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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 /mnt/storage/private/mrcieu/research/scratch/IGD/data/dev/ieu-a-import/processed/ieu-a-977/ieu-a-977.vcf.gz \
--ref-ld-chr /mnt/storage/private/mrcieu/research/scratch/IGD/data/dev/reference/eur_w_ld_chr/ \
--out /mnt/storage/private/mrcieu/research/scratch/IGD/data/dev/ieu-a-import/processed/ieu-a-977/ldsc.txt \
--w-ld-chr /mnt/storage/private/mrcieu/research/scratch/IGD/data/dev/reference/eur_w_ld_chr/
Beginning analysis at Wed Feb 5 09:21:12 2020
Reading summary statistics from /mnt/storage/private/mrcieu/research/scratch/IGD/data/dev/ieu-a-import/processed/ieu-a-977/ieu-a-977.vcf.gz ...
Read summary statistics for 9095211 SNPs.
Reading reference panel LD Score from /mnt/storage/private/mrcieu/research/scratch/IGD/data/dev/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 /mnt/storage/private/mrcieu/research/scratch/IGD/data/dev/reference/eur_w_ld_chr/[1-22] ...
Read regression weight LD Scores for 1290028 SNPs.
After merging with reference panel LD, 1221346 SNPs remain.
After merging with regression SNP LD, 1221346 SNPs remain.
Using two-step estimator with cutoff at 30.
Total Observed scale h2: 0.0807 (0.0435)
Lambda GC: 1.0684
Mean Chi^2: 1.0715
Intercept: 1.0547 (0.0066)
Ratio: 0.7644 (0.0924)
Analysis finished at Wed Feb 5 09:22:42 2020
Total time elapsed: 1.0m:30.26s
{
"af_correlation": 0.9807,
"inflation_factor": 1.0156,
"mean_EFFECT": -0.0001,
"n": 10805,
"n_snps": 9095211,
"n_clumped_hits": 3,
"n_p_sig": 152,
"n_mono": 0,
"n_ns": 0,
"n_mac": 9940,
"is_snpid_unique": true,
"n_miss_EFFECT": 0,
"n_miss_SE": 0,
"n_miss_PVAL": 0,
"n_miss_AF": 230495,
"n_miss_AF_reference": 288011,
"n_est": 9435.3589,
"ratio_se_n": 0.9345,
"mean_diff": 0,
"ratio_diff": 5.3956,
"sd_y_est1": 1.2277,
"sd_y_est2": 1.1473,
"r2_sum1": 0.0212,
"r2_sum2": 0.0141,
"r2_sum3": 0.0161,
"r2_sum4": 0.0164,
"ldsc_nsnp_merge_refpanel_ld": 1221346,
"ldsc_nsnp_merge_regression_ld": 1221346,
"ldsc_observed_scale_h2_beta": 0.0807,
"ldsc_observed_scale_h2_se": 0.0435,
"ldsc_intercept_beta": 1.0547,
"ldsc_intercept_se": 0.0066,
"ldsc_lambda_gc": 1.0684,
"ldsc_mean_chisq": 1.0715,
"ldsc_ratio": 0.765
}
name | value |
---|---|
af_correlation | FALSE |
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 | TRUE |
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 | 0 | 1.0000000 | 3 | 57 | 0 | 9095210 | 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 | 8.675276e+00 | 5.775939e+00 | 1.00000e+00 | 4.000000e+00 | 8.000000e+00 | 1.300000e+01 | 2.300000e+01 | ▇▅▅▂▂ |
numeric | POS | 0 | 1.0000000 | NA | NA | NA | NA | NA | 7.851127e+07 | 5.641583e+07 | 8.28000e+02 | 3.214582e+07 | 6.892424e+07 | 1.142526e+08 | 2.492391e+08 | ▇▆▅▂▁ |
numeric | EFFECT | 0 | 1.0000000 | NA | NA | NA | NA | NA | -1.274000e-04 | 5.221350e-02 | -1.11887e+00 | -2.037200e-02 | -1.880000e-04 | 1.991200e-02 | 1.357500e+00 | ▁▁▇▁▁ |
