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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-1097/ieu-a-1097.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-1097/ldsc.txt \
--w-ld-chr /mnt/storage/private/mrcieu/research/scratch/IGD/data/dev/reference/eur_w_ld_chr/
Beginning analysis at Tue Feb 4 18:45:40 2020
Reading summary statistics from /mnt/storage/private/mrcieu/research/scratch/IGD/data/dev/ieu-a-import/processed/ieu-a-1097/ieu-a-1097.vcf.gz ...
Read summary statistics for 2189106 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, 1068054 SNPs remain.
After merging with regression SNP LD, 1068054 SNPs remain.
Using two-step estimator with cutoff at 30.
Total Observed scale h2: 0.0151 (0.0079)
Lambda GC: 1.0219
Mean Chi^2: 1.0227
Intercept: 1.0062 (0.0066)
Ratio: 0.2747 (0.2924)
Analysis finished at Tue Feb 4 18:46:10 2020
Total time elapsed: 30.34s
{
"af_correlation": 0.901,
"inflation_factor": 1.0475,
"mean_EFFECT": 0.0011,
"n": 54117,
"n_snps": 2189106,
"n_clumped_hits": 1,
"n_p_sig": 4,
"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": 667,
"n_miss_AF_reference": 18494,
"n_est": 51432.8921,
"ratio_se_n": 0.9749,
"mean_diff": -0.0008,
"ratio_diff": 39.3609,
"sd_y_est1": 3.5226,
"sd_y_est2": 3.4341,
"r2_sum1": 0.0088,
"r2_sum2": 0.0007,
"r2_sum3": 0.0007,
"r2_sum4": 0.0008,
"ldsc_nsnp_merge_refpanel_ld": 1068054,
"ldsc_nsnp_merge_regression_ld": 1068054,
"ldsc_observed_scale_h2_beta": 0.0151,
"ldsc_observed_scale_h2_se": 0.0079,
"ldsc_intercept_beta": 1.0062,
"ldsc_intercept_se": 0.0066,
"ldsc_lambda_gc": 1.0219,
"ldsc_mean_chisq": 1.0227,
"ldsc_ratio": 0.2731
}
name | value |
---|---|
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 | 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×N×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, ˆn.ratio_se_n
: ratio_se_n=√ˆn√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
: mean_diff=∑j^βstdj−βjn_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
: ratio_diff=|mean_diffmean_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
: r2=∑j2×β2j×MAFj×(1−MAFj)var1, var1=1.2
: r2=∑j2×β2j×MAFj×(1−MAFj)var2, var2=^sd1y2,3
: r2=∑j2×β2j×MAFj×(1−MAFj)var3, var3=^sd2y2,4
: r2=∑jFjFj+n−2, F=β2jse2j.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 χ2 statistics.ldsc_ratio
: ldsc_intercept_beta−1ldsc_mean_chisq−1, the proportion of the inflation in the mean χ2 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 h2 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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 | 42 | 0 | 2189106 | 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 | 8.601266e+00 | 5.664296e+00 | 1.0000e+00 | 4.000000e+00 | 8.000000e+00 | 1.200000e+01 | 2.300000e+01 | ▇▅▅▂▂ |
numeric | POS | 0 | 1.0000000 | NA | NA | NA | NA | NA | 7.872410e+07 | 5.573647e+07 | 1.1523e+04 | 3.243768e+07 | 7.008198e+07 | 1.143619e+08 | 2.491808e+08 | ▇▆▅▂▁ |
