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"gwas_harmonisation_command": "--out /mnt/storage/private/mrcieu/research/scratch/IGD/data/public/ukbiobank/vcf_09_19b/bgzip_vcf/data.batch_20002_1463.vcf.gz --id UKB-b:7584 --data /mnt/storage/private/mrcieu/research/scratch/IGD/data/public/ukbiobank/raw-output/data.batch_20002_1463.txt.gz --cohort_cases 2439 --cohort_controls 460494 --ref /mnt/storage/private/mrcieu/research/scratch/IGD/data/public/ukbiobank/human_g1k_v37.fasta --json /mnt/storage/private/mrcieu/research/scratch/IGD/data/public/ukbiobank/ukb_gwas.json; 1.1.1",
"file_date": "2019-09-12T22:40:18.551741",
"bcftools_viewVersion": "1.9-74-g6af271c+htslib-1.9-64-g226b4a8",
"bcftools_viewCommand": "view -T ^/mnt/storage/private/mrcieu/research/scratch/IGD/data/public/UKB-b-7584/mac_discard.txt -Oz /mnt/storage/private/mrcieu/research/scratch/IGD/data/public/UKB-b-7584/UKB-b-7584_raw.vcf.gz; Date=Thu Oct 17 12:19:54 2019",
"bcftools_viewCommand.1": "view -h /mnt/storage/private/mrcieu/research/scratch/IGD/data/public/ukb-b-7584/ukb-b-7584.vcf.gz; Date=Sun May 10 13:06:50 2020"
}
*********************************************************************
* 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 /mnt/storage/private/mrcieu/research/scratch/IGD/data/public/UKB-b-7584/UKB-b-7584_data.vcf.gz \
--ref-ld-chr ../reference/eur_w_ld_chr/ \
--out /mnt/storage/private/mrcieu/research/scratch/IGD/data/public/UKB-b-7584/ldsc.txt \
--w-ld-chr ../reference/eur_w_ld_chr/
Beginning analysis at Thu Oct 17 14:40:40 2019
Reading summary statistics from /mnt/storage/private/mrcieu/research/scratch/IGD/data/public/UKB-b-7584/UKB-b-7584_data.vcf.gz ...
Read summary statistics for 3612323 SNPs.
Dropped 590 SNPs with duplicated rs numbers.
Reading reference panel LD Score from ../reference/eur_w_ld_chr/[1-22] ...
Read reference panel LD Scores for 1290028 SNPs.
Removing partitioned LD Scores with zero variance.
Reading regression weight LD Score from ../reference/eur_w_ld_chr/[1-22] ...
Read regression weight LD Scores for 1290028 SNPs.
After merging with reference panel LD, 877609 SNPs remain.
After merging with regression SNP LD, 877609 SNPs remain.
Using two-step estimator with cutoff at 30.
Total Observed scale h2: 0.0064 (0.0014)
Lambda GC: 1.0652
Mean Chi^2: 1.0895
Intercept: 1.0232 (0.0095)
Ratio: 0.2591 (0.1058)
Analysis finished at Thu Oct 17 14:41:23 2019
Total time elapsed: 42.09s
{
"af_correlation": 0.8576,
"inflation_factor": 1.0966,
"mean_EFFECT": -2.4061e-07,
"n": "-Inf",
"n_snps": 9851866,
"n_clumped_hits": 10,
"n_p_sig": 1102,
"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": 0,
"n_miss_AF_reference": 29128,
"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": 877609,
"ldsc_nsnp_merge_regression_ld": 877609,
"ldsc_observed_scale_h2_beta": 0.0064,
"ldsc_observed_scale_h2_se": 0.0014,
"ldsc_intercept_beta": 1.0232,
"ldsc_intercept_se": 0.0095,
"ldsc_lambda_gc": 1.0652,
"ldsc_mean_chisq": 1.0895,
"ldsc_ratio": 0.2592
}
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 | FALSE |
n_p_sig | TRUE |
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 | 58 | 0 | 3611736 | 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 | N | 3612323 | 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 | 8.661585e+00 | 5.771445e+00 | 1.0000000 | 4.000000e+00 | 8.000000e+00 | 1.300000e+01 | 2.200000e+01 | ▇▅▃▂▂ |
numeric | POS | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | 7.854214e+07 | 5.674859e+07 | 828.0000000 | 3.157910e+07 | 6.889090e+07 | 1.147181e+08 | 2.492385e+08 | ▇▆▅▂▁ |
