8211-3bc3bb23b484/call-ldsc/inputs/-261021509/ieu-b-5101.vcf.gz ...
Read summary statistics for 6849546 SNPs.
Dropped 24731 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, 1106108 SNPs remain.
After merging with regression SNP LD, 1106108 SNPs remain.
Using two-step estimator with cutoff at 30.
Total Observed scale h2: 0.3712 (0.0247)
Lambda GC: 1.2021
Mean Chi^2: 1.2532
Intercept: 1.0302 (0.0081)
Ratio: 0.1192 (0.0318)
Analysis finished at Fri Feb 3 12:53:16 2023
Total time elapsed: 1.0m:34.54s
{
"af_correlation": 0.916,
"inflation_factor": 1.1745,
"mean_EFFECT": 0.0006,
"n": 30761,
"n_snps": 6849675,
"n_clumped_hits": 8,
"n_p_sig": 711,
"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": 0,
"n_miss_AF_reference": 69835,
"n_est": 30113.9048,
"ratio_se_n": 0.9894,
"mean_diff": -0.0003,
"ratio_diff": 6.4166,
"sd_y_est1": 2.2019,
"sd_y_est2": 2.1787,
"r2_sum1": 0.0467,
"r2_sum2": 0.0096,
"r2_sum3": 0.0098,
"r2_sum4": 0.0101,
"ldsc_nsnp_merge_refpanel_ld": 1106108,
"ldsc_nsnp_merge_regression_ld": 1106108,
"ldsc_observed_scale_h2_beta": 0.3712,
"ldsc_observed_scale_h2_se": 0.0247,
"ldsc_intercept_beta": 1.0302,
"ldsc_intercept_se": 0.0081,
"ldsc_lambda_gc": 1.2021,
"ldsc_mean_chisq": 1.2532,
"ldsc_ratio": 0.1193
}
name | value |
---|---|
af_correlation | FALSE |
inflation_factor | FALSE |
n | FALSE |
is_snpid_non_unique | TRUE |
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 | 99 | 0.9999855 | 3 | 58 | 0 | 6845344 | 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 | 8.656872e+00 | 5.768023e+00 | 1.000000 | 4.000000e+00 | 8.000000e+00 | 1.300000e+01 | 2.20000e+01 | ▇▅▅▂▂ |
numeric | POS | 0 | 1.0000000 | NA | NA | NA | NA | NA | 7.877727e+07 | 5.660684e+07 | 828.000000 | 3.206041e+07 | 6.917237e+07 | 1.149259e+08 | 2.49233e+08 | ▇▆▅▂▁ |
numeric | EFFECT | 0 | 1.0000000 | NA | NA | NA | NA | NA | 5.684000e-04 | 4.820720e-02 | -0.785699 | -2.049850e-02 | 2.000000e-04 | 2.120320e-02 | 8.98795e-01 | ▁▁▇▁▁ |
numeric | SE | 0 | 1.0000000 | NA | NA | NA | NA | NA | 3.732770e-02 | 2.839070e-02 | 0.016600 | 1.910000e-02 | 2.500000e-02 | 4.400000e-02 | 3.25900e-01 | ▇▁▁▁▁ |
numeric | PVAL | 0 | 1.0000000 | NA | NA | NA | NA | NA | 4.733658e-01 | 2.964229e-01 | 0.000000 | 2.091000e-01 | 4.647999e-01 | 7.302995e-01 | 1.00000e+00 | ▇▆▆▆▆ |
numeric | PVAL_ztest | 0 | 1.0000000 | NA | NA | NA | NA | NA | 4.733651e-01 | 2.964245e-01 | 0.000000 | 2.090621e-01 | 4.647733e-01 | 7.303131e-01 | 1.00000e+00 | ▇▆▆▆▆ |
numeric | AF | 0 | 1.0000000 | NA | NA | NA | NA | NA | 2.820830e-01 | 2.714093e-01 | 0.009000 | 5.100000e-02 | 1.830000e-01 | 4.510000e-01 | 9.89600e-01 | ▇▃▂▂▁ |
numeric | AF_reference | 69835 | 0.9898046 | NA | NA | NA | NA | NA | 2.699794e-01 | 2.467966e-01 | 0.000000 | 6.549520e-02 | 1.926920e-01 | 4.209270e-01 | 1.00000e+00 | ▇▃▂▂▁ |