numeric | EFFECT | 0 | 1.0000000 | NA | NA | NA | NA | NA | 1.130600e-03 | 2.997200e-02 | -6.0000e-01 | -1.700000e-02 | 8.000000e-04 | 1.900000e-02 | 6.600000e-01 | ▁▁▇▁▁ |
numeric | SE | 0 | 1.0000000 | NA | NA | NA | NA | NA | 2.818870e-02 | 9.332200e-03 | 2.0000e-02 | 2.200000e-02 | 2.500000e-02 | 3.200000e-02 | 5.500000e-01 | ▇▁▁▁▁ |
numeric | PVAL | 0 | 1.0000000 | NA | NA | NA | NA | NA | 4.965725e-01 | 2.894816e-01 | 0.0000e+00 | 2.399999e-01 | 4.899999e-01 | 7.499995e-01 | 1.000000e+00 | ▇▇▇▇▇ |
numeric | PVAL_ztest | 0 | 1.0000000 | NA | NA | NA | NA | NA | 4.965821e-01 | 2.895136e-01 | 0.0000e+00 | 2.451696e-01 | 4.953539e-01 | 7.469018e-01 | 1.000000e+00 | ▇▇▇▇▇ |
numeric | AF | 667 | 0.9996953 | NA | NA | NA | NA | NA | 3.809774e-01 | 2.563922e-01 | 4.0000e-03 | 1.590000e-01 | 3.250000e-01 | 5.740000e-01 | 9.960000e-01 | ▇▆▅▃▂ |
numeric | AF_reference | 18494 | 0.9915518 | NA | NA | NA | NA | NA | 3.807007e-01 | 2.426620e-01 | 1.9970e-04 | 1.773160e-01 | 3.294730e-01 | 5.593050e-01 | 1.000000e+00 | ▇▇▅▃▂ |
numeric | N | 0 | 1.0000000 | NA | NA | NA | NA | NA | 5.296598e+04 | 3.244800e+03 | 1.3023e+04 | 5.317500e+04 | 5.411400e+04 | 5.411600e+04 | 5.411700e+04 | ▁▁▁▁▇ |
CHROM | POS | ID | REF | ALT | EFFECT | SE | PVAL | PVAL_ztest | AF | AF_reference | N |
---|---|---|---|---|---|---|---|---|---|---|---|
CHROM | POS | ID | REF | ALT | EFFECT | SE | PVAL | PVAL_ztest | AF | AF_reference | N |
1 | 723819 | rs11804171 | T | A | -0.0170 | 0.075 | 0.8200001 | 0.8206829 | 0.034 | 0.1345850 | 33681 |
1 | 723891 | rs2977670 | G | C | -0.0009 | 0.061 | 0.9900000 | 0.9882284 | 0.934 | 0.7799520 | 30474 |
1 | 752566 | rs3094315 | G | A | 0.0480 | 0.032 | 0.1400000 | 0.1336144 | 0.835 | 0.7182510 | 43757 |
1 | 754192 | rs3131968 | A | G | 0.0880 | 0.038 | 0.0210000 | 0.0205698 | 0.885 | 0.6785140 | 42894 |
1 | 765948 | rs2519016 | C | T | 0.0047 | 0.370 | 0.9900000 | 0.9898650 | 0.950 | NA | 23918 |
1 | 768448 | rs12562034 | G | A | 0.1900 | 0.083 | 0.0230001 | 0.0220703 | 0.102 | 0.1918930 | 34752 |
1 | 775659 | rs2905035 | A | G | 0.0780 | 0.035 | 0.0259998 | 0.0258424 | 0.885 | 0.7450080 | 50973 |
1 | 776546 | rs12124819 | A | G | 0.0710 | 0.053 | 0.1800002 | 0.1803681 | 0.288 | 0.0756789 | 50514 |
1 | 777122 | rs2980319 | A | T | 0.0820 | 0.032 | 0.0109999 | 0.0103922 | 0.866 | 0.7472040 | 54116 |
1 | 779322 | rs4040617 | A | G | -0.0830 | 0.038 | 0.0309999 | 0.0289468 | 0.133 | 0.2264380 | 41683 |
CHROM | POS | ID | REF | ALT | EFFECT | SE | PVAL | PVAL_ztest | AF | AF_reference | N |
---|---|---|---|---|---|---|---|---|---|---|---|
CHROM | POS | ID | REF | ALT | EFFECT | SE | PVAL | PVAL_ztest | AF | AF_reference | N |
22 | 51212875 | rs2238837 | A | C | 0.0110 | 0.029 | 0.6999999 | 0.7044574 | 0.385 | 0.3724040 | 40059 |
22 | 51216564 | rs9616970 | T | C | 0.1100 | 0.044 | 0.0097000 | 0.0124193 | 0.146 | 0.1563500 | 38261 |
