Best TWAS P=3.73e-14 · Best GWAS P=2.33e-12 conditioned to 1
# | Study | Tissue | Gene | h2 | eQTL R2 | model | # weights | model R2 | model R2 P | eQTL GWAS Z | TWAS Z | TWAS P | Top SNP corr | PP3 | PP4 | joint |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | CommonMind | Brain Pre-frontal Cortex | HSD3B7 | 0.05 | 0.06 | lasso | 4 | 0.07 | 5.5e-09 | -6.0 | -6.0 | 1.5e-09 | 0.34 | 0.56 | 0.44 | FALSE |
2 | GTEx | Adipose Subcutaneous | RP11-196G11.2 | 0.23 | 0.20 | lasso | 9 | 0.21 | 4.2e-17 | -6.1 | -6.2 | 5.4e-10 | 0.38 | 0.45 | 0.55 | FALSE |
3 | GTEx | Adipose Visceral Omentum | KAT8 | 0.07 | 0.02 | lasso | 5 | 0.02 | 4.0e-02 | 5.1 | -5.1 | 2.7e-07 | 0.18 | 0.38 | 0.04 | FALSE |
4 | GTEx | Adipose Visceral Omentum | RP11-196G11.2 | 0.08 | 0.07 | enet | 16 | 0.08 | 8.4e-05 | -5.9 | -5.7 | 1.5e-08 | 0.31 | 0.56 | 0.36 | FALSE |
5 | GTEx | Adrenal Gland | HSD3B7 | 0.21 | 0.17 | lasso | 4 | 0.13 | 2.9e-05 | -6.0 | -5.5 | 3.2e-08 | 0.37 | 0.32 | 0.25 | FALSE |
6 | GTEx | Artery Aorta | STX1B | 0.17 | 0.18 | lasso | 6 | 0.15 | 1.9e-08 | -5.9 | -6.0 | 2.2e-09 | 0.36 | 0.57 | 0.42 | FALSE |
7 | GTEx | Artery Aorta | RP11-196G11.2 | 0.10 | 0.16 | lasso | 2 | 0.14 | 7.1e-08 | -6.1 | -6.1 | 8.1e-10 | 0.38 | 0.47 | 0.52 | FALSE |
8 | GTEx | Artery Coronary | RP11-196G11.2 | 0.12 | 0.06 | lasso | 6 | 0.06 | 3.4e-03 | -6.1 | -6.7 | 2.8e-11 | 0.48 | 0.09 | 0.74 | FALSE |
9 | GTEx | Artery Tibial | RP11-196G11.2 | 0.08 | 0.04 | lasso | 4 | 0.03 | 3.8e-03 | -6.1 | -5.3 | 1.0e-07 | 0.27 | 0.41 | 0.48 | FALSE |
10 | GTEx | Brain Cerebellar Hemisphere | STX1B | 0.13 | 0.11 | lasso | 5 | 0.10 | 1.5e-03 | -5.8 | -5.9 | 3.7e-09 | 0.39 | 0.10 | 0.26 | FALSE |
11 | GTEx | Brain Cerebellar Hemisphere | RP11-196G11.2 | 0.18 | 0.06 | lasso | 6 | 0.10 | 1.7e-03 | -6.0 | -6.3 | 4.1e-10 | 0.33 | 0.12 | 0.52 | FALSE |
12 | GTEx | Brain Cerebellum | STX1B | 0.24 | 0.16 | lasso | 11 | 0.18 | 4.8e-06 | -6.2 | -5.7 | 1.6e-08 | 0.36 | 0.44 | 0.48 | TRUE |
13 | GTEx | Brain Cerebellum | STX4 | 0.14 | 0.25 | lasso | 1 | 0.24 | 8.3e-08 | -6.0 | -6.0 | 2.1e-09 | 0.37 | 0.40 | 0.51 | FALSE |
14 | GTEx | Brain Cerebellum | RP11-196G11.2 | 0.31 | 0.30 | lasso | 4 | 0.36 | 1.3e-11 | -6.0 | -6.1 | 9.9e-10 | 0.38 | 0.42 | 0.58 | FALSE |