numeric | SE | 0 | 1.0000000 | NA | NA | NA | NA | NA | 4.060520e-02 | 3.074820e-02 | 1.47830e-02 | 1.800400e-02 | 2.719800e-02 | 5.416000e-02 | 7.103750e-01 | ▇▁▁▁▁ |
numeric | PVAL | 0 | 1.0000000 | NA | NA | NA | NA | NA | 4.974084e-01 | 2.897463e-01 | 0.00000e+00 | 2.451670e-01 | 4.966735e-01 | 7.485624e-01 | 1.000000e+00 | ▇▇▇▇▇ |
numeric | PVAL_ztest | 0 | 1.0000000 | NA | NA | NA | NA | NA | 4.911540e-01 | 2.913648e-01 | 0.00000e+00 | 2.359360e-01 | 4.881451e-01 | 7.437316e-01 | 1.000000e+00 | ▇▇▇▇▇ |
numeric | AF | 230495 | 0.9746575 | NA | NA | NA | NA | NA | 2.334685e-01 | 2.579183e-01 | 7.96000e-05 | 2.776450e-02 | 1.250600e-01 | 3.695310e-01 | 9.999200e-01 | ▇▂▂▁▁ |
numeric | AF_reference | 288011 | 0.9683338 | NA | NA | NA | NA | NA | 2.338291e-01 | 2.561669e-01 | 0.00000e+00 | 2.276360e-02 | 1.339860e-01 | 3.702080e-01 | 1.000000e+00 | ▇▂▂▁▁ |
numeric | N | 0 | 1.0000000 | NA | NA | NA | NA | NA | 1.080500e+04 | 0.000000e+00 | 1.08050e+04 | 1.080500e+04 | 1.080500e+04 | 1.080500e+04 | 1.080500e+04 | ▁▁▇▁▁ |
CHROM | POS | ID | REF | ALT | EFFECT | SE | PVAL | PVAL_ztest | AF | AF_reference | N |
---|---|---|---|---|---|---|---|---|---|---|---|
1 | 51479 | rs116400033 | T | A | 0.023757 | 0.029034 | 0.4223845 | 0.4132158 | 0.175736 | 0.1281950 | 10805 |
1 | 52058 | rs62637813 | G | C | 0.009917 | 0.085901 | 0.9098561 | 0.9080909 | NA | NA | 10805 |
1 | 54421 | rs146477069 | A | G | 0.042550 | 0.073059 | 0.5679786 | 0.5602932 | NA | NA | 10805 |
1 | 54490 | rs141149254 | G | A | 0.018821 | 0.030183 | 0.5409386 | 0.5329147 | 0.125457 | 0.0960463 | 10805 |
1 | 55164 | rs3091274 | C | A | -0.027291 | 0.036487 | 0.4633274 | 0.4544813 | 0.960700 | 0.9233230 | 10805 |
1 | 55299 | rs10399749 | C | T | 0.004449 | 0.026041 | 0.8669561 | 0.8643449 | NA | NA | 10805 |
1 | 55326 | rs3107975 | T | C | 0.019239 | 0.113058 | 0.8674671 | 0.8648770 | 0.028401 | 0.0459265 | 10805 |
1 | 58814 | rs114420996 | G | A | -0.045841 | 0.051696 | 0.3845838 | 0.3752180 | 0.101034 | 0.1090260 | 10805 |
1 | 61987 | rs76735897 | A | G | 0.007117 | 0.025185 | 0.7817232 | 0.7774920 | NA | NA | 10805 |
1 | 61989 | rs77573425 | G | C | 0.006203 | 0.025202 | 0.8092830 | 0.8055806 | NA | NA | 10805 |
CHROM | POS | ID | REF | ALT | EFFECT | SE | PVAL | PVAL_ztest | AF | AF_reference | N |
---|---|---|---|---|---|---|---|---|---|---|---|
22 | 51224600 | rs187908482 | G | A | -0.084500 | 0.089052 | 0.3521584 | 0.3426797 | 0.0765314 | 0.0387380 | 10805 |
22 | 51224635 | rs143053851 | G | A | 0.023716 | 0.083885 | 0.7816170 | 0.7773912 | NA | NA | 10805 |
22 | 51227891 | rs6010091 | G | A | -0.048122 | 0.028664 | 0.0997424 | 0.0931851 | 0.4236280 | 0.4039540 | 10805 |
22 | 51229805 | rs9616985 | T | C | -0.041149 | 0.037714 | 0.2846820 | 0.2752376 | 0.0715195 | 0.0730831 | 10805 |