numeric | EFFECT | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | -2.000000e-07 | 1.819000e-04 | -0.0018520 | -1.182000e-04 | 0.000000e+00 | 1.186000e-04 | 1.848800e-03 | ▁▁▇▁▁ |
numeric | SE | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | 1.709000e-04 | 1.890000e-05 | 0.0001452 | 1.544000e-04 | 1.649000e-04 | 1.842000e-04 | 5.312000e-04 | ▇▁▁▁▁ |
numeric | PVAL | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | 4.880484e-01 | 2.923518e-01 | 0.0000000 | 2.300001e-01 | 4.799997e-01 | 7.400005e-01 | 1.000000e+00 | ▇▇▇▇▇ |
numeric | PVAL_ztest | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | 4.880459e-01 | 2.923253e-01 | 0.0000000 | 2.315499e-01 | 4.848108e-01 | 7.414359e-01 | 1.000000e+00 | ▇▇▇▇▇ |
numeric | AF | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | 4.104729e-01 | 1.996626e-01 | 0.1435020 | 2.356640e-01 | 3.695660e-01 | 5.615865e-01 | 8.564980e-01 | ▇▅▃▃▂ |
numeric | AF_reference | 29128 | 0.9919365 | NA | NA | NA | NA | NA | NA | NA | 3.974067e-01 | 2.079260e-01 | 0.0000000 | 2.272360e-01 | 3.638180e-01 | 5.489220e-01 | 1.000000e+00 | ▅▇▆▃▁ |
CHROM | POS | ID | REF | ALT | EFFECT | SE | PVAL | PVAL_ztest | AF | AF_reference | N |
---|---|---|---|---|---|---|---|---|---|---|---|
1 | 49298 | rs200943160 | T | C | -0.0000297 | 0.0002673 | 0.9100000 | 0.9115927 | 0.623763 | 0.782149 | NA |
1 | 54676 | rs2462492 | C | T | 0.0000796 | 0.0002648 | 0.7600007 | 0.7636313 | 0.400401 | NA | NA |
1 | 91536 | rs6702460 | G | T | -0.0000952 | 0.0002607 | 0.7099994 | 0.7148623 | 0.456851 | 0.420727 | NA |
1 | 534192 | rs6680723 | C | T | -0.0001144 | 0.0002978 | 0.6999999 | 0.7009678 | 0.240960 | NA | NA |
1 | 706368 | rs55727773 | A | G | -0.0000665 | 0.0001849 | 0.7199992 | 0.7192059 | 0.515650 | 0.275160 | NA |
1 | 729679 | rs4951859 | C | G | -0.0001746 | 0.0002163 | 0.4199997 | 0.4194439 | 0.843212 | 0.639976 | NA |
1 | 752566 | rs3094315 | G | A | -0.0001972 | 0.0002095 | 0.3500000 | 0.3465259 | 0.838951 | 0.718251 | NA |
1 | 752721 | rs3131972 | A | G | -0.0001891 | 0.0002092 | 0.3700002 | 0.3661562 | 0.838580 | 0.653355 | NA |
1 | 754503 | rs3115859 | G | A | -0.0001602 | 0.0002087 | 0.4400003 | 0.4427186 | 0.838033 | 0.663938 | NA |
1 | 754964 | rs3131966 | C | T | -0.0001511 | 0.0002092 | 0.4700002 | 0.4702777 | 0.838664 | 0.663339 | NA |
CHROM | POS | ID | REF | ALT | EFFECT | SE | PVAL | PVAL_ztest | AF | AF_reference | N |
---|---|---|---|---|---|---|---|---|---|---|---|
22 | 51182485 | rs6009961 | A | G | -0.0002486 | 0.0001745 | 0.1499999 | 0.1543381 | 0.715505 | 0.6383790 | NA |
22 | 51186143 | rs2879914 | T | C | -0.0003010 | 0.0001619 | 0.0629999 | 0.0629229 | 0.381826 | 0.2733630 | NA |
22 | 51186228 | rs3865766 | C | T | -0.0001448 | 0.0001578 | 0.3599996 | 0.3587497 | 0.451063 | 0.4532750 | NA |
22 | 51192586 | rs5771006 | G | A | -0.0003959 | 0.0002125 | 0.0619998 | 0.0624939 | 0.167620 | 0.0848642 | NA |
22 | 51193227 | rs34608236 | T | G | 0.0001124 | 0.0002173 | 0.6100002 | 0.6050874 | 0.168489 | 0.0692891 | NA |
22 | 51197266 | rs61290853 | A | G | -0.0000649 | 0.0001629 | 0.6899999 | 0.6902635 | 0.386333 | 0.4229230 | NA |
22 | 51198027 | rs34939255 | A | G | -0.0000380 | 0.0001844 | 0.8400000 | 0.8365191 | 0.254557 | 0.0984425 | NA |
22 | 51211106 | rs9628250 | T | C | -0.0000643 | 0.0001828 | 0.7300002 | 0.7251041 | 0.271547 | 0.1671330 | NA |
22 | 51212875 | rs2238837 | A | C | -0.0004381 | 0.0001737 | 0.0120000 | 0.0116571 | 0.331455 | 0.3724040 | NA |
22 | 51237063 | rs3896457 | T | C | -0.0003038 | 0.0001778 | 0.0870001 | 0.0874979 | 0.297971 | 0.2050720 | NA |
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