15 | GTEx | Brain Nucleus accumbens basal ganglia | STX4 | 0.19 | 0.11 | enet | 14 | 0.09 | 2.6e-03 | -6.0 | 6.3 | 3.6e-10 | -0.54 | 0.07 | 0.55 | FALSE |
16 | GTEx | Breast Mammary Tissue | STX1B | 0.08 | 0.00 | enet | 11 | 0.02 | 5.1e-02 | -3.8 | -5.1 | 2.9e-07 | 0.29 | 0.11 | 0.40 | FALSE |
17 | GTEx | Breast Mammary Tissue | RP11-196G11.2 | 0.13 | 0.16 | lasso | 4 | 0.17 | 5.0e-09 | -6.2 | -6.2 | 5.3e-10 | 0.37 | 0.35 | 0.65 | FALSE |
18 | GTEx | Breast Mammary Tissue (Male) | RP11-196G11.2 | 0.15 | 0.16 | lasso | 4 | 0.09 | 3.9e-03 | -6.2 | -6.2 | 5.0e-10 | 0.36 | 0.28 | 0.34 | FALSE |
19 | GTEx | Cells Transformed fibroblasts | RP11-196G11.2 | 0.14 | 0.14 | lasso | 6 | 0.13 | 2.9e-10 | -5.9 | -6.2 | 6.7e-10 | 0.38 | 0.54 | 0.46 | FALSE |
20 | GTEx | Colon Transverse | HSD3B7 | 0.16 | 0.15 | enet | 20 | 0.19 | 2.1e-09 | -5.9 | -5.4 | 6.3e-08 | 0.38 | 0.59 | 0.41 | FALSE |
21 | GTEx | Colon Transverse | STX4 | 0.10 | 0.09 | lasso | 3 | 0.06 | 6.6e-04 | -6.2 | -6.2 | 5.5e-10 | 0.36 | 0.24 | 0.38 | FALSE |
22 | GTEx | Colon Transverse | RP11-196G11.2 | 0.24 | 0.11 | lasso | 5 | 0.15 | 1.9e-07 | -6.1 | -6.0 | 2.4e-09 | 0.33 | 0.48 | 0.52 | FALSE |
23 | GTEx | Esophagus Gastroesophageal Junction | RP11-196G11.2 | 0.13 | 0.11 | enet | 8 | 0.14 | 1.2e-05 | -6.1 | -6.0 | 2.2e-09 | 0.35 | 0.42 | 0.45 | FALSE |
24 | GTEx | Esophagus Mucosa | STX1B | 0.12 | 0.03 | lasso | 5 | 0.05 | 1.7e-04 | -6.1 | -5.2 | 2.6e-07 | 0.38 | 0.35 | 0.60 | FALSE |
25 | GTEx | Esophagus Mucosa | HSD3B7 | 0.38 | 0.32 | lasso | 5 | 0.36 | 1.2e-24 | -6.0 | -5.8 | 6.7e-09 | 0.33 | 0.67 | 0.33 | FALSE |
26 | GTEx | Esophagus Mucosa | STX4 | 0.08 | 0.00 | enet | 21 | 0.02 | 1.0e-02 | -6.0 | -6.9 | 5.3e-12 | 0.72 | 0.05 | 0.92 | TRUE |
27 | GTEx | Esophagus Mucosa | BCKDK | 0.05 | 0.05 | enet | 6 | 0.06 | 8.7e-05 | 4.4 | 5.3 | 9.7e-08 | -0.28 | 0.43 | 0.06 | FALSE |
28 | GTEx | Esophagus Mucosa | RP11-196G11.2 | 0.09 | 0.03 | enet | 13 | 0.05 | 1.5e-04 | -6.1 | -6.8 | 1.2e-11 | 0.46 | 0.26 | 0.59 | FALSE |
29 | GTEx | Esophagus Muscularis | STX4 | 0.05 | 0.05 | lasso | 3 | 0.03 | 6.7e-03 | -6.1 | -6.1 | 9.7e-10 | 0.37 | 0.28 | 0.44 | FALSE |
