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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-1089/ieu-a-1089.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-1089/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 09:21:13 2020
Reading summary statistics from /mnt/storage/private/mrcieu/research/scratch/IGD/data/dev/ieu-a-import/processed/ieu-a-1089/ieu-a-1089.vcf.gz ...
Read summary statistics for 8234065 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, 1244038 SNPs remain.
After merging with regression SNP LD, 1244038 SNPs remain.
Using two-step estimator with cutoff at 30.
Total Observed scale h2: 0.0029 (0.0029)
Lambda GC: 1.0036
Mean Chi^2: 1.0051
Intercept: 0.9983 (0.0051)
Ratio < 0 (usually indicates GC correction).
Analysis finished at Wed Feb 5 09:22:35 2020
Total time elapsed: 1.0m:21.55s
{
"af_correlation": 0.9391,
"inflation_factor": 1,
"mean_EFFECT": -0.0002,
"n": 119688,
"n_snps": 8234065,
"n_clumped_hits": 1,
"n_p_sig": 1,
"n_mono": 0,
"n_ns": 529643,
"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": 125910,
"n_est": 121787.288,
"ratio_se_n": 1.0087,
"mean_diff": 0.0002,
"ratio_diff": 2.8163,
"sd_y_est1": 2.0493,
"sd_y_est2": 2.0672,
"r2_sum1": 0.0006,
"r2_sum2": 0.0001,
"r2_sum3": 0.0001,
"r2_sum4": 0.0003,
"ldsc_nsnp_merge_refpanel_ld": 1244038,
"ldsc_nsnp_merge_regression_ld": 1244038,
"ldsc_observed_scale_h2_beta": 0.0029,
"ldsc_observed_scale_h2_se": 0.0029,
"ldsc_intercept_beta": 0.9983,
"ldsc_intercept_se": 0.0051,
"ldsc_lambda_gc": 1.0036,
"ldsc_mean_chisq": 1.0051,
"ldsc_ratio": -0.3333
}
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 | 58 | 0 | 8234065 | 0 | NA | NA | NA | NA | NA | NA | NA | NA |
character | REF | 0 | 1.0000000 | 1 | 51 | 0 | 29514 | 0 | NA | NA | NA | NA | NA | NA | NA | NA |
character | ALT | 0 | 1.0000000 | 1 | 51 | 0 | 15745 | 0 | NA | NA | NA | NA | NA | NA | NA | NA |
numeric | CHROM | 0 | 1.0000000 | NA | NA | NA | NA | NA | 8.622937e+00 | 5.748526e+00 | 1.0000 | 4.000000e+00 | 8.000000e+00 | 1.300000e+01 | 2.200000e+01 | ▇▅▃▂▂ |
numeric | POS | 0 | 1.0000000 | NA | NA | NA | NA | NA | 7.896169e+07 | 5.638206e+07 | 302.0000 | 3.244396e+07 | 6.962347e+07 | 1.146657e+08 | 2.492297e+08 | ▇▆▅▂▁ |
numeric | EFFECT | 0 | 1.0000000 | NA | NA | NA | NA | NA | -1.924000e-04 | 4.298960e-02 | -0.7900 | -8.900000e-03 | -7.500000e-05 | 8.700000e-03 | 7.100000e-01 | ▁▁▇▁▁ |
numeric | SE | 0 | 1.0000000 | NA | NA | NA | NA | NA | 2.756080e-02 | 3.319250e-02 | 0.0058 | 7.000000e-03 | 1.200000e-02 | 3.300000e-02 | 2.500000e-01 | ▇▁▁▁▁ |
numeric | PVAL | 0 | 1.0000000 | NA | NA | NA | NA | NA | 4.998262e-01 | 2.886531e-01 | 0.0000 | 2.500000e-01 | 5.000000e-01 | 7.499995e-01 | 1.000000e+00 | ▇▇▇▇▇ |
