Table 1.
Region | Gene | Typea | Model | R 2 b | Number of SNPs in model | OR (95% CI) | P-valuec | P-value after FDRc | Closest risk SNPd | Distance to the risk SNP (kb) |
---|---|---|---|---|---|---|---|---|---|---|
1p36.12 | HP1BP3 | protein | UTMOST | 0.18 | 5 | 1.29 (1.13–1.47) | 1.31 × 10−4 | 2.28 × 10−2 | rs4575098 | 140 042 |
2p22.2 | CEBPZOS | protein | LASSO | 0.09 | 31 | 0.97 (0.96–0.99) | 3.68 × 10−4 | 4.78 × 10−2 | rs4663105 | 90 448 |
2q14.2 | TMEM177 | protein | LASSO | 0.03 | 39 | 0.94 (0.92–0.96) | 8.10 × 10 −7 | 3.68 × 10−4 | rs4663105 | 7447 |
2q33.2 | CARF | protein | UTMOST | 0.01 | 35 | 1.10 (1.06–1.15) | 5.63 × 10−6 | 1.69 × 10−3 | rs10933431 | 30 129 |
3q25.31 | PLCH1 | protein | LASSO | 0.02 | 12 | 0.92 (0.89–0.96) | 1.44 × 10−5 | 3.43 × 10−3 | rs184384746 | 97 867 |
4q25 | FAM241A | protein | UTMOST | 0.06 | 23 | 0.96 (0.95–0.98) | 2.59 × 10 −6 | 8.96 × 10−4 | rs6448451 | 102 042 |
LASSO | 0.10 | 8 | 0.96 (0.94–0.98) | 1.07 × 10−5 | 2.65 × 10−3 | rs6448451 | 102 042 | |||
6p25.1 | LY86 | protein | LASSO | 0.19 | 14 | 1.02 (1.01–1.03) | 3.09 × 10−4 | 4.10 × 10−2 | rs9271192 | 25 923 |
UST | protein | LASSO | 0.08 | 32 | 0.96 (0.95–0.98) | 1.66 × 10−4 | 2.76 × 10−2 | rs10948363 | 101 580 | |
6p24.2 | TMEM170B | protein | UTMOST | 0.15 | 28 | 1.02 (1.01–1.04) | 2.27 × 10−4 | 3.37 × 10−2 | rs9271192 | 20 995 |
7p22.1 | SLC29A4 | protein | LASSO | 0.03 | 34 | 1.05 (1.02–1.07) | 1.78 × 10−4 | 2.93 × 10−2 | rs2718058 | 32 495 |
7p21.3 | TMEM106B | protein | UTMOST | 0.15 | 24 | 0.95 (0.93–0.97) | 6.73 × 10−5 | 1.32 × 10−2 | rs2718058 | 25 559 |
7q32.2 | NRF1 | protein | UTMOST | 0.02 | 13 | 1.13 (1.08–1.19) | 1.19 × 10 −6 | 5.03 × 10−4 | rs7810606 | 13 711 |
7q32.3 | AC058791.1 | lncRNA | UTMOST | 0.02 | 1 | 0.80 (0.72–0.90) | 1.83 × 10−4 | 2.95 × 10−2 | rs7810606 | 12 484 |
8q22.1 | TP53INP1 | protein | UTMOST | 0.08 | 8 | 0.94 (0.92–0.97) | 2.08 × 10−4 | 3.23 × 10−2 | rs9331896 | 68 471 |
AC087752.3 | lncRNA | UTMOST | 0.02 | 11 | 0.83 (0.76–0.91) | 5.24 × 10−5 | 1.05 × 10−2 | rs9331896 | 68 495 | |
9q21.11 | LINC01506 | lncRNA | UTMOST | 0.15 | 32 | 1.11 (1.05–1.18) | 2.58 × 10−4 | 3.63 × 10−2 | – | – |
10q21.2 | CCDC6 | protein | LASSO | 0.01 | 8 | 0.87 (0.82–0.92) | 2.80 × 10−6 | 9.30 × 10−4 | rs11257238 | 49 831 |
11q13.1 | SNX32 | protein | UTMOST | 0.16 | 15 | 0.98 (0.97–0.99) | 8.45 × 10−6 | 2.28 × 10−3 | rs983392 | 5678 |
LASSO | 0.30 | 13 | 0.98 (0.98–0.99) | 2.19 × 10−4 | 3.31 × 10−2 | rs983392 | 5678 | |||
CTSW | protein | LASSO | 0.27 | 26 | 1.02 (1.01–1.03) | 7.82 × 10−6 | 2.17 × 10−3 | rs983392 | 5724 | |
UTMOST | 0.32 | 25 | 1.02 (1.01–1.02) | 1.07 × 10−5 | 2.65 × 10−3 | rs983392 | 5724 | |||
11q24.1 | GRAMD1B | protein | LASSO | 0.08 | 43 | 0.94 (0.91–0.97) | 7.60 × 10−5 | 1.43 × 10−2 | rs11218343 | 1794 |
14q11.2 | TRAV35 | other | LASSO | 0.13 | 44 | 1.02 (1.01–1.04) | 2.23 × 10−4 | 3.35 × 10−2 | rs17125944 | 30 710 |
PRMT5 | protein | LASSO | 0.20 | 36 | 0.98 (0.97–0.99) | 3.59 × 10−4 | 4.71 × 10−2 | rs17125944 | 30 002 | |
