Best TWAS P=1.23e-79 · Best GWAS P=6.5e-72 conditioned to NaN
# | 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 | ARHGAP19 | 0.07 | 0.05 | lasso | 5 | 0.04 | 3.2e-06 | -16.94 | 16.1 | 4.2e-58 | -0.92 | 0.63 | 0.25 | FALSE |
2 | CommonMind | Brain Pre-frontal Cortex | FRAT1 | 0.05 | 0.01 | bslmm | 469 | 0.02 | 4.9e-04 | 12.19 | 15.4 | 1.3e-53 | -0.65 | 0.06 | 0.89 | FALSE |
3 | CommonMind | Brain Pre-frontal Cortex | FRAT2 | 0.05 | 0.04 | lasso | 2 | 0.04 | 2.3e-05 | -15.67 | 17.9 | 1.4e-71 | -0.90 | 0.02 | 0.98 | FALSE |
4 | CommonMind | Brain Pre-frontal Cortex | HOGA1 | 0.25 | 0.16 | bslmm | 505 | 0.23 | 3.0e-27 | -7.88 | 6.3 | 2.5e-10 | -0.24 | 1.00 | 0.00 | FALSE |
5 | CommonMind | Brain Pre-frontal Cortex | RRP12 | 0.16 | 0.14 | bslmm | 506 | 0.17 | 1.2e-20 | 11.92 | 15.9 | 7.9e-57 | -0.49 | 1.00 | 0.00 | FALSE |
6 | GTEx | Adipose Subcutaneous | RRP12 | 0.09 | 0.06 | lasso | 3 | 0.05 | 1.4e-04 | 11.90 | 11.7 | 7.8e-32 | -0.26 | 0.83 | 0.01 | FALSE |
7 | GTEx | Adipose Subcutaneous | ARHGAP19 | 0.08 | 0.08 | lasso | 3 | 0.07 | 1.3e-06 | -16.94 | 16.4 | 1.2e-60 | -0.90 | 0.23 | 0.73 | FALSE |
8 | GTEx | Adipose Visceral Omentum | UBTD1 | 0.15 | 0.01 | enet | 21 | 0.04 | 2.3e-03 | 1.42 | 11.7 | 1.3e-31 | -0.53 | 0.10 | 0.35 | FALSE |
9 | GTEx | Artery Aorta | RRP12 | 0.16 | 0.11 | lasso | 6 | 0.09 | 9.1e-06 | 12.22 | 12.4 | 3.3e-35 | -0.39 | 0.68 | 0.04 | FALSE |
10 | GTEx | Artery Coronary | RRP12 | 0.23 | 0.02 | enet | 13 | 0.03 | 2.5e-02 | 13.96 | 12.3 | 8.8e-35 | -0.48 | 0.06 | 0.48 | FALSE |
11 | GTEx | Artery Coronary | RP11-452K12.7 | 0.19 | -0.01 | lasso | 5 | 0.03 | 3.4e-02 | 2.05 | 8.5 | 2.1e-17 | -0.42 | 0.05 | 0.38 | FALSE |
12 | GTEx | Artery Tibial | ARHGAP19 | 0.09 | 0.06 | lasso | 4 | 0.05 | 9.3e-05 | -16.94 | 15.9 | 4.9e-57 | -0.92 | 0.04 | 0.95 | FALSE |
13 | GTEx | Brain Caudate basal ganglia | RRP12 | 0.23 | 0.13 | lasso | 2 | 0.08 | 3.3e-03 | 11.03 | 11.4 | 5.9e-30 | -0.25 | 0.27 | 0.08 | FALSE |
14 | GTEx | Brain Cerebellar Hemisphere | RRP12 | 0.27 | 0.24 | lasso | 7 | 0.18 | 2.7e-05 | 11.90 | 11.2 | 2.9e-29 | -0.23 | 0.48 | 0.12 | FALSE |
15 | GTEx | Brain Cortex | RRP12 | 0.20 | 0.01 | enet | 17 | 0.03 | 5.7e-02 | 11.03 | 9.3 | 1.1e-20 | -0.21 | 0.10 | 0.06 | FALSE |