30 | GTEx | Esophagus Muscularis | RP11-196G11.2 | 0.14 | 0.14 | lasso | 6 | 0.13 | 3.7e-08 | -6.1 | -6.2 | 7.5e-10 | 0.35 | 0.52 | 0.48 | FALSE |
31 | GTEx | Heart Atrial Appendage | KAT8 | 0.12 | 0.02 | lasso | 4 | 0.01 | 1.6e-01 | 4.9 | -5.2 | 1.7e-07 | 0.32 | 0.12 | 0.08 | FALSE |
32 | GTEx | Heart Left Ventricle | HSD3B7 | 0.12 | 0.08 | lasso | 3 | 0.07 | 2.0e-04 | -5.9 | -6.2 | 7.3e-10 | 0.40 | 0.54 | 0.32 | FALSE |
33 | GTEx | Lung | RP11-196G11.2 | 0.21 | 0.12 | enet | 22 | 0.14 | 1.6e-10 | -6.1 | -5.3 | 1.4e-07 | 0.40 | 0.37 | 0.63 | FALSE |
34 | GTEx | Muscle Skeletal | HSD3B7 | 0.15 | 0.13 | enet | 19 | 0.14 | 5.5e-14 | -6.0 | -5.9 | 4.5e-09 | 0.37 | 0.55 | 0.45 | FALSE |
35 | GTEx | Muscle Skeletal | STX4 | 0.04 | 0.04 | lasso | 3 | 0.03 | 2.9e-04 | -5.9 | -5.8 | 7.9e-09 | 0.32 | 0.51 | 0.42 | FALSE |
36 | GTEx | Muscle Skeletal | RP11-196G11.2 | 0.15 | 0.10 | enet | 10 | 0.12 | 1.0e-11 | -6.2 | -5.7 | 1.6e-08 | 0.39 | 0.45 | 0.55 | FALSE |
37 | GTEx | Nerve Tibial | STX1B | 0.21 | 0.14 | enet | 17 | 0.18 | 1.6e-12 | -6.2 | -6.1 | 7.9e-10 | 0.39 | 0.38 | 0.62 | FALSE |
38 | GTEx | Nerve Tibial | HSD3B7 | 0.09 | 0.05 | lasso | 3 | 0.03 | 2.4e-03 | -6.1 | -5.9 | 3.2e-09 | 0.38 | 0.20 | 0.25 | FALSE |
39 | GTEx | Nerve Tibial | STX4 | 0.07 | 0.04 | enet | 16 | 0.04 | 9.4e-04 | -6.1 | -5.7 | 9.3e-09 | 0.37 | 0.54 | 0.30 | FALSE |
40 | GTEx | Nerve Tibial | RP11-196G11.2 | 0.17 | 0.22 | lasso | 6 | 0.22 | 2.3e-15 | -6.1 | -6.7 | 2.4e-11 | 0.48 | 0.51 | 0.49 | FALSE |
41 | GTEx | Ovary | RP11-196G11.2 | 0.41 | 0.22 | lasso | 10 | 0.25 | 6.0e-07 | -6.2 | -6.2 | 6.0e-10 | 0.41 | 0.51 | 0.46 | FALSE |
42 | GTEx | Pancreas | STX1B | 0.23 | 0.18 | lasso | 3 | 0.16 | 2.8e-07 | -6.2 | -6.2 | 5.5e-10 | 0.36 | 0.36 | 0.64 | FALSE |
43 | GTEx | Pancreas | RP11-196G11.2 | 0.13 | 0.11 | lasso | 1 | 0.11 | 2.5e-05 | -6.1 | -6.1 | 1.0e-09 | 0.37 | 0.36 | 0.52 | FALSE |
44 | GTEx | Pituitary | HSD3B7 | 0.13 | 0.07 | lasso | 7 | 0.05 | 2.1e-02 | -5.8 | -5.9 | 3.5e-09 | 0.39 | 0.30 | 0.17 | FALSE |
45 | GTEx | Pituitary | RP11-196G11.2 | 0.21 | 0.28 | lasso | 6 | 0.23 | 1.4e-06 | -6.1 | -6.0 | 1.7e-09 | 0.38 | 0.39 | 0.42 | FALSE |
