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"Gwas2VCF_command": "--data /data/cromwell-executions/qc/7efb0b10-a5ae-4c37-bf31-4fee89ca1526/call-vcf/inputs/268670778/upload.txt.gz --id ieu-b-118 --json /data/cromwell-executions/qc/7efb0b10-a5ae-4c37-bf31-4fee89ca1526/call-vcf/inputs/268670778/ieu-b-118_data.json --ref /data/cromwell-executions/qc/7efb0b10-a5ae-4c37-bf31-4fee89ca1526/call-vcf/inputs/1899004205/human_g1k_v37.fasta --dbsnp /data/cromwell-executions/qc/7efb0b10-a5ae-4c37-bf31-4fee89ca1526/call-vcf/inputs/-307190728/dbsnp.v153.b37.vcf.gz --out /data/igd/ieu-b-118/ieu-b-118.vcf.gz --alias alias.txt; 1.3.0",
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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/7efb0b10-a5ae-4c37-bf31-4fee89ca1526/call-ldsc/inputs/268670778/ieu-b-118.vcf.gz \
--ref-ld-chr /data/ref/eur_w_ld_chr/ \
--out /data/igd/ieu-b-118/ldsc.txt \
--w-ld-chr /data/ref/eur_w_ld_chr/
Beginning analysis at Thu Apr 1 16:39:36 2021
Reading summary statistics from /data/cromwell-executions/qc/7efb0b10-a5ae-4c37-bf31-4fee89ca1526/call-ldsc/inputs/268670778/ieu-b-118.vcf.gz ...
Read summary statistics for 2455342 SNPs.
Dropped 835 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, 1095698 SNPs remain.
After merging with regression SNP LD, 1095698 SNPs remain.
Using two-step estimator with cutoff at 30.
Total Observed scale h2: 0.0717 (0.0128)
Lambda GC: 1.048
Mean Chi^2: 1.0534
Intercept: 1.0013 (0.0067)
Ratio: 0.0253 (0.1253)
Analysis finished at Thu Apr 1 16:40:27 2021
Total time elapsed: 51.37s
{
"af_correlation": "NA",
"inflation_factor": 1.0402,
"mean_EFFECT": 0,
"n": 37037,
"n_snps": 2455342,
"n_clumped_hits": 0,
"n_p_sig": 0,
"n_mono": 0,
"n_ns": 0,
"n_mac": 0,
"is_snpid_unique": true,
"n_miss_EFFECT": 0,
"n_miss_SE": 0,
"n_miss_PVAL": 0,
"n_miss_AF": 2455342,
"n_miss_AF_reference": 20711,
"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": 1095698,
"ldsc_nsnp_merge_regression_ld": 1095698,
"ldsc_observed_scale_h2_beta": 0.0717,
"ldsc_observed_scale_h2_se": 0.0128,
"ldsc_intercept_beta": 1.0013,
"ldsc_intercept_se": 0.0067,
"ldsc_lambda_gc": 1.048,
"ldsc_mean_chisq": 1.0534,
"ldsc_ratio": 0.0243
}
name | value |
---|---|
af_correlation | NA |
inflation_factor | FALSE |
n | FALSE |
is_snpid_non_unique | FALSE |
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 | logical.mean | logical.count | numeric.mean | numeric.sd | numeric.p0 | numeric.p25 | numeric.p50 | numeric.p75 | numeric.p100 | numeric.hist |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
character | ID | 0 | 1.0000000 | 3 | 42 | 0 | 2455337 | 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 | 2455342 | 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 | 8.592001e+00 | 5.660516e+00 | 1.0000e+00 | 4.000000e+00 | 8.000000e+00 | 1.200000e+01 | 2.30000e+01 | ▇▅▅▂▂ |