16 | GTEx | Brain Cortex | AVPI1 | 0.15 | 0.00 | lasso | 11 | 0.00 | 2.4e-01 | -7.90 | -10.5 | 1.3e-25 | 0.60 | 0.07 | 0.30 | FALSE |
17 | GTEx | Brain Nucleus accumbens basal ganglia | RRP12 | 0.32 | 0.26 | lasso | 6 | 0.23 | 6.5e-07 | 11.98 | 11.4 | 3.4e-30 | -0.21 | 0.76 | 0.02 | FALSE |
18 | GTEx | Breast Mammary Tissue (Female) | RRP12 | 0.24 | 0.07 | lasso | 5 | 0.02 | 1.1e-01 | 12.22 | 12.2 | 3.3e-34 | -0.38 | 0.12 | 0.06 | TRUE |
19 | GTEx | Cells EBV-transformed lymphocytes | MORN4 | 0.30 | 0.08 | lasso | 13 | 0.08 | 1.3e-03 | -0.33 | 6.2 | 5.7e-10 | -0.40 | 0.31 | 0.31 | FALSE |
20 | GTEx | Cells Transformed fibroblasts | FRAT1 | 0.08 | 0.04 | lasso | 3 | 0.05 | 2.3e-04 | -17.91 | 18.0 | 1.2e-72 | -0.99 | 0.01 | 0.98 | FALSE |
21 | GTEx | Esophagus Mucosa | FRAT2 | 0.09 | 0.07 | lasso | 5 | 0.09 | 1.4e-06 | 11.98 | 16.2 | 2.6e-59 | -0.56 | 0.89 | 0.08 | FALSE |
22 | GTEx | Heart Atrial Appendage | RRP12 | 0.26 | 0.24 | enet | 14 | 0.26 | 5.0e-12 | 11.98 | 12.8 | 1.2e-37 | -0.32 | 1.00 | 0.00 | FALSE |
23 | GTEx | Heart Atrial Appendage | RP11-452K12.7 | 0.26 | 0.17 | lasso | 9 | 0.21 | 1.2e-09 | 11.90 | 13.9 | 3.2e-44 | -0.39 | 1.00 | 0.00 | FALSE |
24 | GTEx | Heart Left Ventricle | RRP12 | 0.31 | 0.19 | enet | 15 | 0.20 | 5.1e-11 | 11.90 | 11.6 | 5.4e-31 | -0.23 | 1.00 | 0.00 | FALSE |
25 | GTEx | Lung | RRP12 | 0.13 | 0.17 | lasso | 6 | 0.16 | 4.7e-12 | 11.98 | 12.1 | 1.8e-33 | -0.25 | 1.00 | 0.00 | FALSE |
26 | GTEx | Lung | PGAM1 | 0.14 | 0.04 | lasso | 6 | 0.04 | 2.8e-04 | -4.41 | 5.3 | 1.2e-07 | -0.40 | 0.41 | 0.06 | FALSE |
27 | GTEx | Lung | ARHGAP19 | 0.14 | 0.05 | lasso | 5 | 0.03 | 3.6e-03 | -17.87 | 16.2 | 3.9e-59 | -0.95 | 0.01 | 0.99 | FALSE |
28 | GTEx | Muscle Skeletal | RRP12 | 0.26 | 0.27 | lasso | 4 | 0.27 | 1.5e-26 | 12.13 | 12.1 | 6.2e-34 | -0.25 | 1.00 | 0.00 | FALSE |
29 | GTEx | Muscle Skeletal | EXOSC1 | 0.06 | 0.00 | lasso | 4 | 0.02 | 1.1e-02 | 6.40 | 6.0 | 1.9e-09 | 0.00 | 0.12 | 0.03 | FALSE |
30 | GTEx | Muscle Skeletal | RP11-452K12.7 | 0.16 | 0.14 | lasso | 5 | 0.13 | 1.4e-12 | 11.98 | 12.0 | 4.9e-33 | -0.25 | 1.00 | 0.00 | FALSE |
31 | GTEx | Nerve Tibial | PGAM1 | 0.16 | 0.06 | enet | 17 | 0.09 | 1.1e-06 | -5.43 | 10.1 | 5.1e-24 | -0.49 | 0.48 | 0.15 | TRUE |