22 | 51217134 | rs117417021 | A | G | 0.0390 | 0.034 | 0.2500000 | 0.2513573 | 0.415 | 0.2671730 | 34660 |
22 | 51222100 | rs114553188 | G | T | 0.1100 | 0.064 | 0.0929994 | 0.0856599 | 0.062 | 0.0880591 | 35073 |
22 | 51223637 | rs375798137 | G | A | 0.1100 | 0.063 | 0.0769999 | 0.0808054 | 0.062 | 0.0788738 | 36058 |
22 | 51229805 | rs9616985 | T | C | 0.0270 | 0.065 | 0.6800001 | 0.6778604 | 0.092 | 0.0730831 | 38081 |
23 | 35921591 | rs2204667 | C | G | 0.0470 | 0.028 | 0.0980009 | 0.0932356 | 0.162 | NA | 54107 |
23 | 51666786 | rs14115 | A | G | 0.0083 | 0.048 | 0.8600001 | 0.8627169 | 0.027 | NA | 42331 |
23 | 70163799 | rs1626496 | A | C | 0.0360 | 0.040 | 0.3599996 | 0.3681203 | 0.069 | NA | 54116 |
23 | 118495837 | rs12882977 | G | A | 0.0092 | 0.022 | 0.6700003 | 0.6758142 | 0.508 | 0.2307280 | 51913 |
1 723819 rs11804171 T A . PASS AF=0.034 ES:SE:LP:AF:SS:ID -0.017:0.075:0.0861861:0.034:33681:rs11804171
1 723891 rs2977670 G C . PASS AF=0.934 ES:SE:LP:AF:SS:ID -0.0009:0.061:0.00436481:0.934:30474:rs2977670
1 752566 rs3094315 G A . PASS AF=0.835 ES:SE:LP:AF:SS:ID 0.048:0.032:0.853872:0.835:43757:rs3094315
1 754192 rs3131968 A G . PASS AF=0.885 ES:SE:LP:AF:SS:ID 0.088:0.038:1.67778:0.885:42894:rs3131968
1 765948 rs2519016 C T . PASS AF=0.95 ES:SE:LP:AF:SS:ID 0.0047:0.37:0.00436481:0.95:23918:rs2519016
1 768448 rs12562034 G A . PASS AF=0.102 ES:SE:LP:AF:SS:ID 0.19:0.083:1.63827:0.102:34752:rs12562034
1 775659 rs2905035 A G . PASS AF=0.885 ES:SE:LP:AF:SS:ID 0.078:0.035:1.58503:0.885:50973:rs2905035
1 776546 rs12124819 A G . PASS AF=0.288 ES:SE:LP:AF:SS:ID 0.071:0.053:0.744727:0.288:50514:rs12124819
1 777122 rs2980319 A T . PASS AF=0.866 ES:SE:LP:AF:SS:ID 0.082:0.032:1.95861:0.866:54116:rs2980319
1 779322 rs4040617 A G . PASS AF=0.133 ES:SE:LP:AF:SS:ID -0.083:0.038:1.50864:0.133:41683:rs4040617
1 780785 rs2977612 T A . PASS AF=0.877 ES:SE:LP:AF:SS:ID 0.087:0.038:1.63827:0.877:42888:rs2977612
1 785050 rs2905062 G A . PASS AF=0.868 ES:SE:LP:AF:SS:ID 0.086:0.038:1.63827:0.868:43828:rs2905062
1 785989 rs2980300 T C . PASS AF=0.868 ES:SE:LP:AF:SS:ID 0.071:0.034:1.48149:0.868:45926:rs2980300
1 798026 rs4951864 C T . PASS AF=0.9 ES:SE:LP:AF:SS:ID -0.15:0.077:1.33724:0.9:34753:rs4951864
1 798801 rs12132517 G A . PASS AF=0.108 ES:SE:LP:AF:SS:ID 0.15:0.077:1.3098:0.108:33813:rs12132517
1 798959 rs11240777 G A . PASS AF=0.219 ES:SE:LP:AF:SS:ID -0.033:0.034:0.49485:0.219:52717:rs11240777
1 846864 rs950122 G C . PASS AF=0.138 ES:SE:LP:AF:SS:ID -0.028:0.073:0.154902:0.138:41094:rs950122
1 882033 rs2272756 G A . PASS AF=0.23 ES:SE:LP:AF:SS:ID -0.0022:0.046:0.0177288:0.23:48337:rs2272756
1 962210 rs3128126 A G . PASS AF=0.415 ES:SE:LP:AF:SS:ID -0.058:0.043:0.769551:0.415:50514:rs3128126
1 990380 rs3121561 C T . PASS AF=0.254 ES:SE:LP:AF:SS:ID -0.023:0.039:0.259637:0.254:49554:rs3121561
1 998501 rs3813193 G C . PASS AF=0.146 ES:SE:LP:AF:SS:ID -0.0069:0.052:0.0457575:0.146:48337:rs3813193
