Best TWAS P=3.5e-17 · Best GWAS P=6.47e-23 conditioned to 0.000136
# | 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 | CRAT | 0.08 | 0.08 | lasso | 1 | 0.07 | 7.1e-09 | -6.11 | 6.1 | 1.0e-09 | 0.02 | 0.03 | 0.97 | FALSE |
2 | GTEx | Adipose Visceral Omentum | CRAT | 0.13 | 0.09 | lasso | 9 | 0.06 | 5.3e-04 | -6.04 | 6.0 | 2.0e-09 | 0.02 | 0.02 | 0.96 | FALSE |
3 | GTEx | Artery Aorta | CRAT | 0.24 | 0.32 | lasso | 4 | 0.31 | 1.9e-17 | -6.04 | 6.0 | 1.5e-09 | 0.02 | 0.02 | 0.98 | FALSE |
4 | GTEx | Artery Aorta | PPP2R4 | 0.18 | 0.08 | lasso | 4 | 0.09 | 1.6e-05 | -6.09 | 6.1 | 1.1e-09 | 0.02 | 0.02 | 0.98 | FALSE |
5 | GTEx | Artery Coronary | CRAT | 0.18 | 0.12 | lasso | 5 | 0.12 | 9.2e-05 | -6.11 | 6.1 | 1.1e-09 | 0.03 | 0.02 | 0.96 | FALSE |
6 | GTEx | Artery Tibial | CRAT | 0.15 | 0.12 | lasso | 5 | 0.10 | 5.6e-08 | -6.13 | 6.2 | 4.2e-10 | 0.04 | 0.02 | 0.98 | FALSE |
7 | GTEx | Artery Tibial | PPP2R4 | 0.14 | 0.16 | lasso | 1 | 0.14 | 3.0e-11 | -6.09 | 6.1 | 1.1e-09 | 0.02 | 0.02 | 0.98 | FALSE |
8 | GTEx | Brain Cerebellum | CRAT | 0.35 | 0.27 | lasso | 8 | 0.27 | 1.1e-08 | -5.93 | 5.6 | 2.2e-08 | 0.03 | 0.03 | 0.97 | FALSE |
9 | GTEx | Breast Mammary Tissue | PPP2R4 | 0.11 | 0.08 | lasso | 3 | 0.05 | 1.9e-03 | -6.09 | 6.1 | 1.1e-09 | 0.02 | 0.02 | 0.94 | FALSE |
10 | GTEx | Cells EBV-transformed lymphocytes | CRAT | 0.17 | 0.17 | lasso | 3 | 0.11 | 1.6e-04 | -6.11 | 6.1 | 9.8e-10 | 0.03 | 0.02 | 0.97 | FALSE |
11 | GTEx | Cells Transformed fibroblasts | CRAT | 0.23 | 0.26 | lasso | 5 | 0.26 | 2.1e-19 | -6.04 | 6.1 | 9.7e-10 | 0.03 | 0.02 | 0.98 | FALSE |
12 | GTEx | Cells Transformed fibroblasts | RP11-247A12.1 | 0.07 | 0.04 | enet | 8 | 0.04 | 5.0e-04 | -4.49 | 5.5 | 3.1e-08 | 0.03 | 0.04 | 0.93 | FALSE |
13 | GTEx | Colon Sigmoid | PIP5KL1 | 0.48 | 0.18 | enet | 42 | 0.13 | 2.6e-05 | 2.90 | 5.9 | 3.2e-09 | 0.50 | 0.53 | 0.35 | FALSE |
14 | GTEx | Colon Transverse | CRAT | 0.30 | 0.26 | lasso | 3 | 0.31 | 1.7e-15 | -6.04 | 6.3 | 2.4e-10 | 0.02 | 0.02 | 0.98 | FALSE |
15 | GTEx | Colon Transverse | PPP2R4 | 0.19 | 0.05 | lasso | 5 | 0.09 | 6.6e-05 | -3.19 | 5.9 | 4.7e-09 | 0.00 | 0.05 | 0.86 | FALSE |
16 | GTEx | Colon Transverse | PKN3 | 0.37 | 0.35 | lasso | 3 | 0.34 | 6.2e-17 | 5.12 | 5.1 | 2.9e-07 | 0.03 | 0.82 | 0.18 | FALSE |
17 | GTEx | Colon Transverse | RP11-247A12.1 | 0.12 | 0.10 | lasso | 4 | 0.08 | 9.8e-05 | -6.04 | 6.1 | 1.3e-09 | 0.02 | 0.02 | 0.97 | FALSE |
18 | GTEx | Esophagus Gastroesophageal Junction | CRAT | 0.14 | 0.11 | lasso | 8 | 0.06 | 3.9e-03 | -6.04 | 6.1 | 9.0e-10 | 0.02 | 0.03 | 0.93 | FALSE |