46 | GTEx | Skin Not Sun Exposed Suprapubic | HSD3B7 | 0.11 | 0.12 | enet | 6 | 0.10 | 5.9e-06 | -6.0 | -5.7 | 1.3e-08 | 0.33 | 0.67 | 0.31 | FALSE |
47 | GTEx | Skin Not Sun Exposed Suprapubic | RP11-196G11.2 | 0.22 | 0.21 | lasso | 9 | 0.26 | 3.2e-14 | -6.1 | -6.5 | 1.1e-10 | 0.44 | 0.48 | 0.52 | FALSE |
48 | GTEx | Skin Sun Exposed Lower leg | STX1B | 0.05 | 0.04 | enet | 4 | 0.05 | 7.2e-05 | -6.2 | -6.2 | 6.6e-10 | 0.37 | 0.37 | 0.55 | FALSE |
49 | GTEx | Skin Sun Exposed Lower leg | HSD3B7 | 0.12 | 0.17 | lasso | 5 | 0.16 | 2.7e-13 | -6.0 | -6.0 | 2.1e-09 | 0.39 | 0.68 | 0.32 | FALSE |
50 | GTEx | Skin Sun Exposed Lower leg | RP11-196G11.2 | 0.16 | 0.15 | lasso | 7 | 0.15 | 4.0e-12 | -6.2 | -6.8 | 1.4e-11 | 0.49 | 0.45 | 0.55 | FALSE |
51 | GTEx | Small Intestine Terminal Ileum | RP11-196G11.2 | 0.18 | 0.07 | enet | 15 | 0.06 | 1.5e-02 | -6.1 | -5.8 | 5.2e-09 | 0.44 | 0.08 | 0.36 | FALSE |
52 | GTEx | Stomach | RP11-196G11.2 | 0.25 | 0.16 | enet | 21 | 0.14 | 4.6e-07 | -5.4 | -6.2 | 6.7e-10 | 0.67 | 0.20 | 0.80 | FALSE |
53 | GTEx | Testis | STX1B | 0.26 | 0.23 | lasso | 5 | 0.25 | 1.2e-11 | -6.0 | -5.8 | 8.7e-09 | 0.37 | 0.49 | 0.51 | FALSE |
54 | GTEx | Testis | STX4 | 0.15 | 0.02 | lasso | 6 | 0.01 | 8.2e-02 | -6.0 | -6.1 | 1.2e-09 | 0.39 | 0.12 | 0.33 | FALSE |
55 | GTEx | Testis | RP11-196G11.2 | 0.14 | 0.11 | lasso | 4 | 0.13 | 3.1e-06 | -6.1 | -6.2 | 7.0e-10 | 0.37 | 0.46 | 0.52 | FALSE |
56 | GTEx | Thyroid | STX1B | 0.11 | 0.16 | enet | 19 | 0.16 | 3.9e-12 | -6.0 | -6.0 | 1.6e-09 | 0.37 | 0.47 | 0.53 | FALSE |
57 | GTEx | Thyroid | MIR4519 | 0.09 | 0.00 | lasso | 6 | 0.01 | 3.7e-02 | -6.9 | 7.6 | 3.7e-14 | -0.98 | 0.01 | 0.92 | TRUE |
58 | GTEx | Thyroid | RP11-196G11.2 | 0.11 | 0.14 | lasso | 2 | 0.14 | 3.5e-11 | -6.1 | -6.2 | 6.9e-10 | 0.37 | 0.40 | 0.60 | FALSE |
59 | GTEx | Uterus | TBX6 | 0.29 | 0.04 | lasso | 6 | 0.10 | 4.5e-03 | 3.9 | 5.9 | 3.4e-09 | -0.24 | 0.02 | 0.64 | TRUE |
60 | GTEx | Uterus | RP11-196G11.2 | 0.18 | 0.16 | lasso | 20 | 0.15 | 5.4e-04 | -6.1 | -6.1 | 8.6e-10 | 0.40 | 0.37 | 0.35 | FALSE |
61 | GTEx | Whole Blood | RP11-196G11.2 | 0.07 | 0.05 | lasso | 3 | 0.06 | 1.4e-06 | -6.1 | -7.0 | 2.1e-12 | 0.58 | 0.29 | 0.70 | FALSE |