22 | 51229855 | rs144549712 | G | A | -0.014116 | 0.093745 | 0.8826050 | 0.8803081 | 0.1306280 | 0.1160140 | 10805 |
22 | 51234677 | rs189571549 | A | C | 0.088928 | 0.090908 | 0.3374699 | 0.3279657 | 0.0098648 | 0.0227636 | 10805 |
23 | 35747397 | rs74987454 | T | C | 0.031428 | 0.117875 | 0.7937633 | 0.7897607 | NA | NA | 10805 |
23 | 50040891 | rs192267219 | C | T | -0.000103 | 0.178113 | 0.9995470 | 0.9995386 | NA | 0.0222517 | 10805 |
23 | 75822996 | rs147134110 | C | T | -0.094912 | 0.046552 | 0.0456152 | 0.0414662 | 0.0243437 | 0.0773510 | 10805 |
23 | 100784211 | rs188350543 | C | A | 0.002259 | 0.020791 | 0.9151239 | 0.9134779 | 0.7770880 | 0.6498010 | 10805 |
1 51479 rs116400033 T A . PASS AF=0.175736 ES:SE:LP:AF:SS:ID 0.023757:0.029034:0.374292:0.175736:10805:rs116400033
1 52058 rs62637813 G C . PASS . ES:SE:LP:SS:ID 0.009917:0.085901:0.0410273:10805:rs62637813
1 54421 rs146477069 A G . PASS . ES:SE:LP:SS:ID 0.04255:0.073059:0.245668:10805:rs146477069
1 54490 rs141149254 G A . PASS AF=0.125457 ES:SE:LP:AF:SS:ID 0.018821:0.030183:0.266852:0.125457:10805:rs141149254
1 55164 rs3091274 C A . PASS AF=0.9607 ES:SE:LP:AF:SS:ID -0.027291:0.036487:0.334112:0.9607:10805:rs3091274
1 55299 rs10399749 C T . PASS . ES:SE:LP:SS:ID 0.004449:0.026041:0.0620029:10805:rs10399749
1 55326 rs3107975 T C . PASS AF=0.028401 ES:SE:LP:AF:SS:ID 0.019239:0.113058:0.061747:0.028401:10805:rs3107975
1 58814 rs114420996 G A . PASS AF=0.101034 ES:SE:LP:AF:SS:ID -0.045841:0.051696:0.415009:0.101034:10805:rs114420996
1 61987 rs76735897 A G . PASS . ES:SE:LP:SS:ID 0.007117:0.025185:0.106947:10805:rs76735897
1 61989 rs77573425 G C . PASS . ES:SE:LP:SS:ID 0.006203:0.025202:0.0918996:10805:rs77573425
1 66162 rs62639105 A T . PASS . ES:SE:LP:SS:ID 0.007855:0.025558:0.117392:10805:rs62639105
1 66507 rs12401368 T A . PASS . ES:SE:LP:SS:ID -0.021882:0.037954:0.242687:10805:rs12401368
1 73841 rs143773730 C T . PASS . ES:SE:LP:SS:ID 0.034018:0.058455:0.24543:10805:rs143773730
1 82163 rs139113303 G A . PASS AF=0.0603819 ES:SE:LP:AF:SS:ID -0.148278:0.149722:0.479507:0.0603819:10805:rs139113303
1 82249 rs1851945 A G . PASS . ES:SE:LP:SS:ID -0.039195:0.041107:0.456144:10805:rs1851945
1 82303 rs3871776 T C . PASS . ES:SE:LP:SS:ID 0.017926:0.036743:0.199:10805:rs3871776
1 82316 rs4030305 A C . PASS . ES:SE:LP:SS:ID 0.030712:0.072284:0.169416:10805:rs4030305
1 82609 rs149189449 C G . PASS AF=0.0604614 ES:SE:LP:AF:SS:ID -0.074844:0.053809:0.762934:0.0604614:10805:rs149189449
1 82676 rs185237834 T G . PASS . ES:SE:LP:SS:ID 0.041392:0.040048:0.507455:10805:rs185237834
1 82734 rs4030331 T C . PASS . ES:SE:LP:SS:ID -0.018023:0.032782:0.229248:10805:rs4030331
1 84002 rs28850140 G A . PASS . ES:SE:LP:SS:ID -0.009873:0.07175:0.0493149:10805:rs28850140
1 84010 rs186443818 G A . PASS . ES:SE:LP:SS:ID 0.161584:0.142136:0.5768:10805:rs186443818
1 84244 rs191297051 A C . PASS . ES:SE:LP:SS:ID 0.025486:0.040439:0.270337:10805:rs191297051