19 | GTEx | Esophagus Mucosa | CRAT | 0.23 | 0.14 | enet | 19 | 0.23 | 2.1e-15 | -6.08 | 6.4 | 2.0e-10 | 0.01 | 0.02 | 0.98 | FALSE |
20 | GTEx | Esophagus Mucosa | AK1 | 0.14 | 0.11 | enet | 12 | 0.14 | 1.7e-09 | 4.84 | -6.0 | 2.3e-09 | -0.34 | 1.00 | 0.00 | FALSE |
21 | GTEx | Esophagus Mucosa | DOLPP1 | 0.21 | 0.18 | enet | 16 | 0.19 | 6.7e-13 | -4.49 | 5.4 | 5.3e-08 | 0.02 | 0.08 | 0.92 | FALSE |
22 | GTEx | Esophagus Mucosa | RP11-247A12.1 | 0.23 | 0.13 | enet | 16 | 0.16 | 4.3e-11 | -6.38 | 6.6 | 5.2e-11 | 0.00 | 0.01 | 0.99 | FALSE |
23 | GTEx | Esophagus Mucosa | RP11-203J24.9 | 0.15 | 0.11 | enet | 13 | 0.12 | 4.2e-08 | 4.84 | -6.3 | 3.2e-10 | -0.34 | 0.99 | 0.00 | FALSE |
24 | GTEx | Esophagus Muscularis | CRAT | 0.13 | 0.09 | enet | 7 | 0.11 | 5.4e-07 | -6.13 | 5.9 | 2.9e-09 | 0.03 | 0.02 | 0.98 | FALSE |
25 | GTEx | Heart Atrial Appendage | CRAT | 0.26 | 0.24 | lasso | 4 | 0.25 | 2.0e-11 | -6.11 | 6.1 | 1.1e-09 | 0.03 | 0.02 | 0.98 | FALSE |
26 | GTEx | Heart Left Ventricle | CRAT | 0.18 | 0.13 | lasso | 5 | 0.14 | 1.1e-07 | -6.05 | 6.1 | 8.4e-10 | 0.03 | 0.02 | 0.98 | FALSE |
27 | GTEx | Heart Left Ventricle | RP11-247A12.1 | 0.14 | 0.11 | lasso | 5 | 0.13 | 1.7e-07 | -6.08 | 6.9 | 7.0e-12 | 0.04 | 0.02 | 0.98 | TRUE |
28 | GTEx | Liver | PKN3 | 0.63 | 0.52 | lasso | 4 | 0.50 | 5.1e-16 | 5.12 | 5.1 | 2.8e-07 | 0.03 | 0.82 | 0.18 | FALSE |
29 | GTEx | Lung | PPP2R4 | 0.07 | 0.03 | lasso | 3 | 0.03 | 3.8e-03 | -5.86 | 6.0 | 2.6e-09 | 0.02 | 0.02 | 0.97 | FALSE |
30 | GTEx | Muscle Skeletal | CRAT | 0.13 | 0.14 | lasso | 4 | 0.13 | 8.3e-13 | -6.08 | 6.1 | 1.3e-09 | 0.02 | 0.02 | 0.98 | FALSE |
31 | GTEx | Muscle Skeletal | RP11-247A12.1 | 0.08 | 0.10 | lasso | 2 | 0.09 | 1.9e-09 | -6.08 | 6.1 | 1.2e-09 | 0.02 | 0.02 | 0.98 | FALSE |
32 | GTEx | Nerve Tibial | CRAT | 0.14 | 0.07 | lasso | 3 | 0.05 | 2.6e-04 | -5.93 | 5.7 | 1.0e-08 | 0.04 | 0.02 | 0.97 | FALSE |
33 | GTEx | Nerve Tibial | PPP2R4 | 0.17 | 0.04 | lasso | 3 | 0.03 | 5.1e-03 | -4.81 | 6.0 | 1.4e-09 | 0.04 | 0.07 | 0.85 | FALSE |
34 | GTEx | Nerve Tibial | RP11-228B15.4 | 0.09 | 0.00 | enet | 22 | 0.02 | 2.8e-02 | 0.25 | -5.5 | 3.0e-08 | -0.27 | 0.12 | 0.23 | TRUE |
35 | GTEx | Pancreas | CRAT | 0.31 | 0.40 | lasso | 6 | 0.43 | 8.0e-20 | -6.05 | -6.2 | 6.4e-10 | -0.03 | 0.02 | 0.98 | FALSE |
36 | GTEx | Pancreas | DOLPP1 | 0.14 | 0.14 | lasso | 3 | 0.08 | 2.7e-04 | -5.93 | -5.6 | 2.2e-08 | -0.05 | 0.03 | 0.96 | FALSE |