32 | GTEx | Nerve Tibial | LCOR | 0.12 | 0.06 | lasso | 1 | 0.03 | 3.0e-03 | 14.00 | 14.0 | 1.5e-44 | -0.47 | 0.15 | 0.04 | FALSE |
33 | GTEx | Pancreas | RRP12 | 0.22 | 0.21 | enet | 25 | 0.24 | 2.7e-10 | 11.88 | 9.4 | 3.7e-21 | -0.19 | 0.99 | 0.00 | FALSE |
34 | GTEx | Skin Not Sun Exposed Suprapubic | ARHGAP19 | 0.14 | 0.06 | lasso | 4 | 0.05 | 8.9e-04 | -17.91 | 17.6 | 4.6e-69 | -0.98 | 0.01 | 0.99 | FALSE |
35 | GTEx | Skin Sun Exposed Lower leg | RRP12 | 0.22 | 0.14 | lasso | 6 | 0.13 | 1.1e-10 | 11.92 | 11.9 | 1.8e-32 | -0.25 | 1.00 | 0.00 | FALSE |
36 | GTEx | Skin Sun Exposed Lower leg | ZDHHC16 | 0.07 | 0.00 | enet | 26 | 0.01 | 2.0e-02 | 1.03 | 8.2 | 2.4e-16 | -0.21 | 0.08 | 0.10 | FALSE |
37 | GTEx | Skin Sun Exposed Lower leg | ARHGAP19 | 0.16 | 0.11 | lasso | 7 | 0.12 | 3.4e-10 | -16.94 | 15.5 | 2.1e-54 | -0.92 | 0.02 | 0.98 | FALSE |
38 | GTEx | Spleen | RRP12 | 0.31 | 0.07 | enet | 11 | 0.14 | 2.6e-04 | 11.98 | 9.3 | 1.7e-20 | -0.12 | 0.38 | 0.04 | FALSE |
39 | GTEx | Spleen | FRAT2 | 0.23 | 0.02 | lasso | 6 | -0.01 | 4.8e-01 | 12.22 | 6.3 | 2.4e-10 | 0.01 | 0.12 | 0.07 | FALSE |
40 | GTEx | Testis | FRAT2 | 0.19 | 0.10 | lasso | 3 | 0.13 | 1.7e-06 | -15.77 | 17.3 | 7.3e-67 | -0.89 | 0.13 | 0.86 | FALSE |
41 | GTEx | Thyroid | HOGA1 | 0.26 | 0.37 | lasso | 1 | 0.37 | 7.4e-30 | -7.88 | 7.9 | 3.3e-15 | -0.33 | 1.00 | 0.00 | FALSE |
42 | GTEx | Whole Blood | RRP12 | 0.17 | 0.14 | lasso | 5 | 0.16 | 1.1e-14 | 12.22 | 13.5 | 2.1e-41 | -0.34 | 1.00 | 0.00 | FALSE |
43 | GTEx | Whole Blood | FRAT2 | 0.06 | 0.01 | enet | 7 | 0.01 | 8.8e-02 | -16.90 | 17.5 | 8.1e-69 | -0.70 | 0.21 | 0.48 | FALSE |
44 | GTEx | Whole Blood | RP11-452K12.7 | 0.19 | 0.15 | lasso | 4 | 0.16 | 3.7e-14 | 11.98 | 11.9 | 6.8e-33 | -0.27 | 1.00 | 0.00 | FALSE |
45 | METSIM | Adipose | ARHGAP19 | 0.07 | 0.03 | lasso | 5 | 0.04 | 6.3e-07 | -17.87 | 16.3 | 1.3e-59 | -0.88 | 0.01 | 0.99 | FALSE |
46 | METSIM | Adipose | FRAT1 | 0.06 | 0.03 | lasso | 10 | 0.03 | 2.2e-05 | 12.22 | 14.0 | 8.0e-45 | -0.50 | 0.99 | 0.01 | FALSE |
47 | METSIM | Adipose | FRAT2 | 0.04 | 0.06 | lasso | 6 | 0.04 | 3.8e-07 | 12.22 | 12.2 | 2.6e-34 | -0.24 | 1.00 | 0.00 | FALSE |
48 | METSIM | Adipose | MMS19 | 0.08 | 0.02 | blup | 509 | 0.04 | 6.1e-07 | -10.22 | 12.5 | 9.0e-36 | -0.76 | 0.03 | 0.97 | FALSE |