1 85597 rs192472955 A C . PASS . ES:SE:LP:SS:ID 0.008175:0.026719:0.116811:10805:rs192472955
1 86018 rs142878000 C G . PASS . ES:SE:LP:SS:ID 0.0276:0.038321:0.318679:10805:rs142878000
1 86028 rs114608975 T C . PASS AF=0.0540971 ES:SE:LP:AF:SS:ID -0.056647:0.042448:0.71969:0.0540971:10805:rs114608975
1 86331 rs115209712 A G . PASS AF=0.110183 ES:SE:LP:AF:SS:ID 0.039454:0.038278:0.505589:0.110183:10805:rs115209712
1 87021 rs188486692 T C . PASS AF=0.00906921 ES:SE:LP:AF:SS:ID 0.023328:0.11538:0.0742538:0.00906921:10805:rs188486692
1 88172 rs940551 G A . PASS AF=0.0574383 ES:SE:LP:AF:SS:ID 0.067333:0.049293:0.743679:0.0574383:10805:rs940551
1 88177 rs143215837 G C . PASS AF=0.0560064 ES:SE:LP:AF:SS:ID 0.067536:0.060514:0.562552:0.0560064:10805:rs143215837
1 88188 rs148331237 C A . PASS AF=0.00445505 ES:SE:LP:AF:SS:ID -0.016036:0.165891:0.0341076:0.00445505:10805:rs148331237
1 88236 rs186918018 C T . PASS AF=0.00731901 ES:SE:LP:AF:SS:ID -0.039761:0.118384:0.129642:0.00731901:10805:rs186918018
1 88316 rs113759966 G A . PASS AF=0.0566428 ES:SE:LP:AF:SS:ID 0.036384:0.048549:0.334926:0.0566428:10805:rs113759966
1 89946 rs138808727 A T . PASS AF=0.170485 ES:SE:LP:AF:SS:ID 0.003064:0.028898:0.0375497:0.170485:10805:rs138808727
1 91190 rs143856811 G A . PASS AF=0.0647574 ES:SE:LP:AF:SS:ID -0.050084:0.139914:0.139297:0.0647574:10805:rs143856811
1 92858 rs147061536 G T . PASS AF=0.183055 ES:SE:LP:AF:SS:ID 0.007526:0.02897:0.0974847:0.183055:10805:rs147061536
1 94986 rs185004859 C T . PASS . ES:SE:LP:SS:ID 0.090435:0.176619:0.210665:10805:rs185004859
1 98929 rs12184306 A G . PASS . ES:SE:LP:SS:ID 0.001548:0.026582:0.0202523:10805:rs12184306
1 98974 rs12184307 A G . PASS . ES:SE:LP:SS:ID 0.002037:0.026766:0.0266366:10805:rs12184307
1 99687 rs139153227 C T . PASS AF=0.0501989 ES:SE:LP:AF:SS:ID -0.103589:0.065884:0.909573:0.0501989:10805:rs139153227
1 115746 rs147538909 C T . PASS AF=0.0416866 ES:SE:LP:AF:SS:ID -0.162753:0.16628:0.472128:0.0416866:10805:rs147538909
1 120705 rs4117992 T C . PASS . ES:SE:LP:SS:ID 0.012482:0.049894:0.0935486:10805:rs4117992
1 120983 rs182468771 C T . PASS . ES:SE:LP:SS:ID -0.018056:0.079521:0.0841735:10805:rs182468771
1 126113 rs79114531 C A . PASS . ES:SE:LP:SS:ID 0.013998:0.049199:0.107759:10805:rs79114531
1 135203 rs147502335 G A . PASS AF=0.040891 ES:SE:LP:AF:SS:ID 0.052634:0.188998:0.105238:0.040891:10805:rs147502335
1 137825 rs147252685 G A . PASS . ES:SE:LP:SS:ID -0.015148:0.048149:0.120492:10805:rs147252685
1 162463 rs143399298 T C . PASS . ES:SE:LP:SS:ID -0.022617:0.104315:0.0800652:10805:rs143399298
1 171529 rs191891026 A G . PASS . ES:SE:LP:SS:ID 0.201309:0.122017:0.975822:10805:rs191891026
1 172595 rs187071114 G A . PASS . ES:SE:LP:SS:ID -0.004894:0.026202:0.0681934:10805:rs187071114
1 173709 rs192722547 A C . PASS . ES:SE:LP:SS:ID 0.011598:0.026576:0.174747:10805:rs192722547