numeric | PVAL_ztest | 0 | 1.0000000 | NA | NA | NA | NA | NA | 4.998840e-01 | 2.886056e-01 | 0.0000 | 2.493627e-01 | 5.011208e-01 | 7.493895e-01 | 9.999997e-01 | ▇▇▇▇▇ |
numeric | AF | 0 | 1.0000000 | NA | NA | NA | NA | NA | 2.700384e-01 | 2.643581e-01 | 0.0050 | 5.000000e-02 | 1.700000e-01 | 4.290000e-01 | 9.950000e-01 | ▇▃▂▁▁ |
numeric | AF_reference | 125910 | 0.9847086 | NA | NA | NA | NA | NA | 2.666407e-01 | 2.523943e-01 | 0.0000 | 5.910540e-02 | 1.811100e-01 | 4.165340e-01 | 1.000000e+00 | ▇▃▂▁▁ |
numeric | N | 0 | 1.0000000 | NA | NA | NA | NA | NA | 1.181701e+05 | 2.423412e+03 | 84747.0000 | 1.179120e+05 | 1.189950e+05 | 1.194740e+05 | 1.196880e+05 | ▁▁▁▁▇ |
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 | 751343 | rs28544273 | T | A | -3.5e-05 | 0.014 | 1.0000000 | 0.9980053 | 0.126 | 0.242612 | 118061 |
1 | 751488 | rs200141114 | GA | G | -1.3e-03 | 0.014 | 0.9299999 | 0.9260171 | 0.855 | NA | 108511 |
1 | 753405 | rs3115860 | C | A | -3.3e-03 | 0.013 | 0.8000000 | 0.7996144 | 0.872 | 0.751797 | 118301 |
1 | 753425 | rs3131970 | T | C | -3.3e-03 | 0.013 | 0.8000000 | 0.7996144 | 0.872 | 0.749002 | 118293 |
1 | 753541 | rs2073813 | G | A | 4.0e-03 | 0.013 | 0.7700005 | 0.7583165 | 0.127 | 0.301917 | 118494 |
1 | 754182 | rs3131969 | A | G | -7.5e-03 | 0.013 | 0.5700002 | 0.5639914 | 0.871 | 0.678514 | 118771 |
1 | 754192 | rs3131968 | A | G | -7.6e-03 | 0.013 | 0.5700002 | 0.5588064 | 0.871 | 0.678514 | 118768 |
1 | 754334 | rs3131967 | T | C | -8.2e-03 | 0.013 | 0.5400003 | 0.5281914 | 0.871 | 0.684305 | 118745 |
1 | 755890 | rs3115858 | A | T | -5.2e-03 | 0.013 | 0.6899999 | 0.6891565 | 0.871 | 0.751398 | 118960 |
1 | 756434 | rs61768170 | G | C | 4.3e-03 | 0.013 | 0.7400005 | 0.7408188 | 0.128 | 0.188498 | 118969 |
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 | 51216051 | rs376488897 | A | G | -0.0097 | 0.016 | 0.5300002 | 0.5443488 | 0.127 | 0.1365810 | 110698 |
22 | 51216149 | rs373165495 | C | A | -0.0110 | 0.016 | 0.5000000 | 0.4917677 | 0.127 | 0.1361820 | 110718 |
22 | 51216564 | rs9616970 | T | C | -0.0110 | 0.016 | 0.4700002 | 0.4917677 | 0.127 | 0.1563500 | 110609 |
22 | 51217954 | rs9616974 | G | A | -0.0067 | 0.028 | 0.8100000 | 0.8108840 | 0.072 | 0.0621006 | 114572 |
22 | 51218224 | rs9616975 | C | A | -0.0066 | 0.028 | 0.8100000 | 0.8136544 | 0.072 | 0.0619010 | 114574 |
22 | 51218377 | rs2519461 | G | C | 0.0061 | 0.027 | 0.8200001 | 0.8212590 | 0.073 | 0.0826677 | 114510 |
22 | 51218615 | rs9616976 | T | A | 0.0063 | 0.027 | 0.8200001 | 0.8155026 | 0.073 | 0.0858626 | 114446 |
22 | 51219387 | rs9616832 | T | C | 0.0100 | 0.027 | 0.7099994 | 0.7111065 | 0.073 | 0.0654952 | 114125 |