49 | METSIM | Adipose | RRP12 | 0.13 | 0.09 | lasso | 8 | 0.10 | 3.6e-14 | 12.22 | 13.4 | 5.3e-41 | -0.33 | 1.00 | 0.00 | FALSE |
50 | METSIM | Adipose | UBTD1 | 0.06 | 0.01 | enet | 20 | 0.03 | 7.4e-05 | -10.27 | 13.2 | 4.7e-40 | -0.55 | 0.05 | 0.90 | FALSE |
51 | NTR | Blood | FRAT1 | 0.05 | 0.03 | lasso | 3 | 0.05 | 3.2e-16 | 11.92 | 16.5 | 1.6e-61 | -0.58 | 1.00 | 0.00 | FALSE |
52 | NTR | Blood | FRAT2 | 0.06 | 0.07 | bslmm | 466 | 0.07 | 3.1e-20 | 11.98 | 13.2 | 1.0e-39 | -0.37 | 1.00 | 0.00 | FALSE |
53 | NTR | Blood | RRP12 | 0.14 | 0.22 | lasso | 5 | 0.21 | 2.7e-67 | 12.13 | 12.3 | 1.1e-34 | -0.26 | 1.00 | 0.00 | FALSE |
54 | ROSMAP | Brain Pre-frontal Cortex | RRP12 | 0.12 | 0.14 | lasso | 7 | 0.14 | 3.7e-18 | 11.98 | 15.6 | 8.4e-55 | -0.49 | 1.00 | 0.00 | FALSE |
55 | ROSMAP | Brain Pre-frontal Cortex | EXOSC1 | 0.04 | 0.01 | enet | 12 | 0.01 | 6.7e-03 | -17.84 | 15.6 | 1.3e-54 | -0.86 | 0.01 | 0.98 | FALSE |
56 | ROSMAP | Brain Pre-frontal Cortex | FRAT2 | 0.06 | 0.07 | lasso | 4 | 0.07 | 3.0e-09 | -16.34 | 17.7 | 5.3e-70 | -0.87 | 0.02 | 0.98 | FALSE |
57 | ROSMAP | Brain Pre-frontal Cortex | HOGA1 | 0.06 | 0.01 | bslmm | 478 | 0.03 | 8.9e-05 | -7.88 | 14.5 | 2.2e-47 | -0.61 | 0.02 | 0.94 | FALSE |
58 | YFS | Blood | EXOSC1 | 0.02 | 0.02 | lasso | 3 | 0.02 | 2.7e-06 | 6.24 | 6.5 | 8.3e-11 | -0.05 | 0.98 | 0.00 | FALSE |
59 | YFS | Blood | FRAT2 | 0.15 | 0.23 | bslmm | 466 | 0.23 | 4.2e-75 | 12.22 | 13.6 | 2.8e-42 | -0.38 | 1.00 | 0.00 | FALSE |
60 | YFS | Blood | RRP12 | 0.28 | 0.46 | lasso | 2 | 0.46 | 1.1e-173 | 12.22 | 12.6 | 2.8e-36 | -0.29 | 1.00 | 0.00 | FALSE |
61 | The Cancer Genome Atlas | Bladder Urothelial Carcinoma | FRAT2 | 0.05 | 0.01 | blup | 39 | 0.02 | 1.1e-02 | 12.11 | 7.9 | 2.8e-15 | -0.04 | 0.03 | 0.03 | FALSE |
62 | The Cancer Genome Atlas | Breast Invasive Carcinoma | RRP12 | 0.07 | 0.05 | enet | 19 | 0.05 | 8.6e-11 | 14.00 | 13.1 | 5.0e-39 | -0.38 | 1.00 | 0.00 | FALSE |
63 | The Cancer Genome Atlas | Breast Invasive Carcinoma | SLIT1 | 0.04 | 0.04 | enet | 15 | 0.04 | 1.1e-08 | -16.83 | -15.6 | 8.8e-55 | 0.75 | 0.73 | 0.27 | FALSE |
64 | The Cancer Genome Atlas | Cervical Squamous Cell Carcinoma | RRP12 | 0.13 | -0.01 | blup | 58 | 0.03 | 1.7e-02 | 12.22 | 17.0 | 9.0e-65 | -0.68 | 0.04 | 0.38 | FALSE |
