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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_5529.vcf.gz --id UKB-b:5012 --data /mnt/storage/private/mrcieu/research/scratch/IGD/data/public/ukbiobank/raw-output/data.batch_5529.txt.gz --cohort_cases 1293 --cohort_controls 32071 --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": "2019-09-12T23:17:36.203256",
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"bcftools_viewCommand": "view -T ^/mnt/storage/private/mrcieu/research/scratch/IGD/data/public/UKB-b-5012/mac_discard.txt -Oz /mnt/storage/private/mrcieu/research/scratch/IGD/data/public/UKB-b-5012/UKB-b-5012_raw.vcf.gz; Date=Thu Oct 17 12:44:12 2019",
"bcftools_viewCommand.1": "view -h /mnt/storage/private/mrcieu/research/scratch/IGD/data/public/ukb-b-5012/ukb-b-5012.vcf.gz; Date=Sun May 10 08:50:02 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-5012/UKB-b-5012_data.vcf.gz \
--ref-ld-chr ../reference/eur_w_ld_chr/ \
--out /mnt/storage/private/mrcieu/research/scratch/IGD/data/public/UKB-b-5012/ldsc.txt \
--w-ld-chr ../reference/eur_w_ld_chr/
Beginning analysis at Thu Oct 17 14:44:58 2019
Reading summary statistics from /mnt/storage/private/mrcieu/research/scratch/IGD/data/public/UKB-b-5012/UKB-b-5012_data.vcf.gz ...
Read summary statistics for 2104226 SNPs.
Dropped 218 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, 537831 SNPs remain.
After merging with regression SNP LD, 537831 SNPs remain.
Using two-step estimator with cutoff at 30.
Total Observed scale h2: 0.0226 (0.0175)
Lambda GC: 1.042
Mean Chi^2: 1.0272
Intercept: 1.0095 (0.0119)
Ratio: 0.3479 (0.4386)
Analysis finished at Thu Oct 17 14:45:31 2019
Total time elapsed: 33.02s
{
"af_correlation": 0.7144,
"inflation_factor": 1.0475,
"mean_EFFECT": -4.1152e-06,
"n": "-Inf",
"n_snps": 9851866,
"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": 0,
"n_miss_AF_reference": 16701,
"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": 537831,
"ldsc_nsnp_merge_regression_ld": 537831,
"ldsc_observed_scale_h2_beta": 0.0226,
"ldsc_observed_scale_h2_se": 0.0175,
"ldsc_intercept_beta": 1.0095,
"ldsc_intercept_se": 0.0119,
"ldsc_lambda_gc": 1.042,
"ldsc_mean_chisq": 1.0272,
"ldsc_ratio": 0.3493
}
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 | 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 | 4 | 58 | 0 | 2104010 | 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 | 2104226 | 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 | 8.644407e+00 | 5.764377e+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 | 7.871300e+07 | 5.663803e+07 | 5687.0000000 | 3.181857e+07 | 6.926723e+07 | 1.148628e+08 | 2.491722e+08 | ▇▆▅▂▁ |
numeric | EFFECT | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | -4.100000e-06 | 1.578900e-03 | -0.0084928 | -1.077200e-03 | -4.600000e-06 | 1.068600e-03 | 8.390200e-03 | ▁▂▇▂▁ |
numeric | SE | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | 1.559000e-03 | 6.350000e-05 | 0.0014359 | 1.507700e-03 | 1.541900e-03 | 1.600200e-03 | 2.983100e-03 | ▇▁▁▁▁ |
numeric | PVAL | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | 4.945091e-01 | 2.894140e-01 | 0.0000004 | 2.399999e-01 | 4.899999e-01 | 7.499995e-01 | 1.000000e+00 | ▇▇▇▇▇ |