22 | 51220249 | rs9616977 | A | T | 0.0210 | 0.029 | 0.4600002 | 0.4689811 | 0.072 | 0.0595048 | 113707 |
22 | 51220319 | rs9616978 | C | G | 0.0240 | 0.032 | 0.4500005 | 0.4532547 | 0.069 | 0.0397364 | 113600 |
1 751343 rs28544273 T A . PASS AF=0.126 ES:SE:LP:AF:SS:ID -3.5e-05:0.014:-0:0.126:118061:rs28544273
1 751488 rs200141114 GA G . PASS AF=0.855 ES:SE:LP:AF:SS:ID -0.0013:0.014:0.0315171:0.855:108511:rs200141114
1 753405 rs3115860 C A . PASS AF=0.872 ES:SE:LP:AF:SS:ID -0.0033:0.013:0.09691:0.872:118301:rs3115860
1 753425 rs3131970 T C . PASS AF=0.872 ES:SE:LP:AF:SS:ID -0.0033:0.013:0.09691:0.872:118293:rs3131970
1 753541 rs2073813 G A . PASS AF=0.127 ES:SE:LP:AF:SS:ID 0.004:0.013:0.113509:0.127:118494:rs2073813
1 754182 rs3131969 A G . PASS AF=0.871 ES:SE:LP:AF:SS:ID -0.0075:0.013:0.244125:0.871:118771:rs3131969
1 754192 rs3131968 A G . PASS AF=0.871 ES:SE:LP:AF:SS:ID -0.0076:0.013:0.244125:0.871:118768:rs3131968
1 754334 rs3131967 T C . PASS AF=0.871 ES:SE:LP:AF:SS:ID -0.0082:0.013:0.267606:0.871:118745:rs3131967
1 755890 rs3115858 A T . PASS AF=0.871 ES:SE:LP:AF:SS:ID -0.0052:0.013:0.161151:0.871:118960:rs3115858
1 756434 rs61768170 G C . PASS AF=0.128 ES:SE:LP:AF:SS:ID 0.0043:0.013:0.130768:0.128:118969:rs61768170
1 756604 rs3131962 A G . PASS AF=0.87 ES:SE:LP:AF:SS:ID -0.0069:0.013:0.221849:0.87:119688:rs3131962
1 757640 rs3115853 G A . PASS AF=0.869 ES:SE:LP:AF:SS:ID -0.0074:0.013:0.244125:0.869:119270:rs3115853
1 757734 rs4951929 C T . PASS AF=0.87 ES:SE:LP:AF:SS:ID -0.0081:0.013:0.275724:0.87:119538:rs4951929
1 757936 rs4951862 C A . PASS AF=0.87 ES:SE:LP:AF:SS:ID -0.0076:0.013:0.251812:0.87:119540:rs4951862
1 758144 rs3131956 A G . PASS AF=0.869 ES:SE:LP:AF:SS:ID -0.0072:0.013:0.236572:0.869:118906:rs3131956
1 758626 rs3131954 C T . PASS AF=0.871 ES:SE:LP:AF:SS:ID -0.0091:0.013:0.309804:0.871:119185:rs3131954
1 759293 rs10157329 T A . PASS AF=0.102 ES:SE:LP:AF:SS:ID 0.012:0.018:0.29243:0.102:114987:rs10157329
1 761732 rs2286139 C T . PASS AF=0.863 ES:SE:LP:AF:SS:ID -0.0095:0.013:0.337242:0.863:116334:rs2286139
1 761752 rs1057213 C T . PASS AF=0.868 ES:SE:LP:AF:SS:ID -0.0076:0.013:0.251812:0.868:118131:rs1057213
1 762273 rs3115849 G A . PASS AF=0.865 ES:SE:LP:AF:SS:ID -0.0066:0.013:0.21467:0.865:116946:rs3115849
1 762632 rs3131948 T A . PASS AF=0.869 ES:SE:LP:AF:SS:ID -0.0073:0.013:0.236572:0.869:117471:rs3131948
1 764191 rs7515915 T G . PASS AF=0.129 ES:SE:LP:AF:SS:ID 0.0062:0.013:0.19382:0.129:119063:rs7515915
1 766007 rs61768174 A C . PASS AF=0.099 ES:SE:LP:AF:SS:ID 0.0031:0.019:0.0604807:0.099:113646:rs61768174
1 768253 rs2977608 A C . PASS AF=0.764 ES:SE:LP:AF:SS:ID -0.016:0.0081:1.34679:0.764:119167:rs2977608