numeric | POS | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | 7.882337e+07 | 5.568264e+07 | 1.2994e+04 | 3.263644e+07 | 7.023235e+07 | 1.143364e+08 | 2.49219e+08 | ▇▆▅▂▁ |
numeric | EFFECT | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | 2.500000e-05 | 7.897700e-03 | -1.5000e-01 | -3.800000e-03 | 0.000000e+00 | 3.900000e-03 | 1.30000e-01 | ▁▁▇▁▁ |
numeric | SE | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | 6.572000e-03 | 4.187000e-03 | 3.9000e-03 | 4.300000e-03 | 5.000000e-03 | 7.000000e-03 | 6.70000e-02 | ▇▁▁▁▁ |
numeric | PVAL | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | 4.936142e-01 | 2.905548e-01 | 1.0000e-07 | 2.405000e-01 | 4.915005e-01 | 7.455006e-01 | 1.00000e+00 | ▇▇▇▇▇ |
numeric | PVAL_ztest | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | 4.936468e-01 | 2.905790e-01 | 1.0000e-07 | 2.399947e-01 | 4.917677e-01 | 7.451811e-01 | 1.00000e+00 | ▇▇▇▇▇ |
numeric | AF_reference | 20711 | 0.9915649 | NA | NA | NA | NA | NA | NA | NA | 3.616178e-01 | 2.556344e-01 | 0.0000e+00 | 1.467650e-01 | 2.995210e-01 | 5.459270e-01 | 1.00000e+00 | ▇▆▃▃▂ |
numeric | N | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | 3.703700e+04 | 0.000000e+00 | 3.7037e+04 | 3.703700e+04 | 3.703700e+04 | 3.703700e+04 | 3.70370e+04 | ▁▁▇▁▁ |
CHROM | POS | ID | REF | ALT | EFFECT | SE | PVAL | PVAL_ztest | AF | AF_reference | N |
---|---|---|---|---|---|---|---|---|---|---|---|
1 | 721290 | rs12565286 | G | C | 0.0310 | 0.0190 | 0.1028999 | 0.1027682 | NA | 0.0371406 | 37037 |
1 | 723819 | rs11804171 | T | A | 0.0300 | 0.0190 | 0.1046001 | 0.1143481 | NA | 0.1345850 | 37037 |
1 | 723891 | rs2977670 | G | C | -0.0340 | 0.0210 | 0.1082999 | 0.1054370 | NA | 0.7799520 | 37037 |
1 | 752566 | rs3094315 | G | A | -0.0110 | 0.0079 | 0.1797000 | 0.1637998 | NA | 0.7182510 | 37037 |
1 | 754192 | rs3131968 | A | G | 0.0038 | 0.0110 | 0.7370993 | 0.7297527 | NA | 0.6785140 | 37037 |
1 | 775659 | rs2905035 | A | G | -0.0059 | 0.0083 | 0.4767997 | 0.4771813 | NA | 0.7450080 | 37037 |
1 | 776546 | rs12124819 | A | G | 0.0023 | 0.0084 | 0.7808992 | 0.7842310 | NA | 0.0756789 | 37037 |
1 | 777122 | rs2980319 | A | T | -0.0060 | 0.0083 | 0.4715003 | 0.4697465 | NA | 0.7472040 | 37037 |
1 | 779322 | rs4040617 | A | G | 0.0067 | 0.0084 | 0.4285998 | 0.4250916 | NA | 0.2264380 | 37037 |
1 | 780785 | rs2977612 | T | A | -0.0066 | 0.0083 | 0.4303997 | 0.4265084 | NA | 0.6693290 | 37037 |
CHROM | POS | ID | REF | ALT | EFFECT | SE | PVAL | PVAL_ztest | AF | AF_reference | N |
---|---|---|---|---|---|---|---|---|---|---|---|