numeric | N | 0 | 1.0000000 | NA | NA | NA | NA | NA | 2.987321e+04 | 2.656566e+03 | 15323.000000 | 3.076100e+04 | 3.076100e+04 | 3.076100e+04 | 3.07610e+04 | ▁▁▁▁▇ |
CHROM | POS | ID | REF | ALT | EFFECT | SE | PVAL | PVAL_ztest | AF | AF_reference | N |
---|---|---|---|---|---|---|---|---|---|---|---|
1 | 55326 | rs3107975 | T | C | 0.0726030 | 0.0941 | 0.4403003 | 0.4403801 | 0.030 | 0.0459265 | 29674 |
1 | 91536 | rs6702460 | G | T | 0.0078003 | 0.0486 | 0.8726000 | 0.8724866 | 0.405 | 0.4207270 | 20673 |
1 | 234313 | rs8179466 | C | T | -0.1348980 | 0.0794 | 0.0891005 | 0.0893254 | 0.090 | NA | 20673 |
1 | 254186 | rs148663102 | T | C | -0.1129000 | 0.1227 | 0.3571001 | 0.3575046 | 0.017 | 0.0175719 | 26358 |
1 | 526736 | rs28863004 | C | G | -0.0222017 | 0.0935 | 0.8124000 | 0.8123067 | 0.032 | 0.1317890 | 29674 |
1 | 533198 | rs78497331 | C | T | 0.0513986 | 0.1102 | 0.6412996 | 0.6409206 | 0.020 | 0.0814696 | 29674 |
1 | 534192 | rs6680723 | C | T | 0.0840993 | 0.0604 | 0.1638000 | 0.1638096 | 0.208 | NA | 20673 |
1 | 534583 | rs6683466 | C | G | 0.0377953 | 0.0777 | 0.6270007 | 0.6266652 | 0.041 | NA | 29674 |
1 | 565728 | rs199661867 | C | A | -0.0040020 | 0.0909 | 0.9647000 | 0.9648835 | 0.026 | 0.0315495 | 29674 |
1 | 569004 | rs9285835 | T | C | 0.0162005 | 0.0895 | 0.8565001 | 0.8563588 | 0.034 | NA | 29674 |
CHROM | POS | ID | REF | ALT | EFFECT | SE | PVAL | PVAL_ztest | AF | AF_reference | N |
---|---|---|---|---|---|---|---|---|---|---|---|
22 | 51219704 | rs147475742 | G | A | -0.0001000 | 0.0648 | 0.9994000 | 0.9987688 | 0.044 | 0.0473243 | 30761 |
22 | 51221190 | rs369304721 | G | A | -0.0473033 | 0.0839 | 0.5723003 | 0.5728864 | 0.036 | NA | 30761 |
22 | 51221731 | rs115055839 | T | C | -0.0187040 | 0.0573 | 0.7440995 | 0.7441048 | 0.055 | 0.0625000 | 30761 |
22 | 51221835 | rs4330207 | C | G | -0.0011993 | 0.1197 | 0.9920000 | 0.9920061 | 0.015 | 0.0053914 | 17504 |
22 | 51222100 | rs114553188 | G | T | -0.0034042 | 0.0549 | 0.9505000 | 0.9505570 | 0.048 | 0.0880591 | 30761 |
22 | 51223637 | rs375798137 | G | A | -0.0023971 | 0.0554 | 0.9651000 | 0.9654869 | 0.048 | 0.0788738 | 30761 |
22 | 51229805 | rs9616985 | T | C | -0.0230034 | 0.0589 | 0.6964998 | 0.6961298 | 0.054 | 0.0730831 | 30761 |
22 | 51232488 | rs376461333 | A | G | 0.2640960 | 0.2010 | 0.1888000 | 0.1888763 | 0.014 | NA | 20590 |
22 | 51234048 | rs141330630 | T | C | -0.0563047 | 0.0878 | 0.5216005 | 0.5213384 | 0.018 | 0.0095847 | 30761 |
22 | 51237063 | rs3896457 | T | C | 0.0328022 | 0.0276 | 0.2350001 | 0.2346422 | 0.306 | 0.2050720 | 30761 |
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1 565728 rs199661867 C A . PASS AF=0.026 ES:SE:LP:AF:SS:SI:NC:ID -0.00400198:0.0909:0.0156077:0.026:29674:0.304:13457:rs199661867
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