62 | METSIM | Adipose | RP11-196G11.2 | 0.13 | 0.17 | lasso | 9 | 0.16 | 2.2e-23 | -6.0 | -6.0 | 1.8e-09 | 0.35 | 0.54 | 0.46 | FALSE |
63 | NTR | Blood | BCKDK | 0.01 | 0.00 | bslmm | 242 | 0.01 | 2.5e-03 | 4.9 | 5.3 | 9.4e-08 | -0.30 | 0.41 | 0.04 | TRUE |
64 | ROSMAP | Brain Pre-frontal Cortex | STX1B | 0.08 | 0.10 | lasso | 7 | 0.10 | 3.0e-12 | -5.9 | -5.9 | 4.1e-09 | 0.40 | 0.78 | 0.22 | FALSE |
65 | ROSMAP | Brain Pre-frontal Cortex | HSD3B7 | 0.03 | 0.05 | lasso | 6 | 0.02 | 3.0e-04 | -6.0 | -5.8 | 5.0e-09 | 0.30 | 0.50 | 0.47 | FALSE |
66 | ROSMAP | Brain Pre-frontal Cortex | STX4 | 0.06 | 0.11 | lasso | 10 | 0.11 | 1.4e-13 | -6.0 | 6.0 | 2.6e-09 | -0.38 | 0.51 | 0.49 | FALSE |
67 | ROSMAP | Brain Pre-frontal Cortex | VKORC1 | 0.05 | 0.02 | enet | 12 | 0.05 | 1.2e-06 | -5.1 | 5.8 | 8.4e-09 | -0.47 | 0.40 | 0.58 | TRUE |
68 | ROSMAP | Brain Pre-frontal Cortex | RP11-196G11.2 | 0.12 | 0.12 | lasso | 4 | 0.12 | 1.1e-14 | -6.0 | -6.0 | 1.9e-09 | 0.34 | 0.46 | 0.55 | FALSE |
69 | YFS | Blood | STX4 | 0.03 | 0.06 | lasso | 2 | 0.05 | 4.3e-17 | -5.9 | -6.0 | 2.5e-09 | 0.36 | 0.42 | 0.58 | FALSE |
70 | The Cancer Genome Atlas | Bladder Urothelial Carcinoma | HSD3B7 | 0.04 | 0.02 | enet | 13 | 0.03 | 2.1e-03 | -5.9 | -6.9 | 3.7e-12 | 0.65 | 0.02 | 0.53 | FALSE |
71 | The Cancer Genome Atlas | Breast Invasive Carcinoma | HSD3B7 | 0.03 | 0.03 | blup | 31 | 0.04 | 5.2e-08 | -5.9 | -5.3 | 1.1e-07 | 0.24 | 0.06 | 0.94 | FALSE |
72 | The Cancer Genome Atlas | Breast Invasive Carcinoma | PRSS53 | 0.03 | 0.03 | blup | 38 | 0.02 | 6.8e-06 | -6.1 | 5.1 | 2.9e-07 | -0.23 | 0.01 | 0.99 | FALSE |
73 | The Cancer Genome Atlas | Glioblastoma Multiforme | MYST1 | 0.18 | 0.07 | blup | 35 | 0.11 | 4.2e-04 | 4.4 | -5.9 | 4.7e-09 | 0.28 | 0.05 | 0.70 | FALSE |
74 | The Cancer Genome Atlas | Head and Neck Squamous Cell Carcinoma | BCL7C | 0.04 | 0.01 | blup | 29 | 0.02 | 6.9e-03 | -6.0 | 7.4 | 1.3e-13 | -0.72 | 0.04 | 0.48 | TRUE |
75 | The Cancer Genome Atlas | Head and Neck Squamous Cell Carcinoma | MYST1 | 0.08 | 0.04 | blup | 34 | 0.07 | 7.2e-08 | 5.1 | -5.6 | 2.0e-08 | 0.20 | 0.01 | 0.99 | FALSE |
76 | The Cancer Genome Atlas | Kidney Renal Clear Cell Carcinoma | ZNF668 | 0.02 | 0.02 | blup | 32 | 0.02 | 2.9e-03 | 4.4 | 5.1 | 2.8e-07 | -0.19 | 0.10 | 0.55 | FALSE |