65 | The Cancer Genome Atlas | Colon Adenocarcinoma | RRP12 | 0.09 | 0.08 | lasso | 1 | 0.07 | 6.3e-05 | 12.11 | 12.1 | 9.6e-34 | -0.24 | 0.68 | 0.04 | FALSE |
66 | The Cancer Genome Atlas | Head and Neck Squamous Cell Carcinoma | FRAT1 | 0.06 | 0.01 | blup | 36 | 0.02 | 1.3e-03 | 5.70 | 12.8 | 1.5e-37 | -0.69 | 0.02 | 0.74 | FALSE |
67 | The Cancer Genome Atlas | Head and Neck Squamous Cell Carcinoma | FRAT2 | 0.08 | 0.01 | enet | 14 | 0.03 | 1.1e-04 | -17.87 | 12.5 | 8.0e-36 | -0.64 | 0.01 | 0.95 | FALSE |
68 | The Cancer Genome Atlas | Head and Neck Squamous Cell Carcinoma | RRP12 | 0.02 | 0.03 | lasso | 5 | 0.02 | 2.0e-03 | 11.88 | 11.9 | 1.2e-32 | -0.25 | 0.13 | 0.07 | FALSE |
69 | The Cancer Genome Atlas | Kidney Renal Clear Cell Carcinoma | RRP12 | 0.05 | 0.05 | lasso | 6 | 0.05 | 1.6e-06 | 12.22 | 13.0 | 1.7e-38 | -0.37 | 0.99 | 0.00 | FALSE |
70 | The Cancer Genome Atlas | Kidney Renal Clear Cell Carcinoma | SLIT1 | 0.12 | 0.12 | lasso | 1 | 0.11 | 1.6e-12 | -15.51 | -15.5 | 2.8e-54 | 0.78 | 1.00 | 0.00 | FALSE |
71 | The Cancer Genome Atlas | Kidney Renal Papillary Cell Carcinoma | RRP12 | 0.14 | 0.07 | lasso | 4 | 0.10 | 3.3e-06 | 11.98 | 10.4 | 4.0e-25 | -0.19 | 0.96 | 0.00 | FALSE |
72 | The Cancer Genome Atlas | Brain Lower Grade Glioma | ARHGAP19 | 0.04 | 0.03 | lasso | 3 | 0.02 | 6.5e-03 | -15.67 | 15.8 | 6.3e-56 | -0.72 | 0.07 | 0.64 | FALSE |
73 | The Cancer Genome Atlas | Brain Lower Grade Glioma | EXOSC1 | 0.14 | 0.04 | lasso | 4 | 0.05 | 7.3e-07 | -5.43 | 7.7 | 1.8e-14 | -0.34 | 0.67 | 0.20 | FALSE |
74 | The Cancer Genome Atlas | Brain Lower Grade Glioma | FRAT2 | 0.02 | 0.00 | blup | 39 | 0.01 | 3.2e-02 | -15.67 | 18.9 | 1.2e-79 | -0.79 | 0.01 | 0.47 | TRUE |
75 | The Cancer Genome Atlas | Brain Lower Grade Glioma | RRP12 | 0.02 | 0.01 | blup | 57 | 0.01 | 7.0e-02 | 11.90 | 14.4 | 4.5e-47 | -0.41 | 0.12 | 0.05 | FALSE |
76 | The Cancer Genome Atlas | Liver Hepatocellular Carcinoma | EXOSC1 | 0.22 | 0.02 | enet | 13 | 0.07 | 4.8e-04 | 10.59 | 11.9 | 1.4e-32 | -0.51 | 0.01 | 0.56 | FALSE |
77 | The Cancer Genome Atlas | Liver Hepatocellular Carcinoma | RRP12 | 0.09 | 0.05 | blup | 57 | 0.05 | 1.6e-03 | 11.92 | 14.8 | 7.3e-50 | -0.47 | 0.23 | 0.09 | FALSE |