22 | 51216564 | rs9616970 | T | C | 0.0072 | 0.0091 | 0.4258003 | 0.4288222 | NA | 0.1563500 | 37037 |
22 | 51217134 | rs117417021 | A | G | 0.0025 | 0.0089 | 0.7818006 | 0.7787880 | NA | 0.2671730 | 37037 |
22 | 51222100 | rs114553188 | G | T | 0.0037 | 0.0110 | 0.7290998 | 0.7365967 | NA | 0.0880591 | 37037 |
22 | 51223637 | rs375798137 | G | A | 0.0027 | 0.0110 | 0.7968000 | 0.8061045 | NA | 0.0788738 | 37037 |
22 | 51229805 | rs9616985 | T | C | 0.0310 | 0.0140 | 0.0268102 | 0.0268091 | NA | 0.0730831 | 37037 |
23 | 35921591 | rs2204667 | C | G | 0.0029 | 0.0054 | 0.5951001 | 0.5912420 | NA | NA | 37037 |
23 | 51666786 | rs14115 | A | G | -0.0038 | 0.0090 | 0.6704000 | 0.6728628 | NA | NA | 37037 |
23 | 70163799 | rs1626496 | A | C | 0.0049 | 0.0081 | 0.5485005 | 0.5452200 | NA | NA | 37037 |
23 | 91415872 | rs6562597 | G | A | -0.0072 | 0.0160 | 0.6533998 | 0.6527104 | NA | 0.0021192 | 37037 |
23 | 118495837 | rs12882977 | G | A | 0.0021 | 0.0040 | 0.6032995 | 0.5995832 | NA | 0.2307280 | 37037 |
1 721290 rs12565286 G C . PASS . ES:SE:LP:SS:ID 0.031:0.019:0.987585:37037:rs12565286
1 723819 rs11804171 T A . PASS . ES:SE:LP:SS:ID 0.03:0.019:0.980468:37037:rs11804171
1 723891 rs2977670 G C . PASS . ES:SE:LP:SS:ID -0.034:0.021:0.965372:37037:rs2977670
1 752566 rs3094315 G A . PASS . ES:SE:LP:SS:ID -0.011:0.0079:0.745452:37037:rs3094315
1 754192 rs3131968 A G . PASS . ES:SE:LP:SS:ID 0.0038:0.011:0.132474:37037:rs3131968
1 775659 rs2905035 A G . PASS . ES:SE:LP:SS:ID -0.0059:0.0083:0.321664:37037:rs2905035
1 776546 rs12124819 A G . PASS . ES:SE:LP:SS:ID 0.0023:0.0084:0.107405:37037:rs12124819
1 777122 rs2980319 A T . PASS . ES:SE:LP:SS:ID -0.006:0.0083:0.326518:37037:rs2980319
1 779322 rs4040617 A G . PASS . ES:SE:LP:SS:ID 0.0067:0.0084:0.367948:37037:rs4040617
1 780785 rs2977612 T A . PASS . ES:SE:LP:SS:ID -0.0066:0.0083:0.366128:37037:rs2977612
1 785050 rs2905062 G A . PASS . ES:SE:LP:SS:ID -0.0082:0.0083:0.486383:37037:rs2905062
1 785989 rs2980300 T C . PASS . ES:SE:LP:SS:ID -0.011:0.008:0.788612:37037:rs2980300
1 990380 rs3121561 C T . PASS . ES:SE:LP:SS:ID -0.0018:0.0078:0.090337:37037:rs3121561
1 998501 rs3813193 G C . PASS . ES:SE:LP:SS:ID -0.0038:0.0072:0.221994:37037:rs3813193
1 1003629 rs4075116 C T . PASS . ES:SE:LP:SS:ID -0.01:0.0051:1.36291:37037:rs4075116
1 1005806 rs3934834 C T . PASS . ES:SE:LP:SS:ID -0.0021:0.007:0.11413:37037:rs3934834
1 1017170 rs3766193 C G . PASS . ES:SE:LP:SS:ID -0.011:0.0053:1.32855:37037:rs3766193
1 1017197 rs3766192 C T . PASS . ES:SE:LP:SS:ID -0.0088:0.005:1.10155:37037:rs3766192
1 1017587 rs3766191 C T . PASS . ES:SE:LP:SS:ID -0.0019:0.0073:0.101878:37037:rs3766191
1 1018562 rs9442371 C T . PASS . ES:SE:LP:SS:ID -0.0092:0.0049:1.22105:37037:rs9442371