1 1003629 rs4075116 C T . PASS AF=0.734 ES:SE:LP:AF:SS:ID 0.043:0.025:1.04576:0.734:51930:rs4075116
1 1005806 rs3934834 C T . PASS AF=0.124 ES:SE:LP:AF:SS:ID -0.016:0.042:0.154902:0.124:50540:rs3934834
1 1017170 rs3766193 C G . PASS AF=0.587 ES:SE:LP:AF:SS:ID 0.024:0.024:0.49485:0.587:54116:rs3766193
1 1017197 rs3766192 C T . PASS AF=0.571 ES:SE:LP:AF:SS:ID 0.026:0.024:0.585027:0.571:54115:rs3766192
1 1017587 rs3766191 C T . PASS AF=0.124 ES:SE:LP:AF:SS:ID -0.018:0.042:0.173925:0.124:50539:rs3766191
1 1018562 rs9442371 C T . PASS AF=0.608 ES:SE:LP:AF:SS:ID 0.026:0.023:0.585027:0.608:54116:rs9442371
1 1018704 rs9442372 A G . PASS AF=0.588 ES:SE:LP:AF:SS:ID 0.025:0.023:0.568636:0.588:54113:rs9442372
1 1021346 rs10907177 A G . PASS AF=0.137 ES:SE:LP:AF:SS:ID -0.018:0.042:0.173925:0.137:50540:rs10907177
1 1021415 rs3737728 A G . PASS AF=0.735 ES:SE:LP:AF:SS:ID 0.038:0.027:0.823909:0.735:54116:rs3737728
1 1021583 rs10907178 A C . PASS AF=0.112 ES:SE:LP:AF:SS:ID -0.011:0.044:0.091515:0.112:48337:rs10907178
1 1021695 rs9442398 A G . PASS AF=0.726 ES:SE:LP:AF:SS:ID 0.033:0.027:0.657577:0.726:51937:rs9442398
1 1022037 rs6701114 C T . PASS AF=0.585 ES:SE:LP:AF:SS:ID 0.03:0.026:0.619789:0.585:52718:rs6701114
1 1025301 rs9442400 T C . PASS AF=0.952 ES:SE:LP:AF:SS:ID 0.014:0.12:0.0457575:0.952:29375:rs9442400
1 1026707 rs4074137 C A . PASS AF=0.623 ES:SE:LP:AF:SS:ID 0.049:0.035:0.79588:0.623:50515:rs4074137
1 1030565 rs6687776 C T . PASS AF=0.133 ES:SE:LP:AF:SS:ID -0.037:0.038:0.481486:0.133:50540:rs6687776
1 1030633 rs6678318 G A . PASS AF=0.134 ES:SE:LP:AF:SS:ID -0.049:0.042:0.619789:0.134:42714:rs6678318
1 1031540 rs9651273 A G . PASS AF=0.717 ES:SE:LP:AF:SS:ID 0.018:0.033:0.229148:0.717:51733:rs9651273
1 1036959 rs11579015 T C . PASS AF=0.046 ES:SE:LP:AF:SS:ID -0.049:0.042:0.619789:0.046:50540:rs11579015
1 1040026 rs6671356 T C . PASS AF=0.115 ES:SE:LP:AF:SS:ID -0.044:0.039:0.585027:0.115:50540:rs6671356
1 1046164 rs6666280 C T . PASS AF=0.062 ES:SE:LP:AF:SS:ID -0.06:0.045:0.744727:0.062:50539:rs6666280
1 1048955 rs4970405 A G . PASS AF=0.088 ES:SE:LP:AF:SS:ID -0.035:0.042:0.387216:0.088:50540:rs4970405
1 1049950 rs12726255 A G . PASS AF=0.115 ES:SE:LP:AF:SS:ID -0.06:0.044:0.769551:0.115:50540:rs12726255
1 1053452 rs4970409 G A . PASS AF=0.093 ES:SE:LP:AF:SS:ID -0.066:0.049:0.744727:0.093:49600:rs4970409
1 1060174 rs7548798 C T . PASS AF=0.314 ES:SE:LP:AF:SS:ID -0.016:0.044:0.142668:0.314:40424:rs7548798
1 1060608 rs17160824 G A . PASS AF=0.097 ES:SE:LP:AF:SS:ID -0.06:0.048:0.677781:0.097:50540:rs17160824
1 1061115 rs17160826 T C . PASS AF=0.051 ES:SE:LP:AF:SS:ID -0.066:0.049:0.744727:0.051:50540:rs17160826
1 1061152 rs12748370 T C . PASS AF=0.055 ES:SE:LP:AF:SS:ID -0.075:0.051:0.853872:0.055:49600:rs12748370
1 1061166 rs11807848 T C . PASS AF=0.389 ES:SE:LP:AF:SS:ID -0.043:0.034:0.677781:0.389:52718:rs11807848
1 1062638 rs9442373 C A . PASS AF=0.575 ES:SE:LP:AF:SS:ID 0.026:0.034:0.366532:0.575:52718:rs9442373