78 | The Cancer Genome Atlas | Liver Hepatocellular Carcinoma | SLIT1 | 0.19 | 0.03 | blup | 164 | 0.06 | 7.4e-04 | 2.12 | -7.9 | 3.7e-15 | 0.44 | 0.09 | 0.17 | FALSE |
79 | The Cancer Genome Atlas | Lung Adenocarcinoma | MMS19 | 0.06 | 0.04 | lasso | 2 | 0.04 | 2.7e-05 | -9.33 | 9.6 | 1.3e-21 | -0.49 | 0.79 | 0.01 | FALSE |
80 | The Cancer Genome Atlas | Lung Squamous Cell Carcinoma | RRP12 | 0.07 | 0.02 | blup | 57 | 0.02 | 1.5e-03 | 14.58 | 8.9 | 7.1e-19 | -0.17 | 0.09 | 0.03 | FALSE |
81 | The Cancer Genome Atlas | Pancreatic Adenocarcinoma | ARHGAP19 | 0.12 | 0.00 | blup | 129 | 0.01 | 1.3e-01 | -0.20 | 11.0 | 6.4e-28 | -0.61 | 0.02 | 0.19 | FALSE |
82 | The Cancer Genome Atlas | Pancreatic Adenocarcinoma | MMS19 | 0.38 | 0.01 | blup | 56 | 0.01 | 9.8e-02 | -3.55 | 8.8 | 2.1e-18 | -0.57 | 0.28 | 0.03 | FALSE |
83 | The Cancer Genome Atlas | Pancreatic Adenocarcinoma | RRP12 | 0.07 | 0.04 | lasso | 4 | 0.02 | 4.9e-02 | 11.90 | 11.9 | 1.2e-32 | -0.26 | 0.06 | 0.04 | FALSE |
84 | The Cancer Genome Atlas | Pheochromocytoma and Paraganglioma | RRP12 | 0.14 | 0.15 | lasso | 1 | 0.12 | 1.6e-05 | 11.98 | 12.0 | 4.5e-33 | -0.25 | 0.92 | 0.00 | FALSE |
85 | The Cancer Genome Atlas | Prostate Adenocarcinoma | EXOSC1 | 0.07 | 0.04 | lasso | 2 | 0.02 | 1.5e-03 | -4.41 | 5.6 | 1.9e-08 | -0.36 | 0.05 | 0.37 | TRUE |
86 | The Cancer Genome Atlas | Prostate Adenocarcinoma | RRP12 | 0.03 | 0.05 | lasso | 1 | 0.04 | 8.8e-05 | 11.90 | 11.9 | 1.2e-32 | -0.26 | 0.67 | 0.08 | FALSE |
87 | The Cancer Genome Atlas | Rectum Adenocarcinoma | RRP12 | 0.32 | 0.07 | blup | 56 | 0.11 | 1.9e-03 | 12.22 | 17.0 | 4.6e-65 | -0.72 | 0.02 | 0.28 | FALSE |
88 | The Cancer Genome Atlas | Stomach Adenocarcinoma | ANKRD2 | 0.04 | 0.02 | blup | 49 | 0.02 | 1.2e-02 | -4.78 | -6.1 | 8.7e-10 | 0.19 | 0.04 | 0.39 | FALSE |
89 | The Cancer Genome Atlas | Thyroid Carcinoma | DHDPSL | 0.26 | 0.15 | lasso | 3 | 0.15 | 2.8e-14 | -7.88 | 7.9 | 2.4e-15 | -0.33 | 0.00 | 1.00 | FALSE |
90 | The Cancer Genome Atlas | Thyroid Carcinoma | EXOSC1 | 0.08 | 0.01 | blup | 36 | 0.02 | 4.5e-03 | -5.43 | 8.8 | 2.2e-18 | -0.35 | 0.04 | 0.22 | FALSE |
91 | The Cancer Genome Atlas | Thyroid Carcinoma | SLIT1 | 0.11 | 0.05 | enet | 17 | 0.09 | 2.6e-09 | 2.01 | 10.6 | 2.3e-26 | -0.52 | 0.60 | 0.38 | TRUE |