1 1018704 rs9442372 A G . PASS . ES:SE:LP:SS:ID -0.009:0.0049:1.19199:37037:rs9442372
1 1021346 rs10907177 A G . PASS . ES:SE:LP:SS:ID -0.0011:0.0073:0.0542853:37037:rs10907177
1 1021415 rs386627436 A G . PASS . ES:SE:LP:SS:ID -0.012:0.005:1.79102:37037:rs386627436
1 1021583 rs10907178 A C . PASS . ES:SE:LP:SS:ID -0.0012:0.0074:0.0614803:37037:rs10907178
1 1021695 rs9442398 A G . PASS . ES:SE:LP:SS:ID -0.01:0.0051:1.3535:37037:rs9442398
1 1022037 rs6701114 C T . PASS . ES:SE:LP:SS:ID -0.0063:0.0055:0.60415:37037:rs6701114
1 1025301 rs9442400 T C . PASS . ES:SE:LP:SS:ID -0.0016:0.022:0.0259491:37037:rs9442400
1 1026707 rs4074137 C A . PASS . ES:SE:LP:SS:ID -0.006:0.006:0.494172:37037:rs4074137
1 1030565 rs6687776 C T . PASS . ES:SE:LP:SS:ID -0.0029:0.0069:0.170632:37037:rs6687776
1 1031540 rs776599533 A G . PASS . ES:SE:LP:SS:ID -0.0072:0.0062:0.607655:37037:rs776599533
1 1036959 rs1162868282 T C . PASS . ES:SE:LP:SS:ID -0.0056:0.0087:0.286846:37037:rs1162868282
1 1040026 rs6671356 T C . PASS . ES:SE:LP:SS:ID -0.0077:0.0077:0.502794:37037:rs6671356
1 1046164 rs386627439 C T . PASS . ES:SE:LP:SS:ID -0.0087:0.0075:0.604499:37037:rs386627439
1 1048955 rs4970405 A G . PASS . ES:SE:LP:SS:ID -0.007:0.0076:0.44636:37037:rs4970405
1 1049950 rs12726255 A G . PASS . ES:SE:LP:SS:ID -0.0052:0.0074:0.315065:37037:rs12726255
1 1053452 rs4970409 G A . PASS . ES:SE:LP:SS:ID -0.0075:0.0086:0.417937:37037:rs4970409
1 1060235 rs7540009 G A . PASS . ES:SE:LP:SS:ID -0.019:0.016:0.632458:37037:rs7540009
1 1060608 rs17160824 G A . PASS . ES:SE:LP:SS:ID -0.0076:0.0088:0.412738:37037:rs17160824
1 1061115 rs17160826 T C . PASS . ES:SE:LP:SS:ID -0.0069:0.0088:0.367138:37037:rs17160826
1 1061152 rs12748370 T C . PASS . ES:SE:LP:SS:ID -0.0068:0.0088:0.357338:37037:rs12748370
1 1061166 rs11807848 T C . PASS . ES:SE:LP:SS:ID -0.0006:0.0063:0.034375:37037:rs11807848
1 1062015 rs1557446446 C T . PASS . ES:SE:LP:SS:ID -0.02:0.016:0.66374:37037:rs1557446446
1 1062638 rs9442373 C A . PASS . ES:SE:LP:SS:ID -0.0001:0.0063:0.00445255:37037:rs9442373
1 1064535 rs6682475 G C . PASS . ES:SE:LP:SS:ID -0.0004:0.0079:0.0193604:37037:rs6682475
1 1064979 rs2298217 C T . PASS . ES:SE:LP:SS:ID -0.0045:0.0075:0.259479:37037:rs2298217
1 1066403 rs10907182 T C . PASS . ES:SE:LP:SS:ID 0.0044:0.0064:0.310602:37037:rs10907182
1 1071118 rs10907183 G C . PASS . ES:SE:LP:SS:ID 0.0042:0.0067:0.269864:37037:rs10907183
1 1077064 rs4970357 C A . PASS . ES:SE:LP:SS:ID -0.009:0.0088:0.508778:37037:rs4970357
1 1080925 rs911335568 G C . PASS . ES:SE:LP:SS:ID -0.0082:0.011:0.331707:37037:rs911335568
1 1087683 rs9442380 T C . PASS . ES:SE:LP:SS:ID -0.0051:0.0083:0.268814:37037:rs9442380