numeric | PVAL_ztest | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | 4.945096e-01 | 2.893876e-01 | 0.0000005 | 2.434180e-01 | 4.907392e-01 | 7.452543e-01 | 9.999995e-01 | ▇▇▇▇▇ |
numeric | AF | 0 | 1.0000000 | NA | NA | NA | NA | NA | NA | NA | 4.660103e-01 | 1.308863e-01 | 0.2706890 | 3.510143e-01 | 4.493470e-01 | 5.727348e-01 | 7.293110e-01 | ▇▆▆▅▃ |
numeric | AF_reference | 16701 | 0.9920631 | NA | NA | NA | NA | NA | NA | NA | 4.461275e-01 | 1.638305e-01 | 0.0001997 | 3.192890e-01 | 4.355030e-01 | 5.650960e-01 | 1.000000e+00 | ▁▇▇▃▁ |
CHROM | POS | ID | REF | ALT | EFFECT | SE | PVAL | PVAL_ztest | AF | AF_reference | N |
---|---|---|---|---|---|---|---|---|---|---|---|
1 | 49298 | rs200943160 | T | C | -0.0021399 | 0.0026509 | 0.4199997 | 0.4195279 | 0.623920 | 0.782149 | NA |
1 | 54676 | rs2462492 | C | T | 0.0005511 | 0.0026374 | 0.8300000 | 0.8344879 | 0.398742 | NA | NA |
1 | 91536 | rs6702460 | G | T | -0.0015226 | 0.0025894 | 0.5600000 | 0.5565201 | 0.456123 | 0.420727 | NA |
1 | 706368 | rs55727773 | A | G | 0.0010934 | 0.0018266 | 0.5500004 | 0.5494137 | 0.514239 | 0.275160 | NA |
1 | 763394 | rs369924889 | G | A | 0.0005838 | 0.0021478 | 0.7899998 | 0.7857645 | 0.704627 | 0.617612 | NA |
1 | 814495 | rs74461805 | C | A | 0.0027911 | 0.0025039 | 0.2599998 | 0.2649641 | 0.340187 | NA | NA |
1 | 830181 | rs28444699 | A | G | -0.0002783 | 0.0016892 | 0.8700001 | 0.8691218 | 0.697650 | 0.691294 | NA |
1 | 831489 | rs4970385 | C | T | 0.0000578 | 0.0016586 | 0.9699999 | 0.9721916 | 0.705888 | 0.649161 | NA |
1 | 831909 | rs9697642 | C | T | 0.0000846 | 0.0016586 | 0.9599999 | 0.9593034 | 0.705944 | 0.648562 | NA |
1 | 832066 | rs9697380 | G | C | 0.0000616 | 0.0016586 | 0.9699999 | 0.9703648 | 0.706102 | 0.664337 | NA |
CHROM | POS | ID | REF | ALT | EFFECT | SE | PVAL | PVAL_ztest | AF | AF_reference | N |
---|---|---|---|---|---|---|---|---|---|---|---|
22 | 51174048 | rs9628245 | G | C | 0.0019463 | 0.0017045 | 0.2500000 | 0.2535224 | 0.376188 | 0.433107 | NA |
22 | 51180501 | rs5770999 | T | C | 0.0000318 | 0.0017218 | 0.9900000 | 0.9852695 | 0.713492 | 0.636981 | NA |
22 | 51181919 | rs9616825 | G | C | -0.0013167 | 0.0017131 | 0.4400003 | 0.4421237 | 0.694991 | 0.619409 | NA |
22 | 51182485 | rs6009961 | A | G | -0.0000062 | 0.0017269 | 1.0000000 | 0.9971533 | 0.715182 | 0.638379 | NA |
22 | 51186143 | rs2879914 | T | C | -0.0002938 | 0.0016072 | 0.8499999 | 0.8549410 | 0.381441 | 0.273363 | NA |
22 | 51186228 | rs3865766 | C | T | 0.0006235 | 0.0015664 | 0.6899999 | 0.6905781 | 0.449250 | 0.453275 | NA |
22 | 51197266 | rs61290853 | A | G | -0.0010690 | 0.0016175 | 0.5099998 | 0.5087038 | 0.385754 | 0.422923 | NA |
22 | 51211106 | rs9628250 | T | C | -0.0012976 | 0.0018134 | 0.4700002 | 0.4742449 | 0.272005 | 0.167133 | NA |
22 | 51212875 | rs2238837 | A | C | 0.0003741 | 0.0017230 | 0.8300000 | 0.8281008 | 0.331843 | 0.372404 | NA |
22 | 51237063 | rs3896457 | T | C | -0.0007521 | 0.0017654 | 0.6700003 | 0.6700913 | 0.298095 | 0.205072 | NA |
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