1 768448 rs12562034 G A . PASS AF=0.105 ES:SE:LP:AF:SS:ID 0.0013:0.015:0.0268721:0.105:119688:rs12562034
1 769138 rs59306077 CAT C . PASS AF=0.129 ES:SE:LP:AF:SS:ID 0.0067:0.013:0.21467:0.129:119061:rs59306077
1 769223 rs60320384 C G . PASS AF=0.129 ES:SE:LP:AF:SS:ID 0.0065:0.013:0.207608:0.129:119333:rs60320384
1 769963 rs7518545 G A . PASS AF=0.105 ES:SE:LP:AF:SS:ID -0.00063:0.016:0.0132283:0.105:119405:rs7518545
1 770886 rs371458725 G A . PASS AF=0.104 ES:SE:LP:AF:SS:ID 0.0054:0.016:0.130768:0.104:118743:rs371458725
1 771823 rs2977605 T C . PASS AF=0.87 ES:SE:LP:AF:SS:ID -0.0064:0.013:0.207608:0.87:119269:rs2977605
1 771967 rs59066358 G A . PASS AF=0.129 ES:SE:LP:AF:SS:ID 0.005:0.013:0.154902:0.129:119266:rs59066358
1 772755 rs2905039 A C . PASS AF=0.871 ES:SE:LP:AF:SS:ID -0.0067:0.013:0.21467:0.871:119244:rs2905039
1 774874 rs28810152 A C . PASS AF=0.87 ES:SE:LP:AF:SS:ID -0.0081:0.013:0.267606:0.87:118519:rs28810152
1 775181 rs61768182 A G . PASS AF=0.129 ES:SE:LP:AF:SS:ID 0.0076:0.013:0.251812:0.129:119274:rs61768182
1 775659 rs2905035 A G . PASS AF=0.87 ES:SE:LP:AF:SS:ID -0.0071:0.013:0.229148:0.87:119300:rs2905035
1 777122 rs2980319 A T . PASS AF=0.871 ES:SE:LP:AF:SS:ID -0.0061:0.013:0.19382:0.871:119317:rs2980319
1 777232 rs112618790 C T . PASS AF=0.096 ES:SE:LP:AF:SS:ID 0.0052:0.018:0.107905:0.096:116781:rs112618790
1 778745 rs1055606 A G . PASS AF=0.128 ES:SE:LP:AF:SS:ID 0.0049:0.013:0.148742:0.128:119423:rs1055606
1 779322 rs4040617 A G . PASS AF=0.128 ES:SE:LP:AF:SS:ID 0.0054:0.013:0.167491:0.128:119688:rs4040617
1 780785 rs2977612 T A . PASS AF=0.87 ES:SE:LP:AF:SS:ID -0.0061:0.013:0.19382:0.87:118775:rs2977612
1 781845 rs61768199 A G . PASS AF=0.095 ES:SE:LP:AF:SS:ID -0.0016:0.02:0.0268721:0.095:113333:rs61768199
1 782981 rs6594026 C T . PASS AF=0.128 ES:SE:LP:AF:SS:ID 0.0042:0.013:0.124939:0.128:118966:rs6594026
1 783318 rs6686696 A G . PASS AF=0.127 ES:SE:LP:AF:SS:ID 0.0053:0.013:0.161151:0.127:119380:rs6686696
1 785050 rs2905062 G A . PASS AF=0.87 ES:SE:LP:AF:SS:ID -0.0039:0.013:0.119186:0.87:118692:rs2905062
1 785989 rs2980300 T C . PASS AF=0.87 ES:SE:LP:AF:SS:ID -0.0039:0.013:0.119186:0.87:118775:rs2980300
1 786995 rs61768202 G A . PASS AF=0.127 ES:SE:LP:AF:SS:ID 0.0027:0.013:0.0757207:0.127:119260:rs61768202
1 787399 rs2905055 G T . PASS AF=0.863 ES:SE:LP:AF:SS:ID -0.007:0.013:0.229148:0.863:113287:rs2905055
1 787606 rs3863622 G T . PASS AF=0.127 ES:SE:LP:AF:SS:ID 0.0086:0.014:0.283997:0.127:118012:rs3863622
1 787685 rs2905054 G T . PASS AF=0.868 ES:SE:LP:AF:SS:ID -0.0065:0.013:0.207608:0.868:116098:rs2905054
1 787844 rs2905053 C T . PASS AF=0.87 ES:SE:LP:AF:SS:ID -0.0089:0.013:0.29243:0.87:116958:rs2905053