14q24.3 | RP3-414A15.2 | lncRNA | LASSO | 0.17 | 40 | 0.97 (0.96–0.99) | 3.25 × 10−5 | 6.95 × 10−3 | rs10498633 | 18 930 |
15q21.2 | RP11-120 K9.2 | lncRNA | LASSO | 0.03 | 16 | 0.95 (0.92–0.97) | 2.01 × 10−4 | 3.17 × 10−2 | rs442495 | 8170 |
15q24.1 | CYP11A1 | protein | LASSO | 0.02 | 14 | 0.94 (0.91–0.97) | 3.00 × 10−4 | 4.08 × 10−2 | rs117618017 | 11 060 |
15q25.1 | CTSH | protein | UTMOST | 0.39 | 47 | 1.02 (1.01–1.02) | 5.79 × 10−6 | 1.71 × 10−3 | rs117618017 | 15 643 |
16p12.3 | XYLT1 | protein | UTMOST | 0.05 | 3 | 0.69 (0.56–0.84) | 3.16 × 10−4 | 4.17 × 10−2 | rs59735493 | 13 568 |
16p11.2 | INO80E | protein | UTMOST | 0.08 | 29 | 1.02 (1.01–1.03) | 3.94 × 10−5 | 8.05 × 10−3 | rs59735493 | 1116 |
LASSO | 0.08 | 12 | 1.04 (1.02–1.06) | 7.87 × 10−5 | 1.45 × 10−2 | rs59735493 | 1116 | |||
YPEL3 | protein | UTMOST | 0.11 | 14 | 0.98 (0.97–0.99) | 7.48 × 10−5 | 1.43 × 10−2 | rs59735493 | 1025 | |
LASSO | 0.10 | 3 | 0.97 (0.95–0.98) | 2.10 × 10−4 | 3.23 × 10−2 | rs59735493 | 1025 | |||
AC012645.1 | lncRNA | LASSO | 0.05 | 8 | 0.95 (0.92–0.97) | 8.88 × 10−5 | 1.60 × 10−2 | rs59735493 | 1018 | |
UTMOST | 0.08 | 10 | 0.94 (0.91–0.97) | 1.41 × 10−4 | 2.41 × 10−2 | rs59735493 | 1018 | |||
AC099524.1 | lncRNA | UTMOST | 0.15 | 1 | 1.06 (1.03–1.09) | 1.33 × 10−4 | 2.30 × 10−2 | rs59735493 | 50 639 | |
17p13.3 | C17orf97 | protein | LASSO | 0.33 | 44 | 1.01 (1.01–1.02) | 3.03 × 10−4 | 4.08 × 10−2 | rs9916042 | 4704 |
17q21.31 | LSM12 | protein | UTMOST | 0.02 | 18 | 1.22 (1.10–1.36) | 3.03 × 10−4 | 4.08 × 10−2 | rs28394864 | 5306 |
17q23.3 | ACE | protein | LASSO | 0.02 | 11 | 0.95 (0.93–0.98) | 2.37 × 10−4 | 3.48 × 10−2 | rs28394864 | 14 104 |
18q12.3-q21.1 | EPG5 | protein | UTMOST | 0.07 | 35 | 1.08 (1.04–1.12) | 3.71 × 10−5 | 7.84 × 10−3 | rs76726049 | 12 642 |
19q13.31 | KCNN4 | protein | UTMOST | 0.31 | 18 | 0.98 (0.97–0.99) | 1.03 × 10−4 | 1.84 × 10−2 | rs75627662 | 1128 |
LASSO | 0.24 | 73 | 0.98 (0.97–0.99) | 3.05 × 10−4 | 4.08 × 10−2 | rs75627662 | 1128 | |||
19q13.42 | LILRA6 | protein | LASSO | 0.09 | 38 | 0.99 (0.98–0.99) | 2.54 × 10−4 | 3.63 × 10−2 | rs3865444 | 2993 |
AC008984.7 | other | LASSO | 0.08 | 7 | 0.95 (0.93–0.97) | 2.01 × 10 −6 | 7.79 × 10−4 | rs3865444 | 3085 | |
LILRA5 | protein | LASSO | 0.14 | 17 | 0.97 (0.95–0.98) | 7.56 × 10−6 | 2.13 × 10−3 | rs3865444 | 3090 | |
UTMOST | 0.13 | 6 | 0.86 (0.81–0.92) | 9.32 × 10−6 | 2.44 × 10−3 | rs3865444 | 3090 | |||
AC008984.2 | other | LASSO | 0.07 | 23 | 0.96 (0.94–0.98) | 2.63 × 10−5 | 5.97 × 10−3 | rs3865444 | 3092 | |
20q13.12 | TOMM34 | protein | LASSO | 0.25 | 51 | 0.98 (0.97–0.99) | 2.84 × 10−4 | 3.91 × 10−2 | rs6014724 | 11 410 |
STK4 | protein | LASSO | 0.02 | 4 | 0.93 (0.89–0.96) | 1.99 × 10−4 | 3.17 × 10−2 | rs6014724 | 11 290 |
Protein: protein coding genes; lncRNA: long noncoding RNAs; other: processed transcripts, immunoglobulin genes, or T cell receptor genes.
R 2: prediction performance.
Associations with FDR-corrected P-value ≤0.05 considered significant.
A full list of all risk SNPs and their distances to the genes are presented in Supplementary Material, Table S5.