77 | The Cancer Genome Atlas | Kidney Renal Papillary Cell Carcinoma | RNF40 | 0.07 | 0.00 | blup | 11 | 0.02 | 2.8e-02 | -6.9 | 5.6 | 2.3e-08 | -0.82 | 0.00 | 0.49 | TRUE |
78 | The Cancer Genome Atlas | Brain Lower Grade Glioma | PRSS53 | 0.07 | 0.04 | enet | 12 | 0.04 | 2.8e-05 | -6.2 | 5.5 | 4.6e-08 | -0.32 | 0.01 | 0.99 | FALSE |
79 | The Cancer Genome Atlas | Brain Lower Grade Glioma | ZNF668 | 0.02 | 0.01 | enet | 8 | 0.02 | 3.1e-03 | 4.4 | 5.9 | 3.8e-09 | -0.29 | 0.03 | 0.68 | FALSE |
80 | The Cancer Genome Atlas | Liver Hepatocellular Carcinoma | HSD3B7 | 0.08 | 0.05 | blup | 31 | 0.05 | 1.8e-03 | -6.0 | -5.5 | 3.4e-08 | 0.33 | 0.06 | 0.85 | FALSE |
81 | The Cancer Genome Atlas | Ovarian Serous Cystadenocarcinoma | HSD3B7 | 0.04 | 0.04 | blup | 31 | 0.05 | 3.6e-04 | -6.0 | -5.6 | 2.8e-08 | 0.27 | 0.03 | 0.77 | FALSE |
82 | The Cancer Genome Atlas | Ovarian Serous Cystadenocarcinoma | MYST1 | 0.03 | 0.05 | blup | 34 | 0.03 | 2.1e-03 | 4.4 | -5.4 | 6.5e-08 | 0.21 | 0.08 | 0.62 | FALSE |
83 | The Cancer Genome Atlas | Ovarian Serous Cystadenocarcinoma | STX1B | 0.02 | 0.01 | blup | 32 | 0.01 | 5.5e-02 | -6.2 | -6.3 | 2.2e-10 | 0.41 | 0.02 | 0.52 | FALSE |
84 | The Cancer Genome Atlas | Pheochromocytoma and Paraganglioma | HSD3B7 | 0.09 | 0.12 | blup | 31 | 0.11 | 4.1e-05 | -5.9 | -6.2 | 5.9e-10 | 0.41 | 0.06 | 0.88 | FALSE |
85 | The Cancer Genome Atlas | Prostate Adenocarcinoma | HSD3B7 | 0.24 | 0.27 | lasso | 6 | 0.26 | 2.0e-27 | -6.0 | -6.0 | 2.4e-09 | 0.40 | 0.06 | 0.94 | TRUE |
86 | The Cancer Genome Atlas | Prostate Adenocarcinoma | PRSS53 | 0.06 | 0.02 | enet | 7 | 0.04 | 4.7e-05 | -6.1 | 5.9 | 3.4e-09 | -0.36 | 0.01 | 0.99 | FALSE |
87 | The Cancer Genome Atlas | Prostate Adenocarcinoma | STX1B | 0.04 | 0.03 | blup | 32 | 0.04 | 9.5e-05 | -5.9 | -5.7 | 1.0e-08 | 0.39 | 0.06 | 0.92 | FALSE |
88 | The Cancer Genome Atlas | Thyroid Carcinoma | HSD3B7 | 0.20 | 0.27 | lasso | 12 | 0.28 | 1.8e-27 | -5.9 | -5.8 | 6.1e-09 | 0.37 | 0.08 | 0.92 | FALSE |
89 | The Cancer Genome Atlas | Thyroid Carcinoma | PRSS53 | 0.11 | 0.04 | enet | 8 | 0.05 | 9.7e-06 | -5.9 | 6.3 | 3.5e-10 | -0.52 | 0.01 | 0.97 | FALSE |