37 | GTEx | Pancreas | RP11-247A12.1 | 0.27 | 0.35 | lasso | 7 | 0.36 | 8.4e-16 | -6.05 | -6.4 | 2.0e-10 | -0.03 | 0.02 | 0.98 | FALSE |
38 | GTEx | Prostate | PPP2R4 | 0.28 | 0.00 | enet | 21 | 0.01 | 2.1e-01 | 3.32 | 5.5 | 5.0e-08 | 0.01 | 0.04 | 0.20 | FALSE |
39 | GTEx | Skin Sun Exposed Lower leg | PPP2R4 | 0.08 | 0.03 | lasso | 4 | 0.02 | 8.1e-03 | -5.93 | 6.1 | 8.5e-10 | 0.03 | 0.02 | 0.97 | FALSE |
40 | GTEx | Spleen | CRAT | 0.28 | 0.28 | lasso | 2 | 0.37 | 2.5e-10 | -6.04 | 5.8 | 8.5e-09 | 0.02 | 0.02 | 0.96 | FALSE |
41 | GTEx | Stomach | CRAT | 0.26 | 0.10 | lasso | 7 | 0.08 | 1.6e-04 | -5.86 | 6.0 | 1.8e-09 | 0.03 | 0.02 | 0.96 | FALSE |
42 | GTEx | Thyroid | CRAT | 0.12 | 0.09 | lasso | 6 | 0.09 | 1.3e-07 | -6.08 | 6.2 | 6.7e-10 | 0.03 | 0.02 | 0.98 | FALSE |
43 | GTEx | Thyroid | PPP2R4 | 0.07 | 0.06 | enet | 9 | 0.08 | 1.0e-06 | -6.08 | 6.6 | 5.3e-11 | 0.01 | 0.02 | 0.97 | FALSE |
44 | GTEx | Whole Blood | CRAT | 0.07 | 0.09 | lasso | 1 | 0.08 | 3.4e-08 | -6.13 | 6.1 | 8.5e-10 | 0.03 | 0.02 | 0.98 | FALSE |
45 | GTEx | Whole Blood | RP11-247A12.1 | 0.10 | 0.03 | lasso | 6 | 0.01 | 1.7e-02 | -6.05 | 6.1 | 1.1e-09 | 0.03 | 0.02 | 0.94 | FALSE |
46 | YFS | Blood | CRAT | 0.13 | 0.19 | enet | 27 | 0.22 | 2.6e-71 | -5.90 | 5.8 | 8.8e-09 | 0.01 | 0.04 | 0.96 | FALSE |
47 | YFS | Blood | DOLPP1 | 0.02 | 0.00 | blup | 365 | 0.01 | 1.0e-03 | 4.31 | 6.2 | 4.0e-10 | -0.02 | 0.03 | 0.56 | FALSE |
48 | YFS | Blood | ENG | 0.06 | 0.05 | lasso | 2 | 0.05 | 8.9e-16 | 8.11 | -8.4 | 3.5e-17 | -0.63 | 1.00 | 0.00 | TRUE |
49 | The Cancer Genome Atlas | Colon Adenocarcinoma | AK1 | 0.10 | 0.03 | enet | 7 | 0.03 | 4.2e-03 | -0.95 | -5.2 | 2.5e-07 | -0.35 | 0.08 | 0.07 | FALSE |
50 | The Cancer Genome Atlas | Esophageal Carcinoma | PPP2R4 | 0.16 | 0.11 | lasso | 3 | 0.08 | 1.3e-03 | -4.81 | 5.1 | 2.7e-07 | 0.05 | 0.03 | 0.41 | FALSE |
51 | The Cancer Genome Atlas | Glioblastoma Multiforme | PPP2R4 | 0.16 | 0.04 | blup | 42 | 0.08 | 2.3e-03 | -5.43 | 5.9 | 3.3e-09 | 0.02 | 0.02 | 0.67 | FALSE |
52 | The Cancer Genome Atlas | Head and Neck Squamous Cell Carcinoma | PPP2R4 | 0.08 | 0.07 | enet | 8 | 0.08 | 2.5e-09 | -4.81 | 6.3 | 3.7e-10 | 0.04 | 0.11 | 0.89 | FALSE |
53 | The Cancer Genome Atlas | Kidney Renal Clear Cell Carcinoma | CRAT | 0.03 | 0.01 | blup | 32 | 0.01 | 8.9e-03 | -5.93 | 6.2 | 5.8e-10 | 0.02 | 0.02 | 0.90 | FALSE |
54 | The Cancer Genome Atlas | Kidney Renal Papillary Cell Carcinoma | PPP2R4 | 0.06 | 0.05 | blup | 41 | 0.08 | 3.7e-05 | -6.11 | 6.5 | 6.7e-11 | 0.03 | 0.02 | 0.97 | FALSE |
55 | The Cancer Genome Atlas | Brain Lower Grade Glioma | CRAT | 0.03 | 0.04 | blup | 31 | 0.03 | 1.6e-04 | -5.89 | 5.9 | 3.6e-09 | 0.02 | 0.03 | 0.97 | FALSE |
56 | The Cancer Genome Atlas | Liver Hepatocellular Carcinoma | CRAT | 0.07 | 0.08 | enet | 3 | 0.10 | 2.7e-05 | -6.11 | 6.4 | 1.9e-10 | 0.02 | 0.01 | 0.98 | FALSE |
57 | The Cancer Genome Atlas | Lung Adenocarcinoma | CRAT | 0.07 | 0.08 | lasso | 4 | 0.09 | 3.0e-10 | -6.13 | 5.9 | 3.0e-09 | 0.03 | 0.02 | 0.98 | FALSE |
58 | The Cancer Genome Atlas | Lung Adenocarcinoma | PPP2R4 | 0.03 | 0.01 | blup | 40 | 0.03 | 2.9e-04 | -5.93 | 6.5 | 9.2e-11 | 0.03 | 0.02 | 0.94 | FALSE |
59 | The Cancer Genome Atlas | Lung Squamous Cell Carcinoma | CRAT | 0.03 | 0.03 | blup | 31 | 0.03 | 1.6e-04 | -6.08 | 6.1 | 9.1e-10 | 0.03 | 0.02 | 0.96 | FALSE |
60 | The Cancer Genome Atlas | Ovarian Serous Cystadenocarcinoma | PPP2R4 | 0.13 | 0.06 | lasso | 2 | 0.06 | 1.1e-04 | -6.08 | 6.2 | 7.9e-10 | 0.02 | 0.02 | 0.95 | FALSE |
61 | The Cancer Genome Atlas | Pancreatic Adenocarcinoma | CRAT | 0.07 | 0.05 | lasso | 1 | 0.03 | 2.7e-02 | -5.93 | 5.9 | 3.1e-09 | 0.04 | 0.02 | 0.61 | FALSE |
62 | The Cancer Genome Atlas | Pancreatic Adenocarcinoma | PPP2R4 | 0.07 | 0.04 | blup | 45 | 0.03 | 1.8e-02 | -4.73 | 5.7 | 1.5e-08 | 0.02 | 0.03 | 0.45 | FALSE |
63 | The Cancer Genome Atlas | Prostate Adenocarcinoma | CRAT | 0.02 | 0.02 | blup | 31 | 0.02 | 4.5e-03 | -6.11 | 6.0 | 1.9e-09 | 0.02 | 0.02 | 0.87 | FALSE |
64 | The Cancer Genome Atlas | Prostate Adenocarcinoma | PPP2R4 | 0.03 | 0.01 | blup | 43 | 0.02 | 1.7e-03 | -6.08 | 6.0 | 1.7e-09 | 0.03 | 0.02 | 0.91 | FALSE |
65 | The Cancer Genome Atlas | Soft Tissue Sarcoma | CRAT | 0.10 | 0.06 | blup | 28 | 0.07 | 6.4e-05 | -6.38 | 5.3 | 1.3e-07 | 0.02 | 0.01 | 0.98 | FALSE |
66 | The Cancer Genome Atlas | Soft Tissue Sarcoma | PPP2R4 | 0.13 | 0.11 | blup | 40 | 0.10 | 1.1e-06 | -6.08 | 6.0 | 2.3e-09 | 0.02 | 0.02 | 0.98 | FALSE |
67 | The Cancer Genome Atlas | Stomach Adenocarcinoma | AK1 | 0.07 | 0.03 | blup | 36 | 0.05 | 8.3e-05 | 6.14 | -5.8 | 5.3e-09 | -0.31 | 0.58 | 0.04 | FALSE |
68 | The Cancer Genome Atlas | Stomach Adenocarcinoma | CRAT | 0.07 | 0.06 | blup | 29 | 0.08 | 3.1e-06 | -5.96 | 6.0 | 1.6e-09 | 0.02 | 0.02 | 0.98 | FALSE |
69 | The Cancer Genome Atlas | Stomach Adenocarcinoma | PPP2R4 | 0.09 | 0.10 | blup | 40 | 0.09 | 7.2e-07 | -5.93 | 6.2 | 4.4e-10 | 0.04 | 0.03 | 0.97 | FALSE |
70 | The Cancer Genome Atlas | Thyroid Carcinoma | CRAT | 0.06 | 0.11 | enet | 10 | 0.11 | 7.1e-11 | -6.11 | 6.5 | 6.7e-11 | 0.03 | 0.02 | 0.98 | FALSE |