Best TWAS P=6.94e-13 · Best GWAS P=2.57e-09 conditioned to 4.9e-05
# | 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 | HEMK1 | 0.04 | 0.05 | lasso | 3 | 0.05 | 2.6e-06 | -5.8 | 5.6 | 2.5e-08 | -0.83 | 0.23 | 0.77 | FALSE |
2 | GTEx | Adipose Subcutaneous | RNF123 | 0.19 | 0.18 | enet | 29 | 0.18 | 2.1e-14 | -5.6 | -6.0 | 2.7e-09 | 0.16 | 0.02 | 0.98 | FALSE |
3 | GTEx | Adipose Visceral Omentum | HEMK1 | 0.07 | 0.05 | lasso | 3 | 0.04 | 3.2e-03 | -5.6 | 5.6 | 2.5e-08 | -0.86 | 0.15 | 0.56 | FALSE |
4 | GTEx | Adipose Visceral Omentum | RNF123 | 0.08 | 0.11 | lasso | 4 | 0.07 | 2.2e-04 | -5.6 | -5.8 | 5.6e-09 | 0.18 | 0.03 | 0.97 | FALSE |
5 | GTEx | Artery Aorta | SEMA3B-AS1 | 0.67 | 0.00 | enet | 61 | 0.12 | 5.0e-07 | -5.3 | -5.5 | 3.6e-08 | 0.42 | 0.04 | 0.70 | FALSE |
6 | GTEx | Artery Tibial | HEMK1 | 0.03 | 0.03 | enet | 3 | 0.02 | 7.1e-03 | -5.5 | 5.6 | 1.8e-08 | -0.88 | 0.06 | 0.92 | FALSE |
7 | GTEx | Artery Tibial | RNF123 | 0.08 | 0.08 | enet | 12 | 0.09 | 2.5e-07 | -5.6 | -6.1 | 8.0e-10 | 0.13 | 0.02 | 0.97 | FALSE |
8 | GTEx | Brain Caudate basal ganglia | HEMK1 | 0.15 | 0.12 | lasso | 9 | 0.13 | 1.2e-04 | -5.3 | 5.6 | 1.6e-08 | -0.85 | 0.17 | 0.78 | FALSE |
9 | GTEx | Brain Caudate basal ganglia | RNF123 | 0.13 | 0.04 | enet | 20 | 0.02 | 1.2e-01 | -5.6 | -6.1 | 1.3e-09 | 0.16 | 0.03 | 0.88 | FALSE |
10 | GTEx | Brain Cerebellar Hemisphere | RNF123 | 0.20 | 0.24 | enet | 29 | 0.20 | 7.7e-06 | -5.6 | -5.4 | 7.2e-08 | 0.21 | 0.03 | 0.96 | FALSE |
11 | GTEx | Brain Cerebellum | HEMK1 | 0.14 | 0.10 | lasso | 3 | 0.07 | 5.2e-03 | -5.6 | 5.7 | 1.3e-08 | -0.85 | 0.06 | 0.44 | FALSE |
12 | GTEx | Brain Cerebellum | RNF123 | 0.36 | 0.31 | enet | 43 | 0.36 | 2.4e-11 | -5.6 | -5.5 | 3.4e-08 | 0.07 | 0.03 | 0.97 | FALSE |
13 | GTEx | Brain Cerebellum | FAM212A | 0.27 | 0.35 | lasso | 5 | 0.34 | 9.7e-11 | -5.6 | -5.6 | 2.2e-08 | 0.19 | 0.02 | 0.98 | FALSE |
14 | GTEx | Brain Cortex | HEMK1 | 0.16 | 0.01 | enet | 19 | 0.03 | 6.1e-02 | -4.8 | 5.4 | 5.1e-08 | -0.81 | 0.05 | 0.58 | FALSE |
15 | GTEx | Brain Frontal Cortex BA9 | RNF123 | 0.25 | 0.28 | enet | 34 | 0.05 | 2.3e-02 | -5.6 | -5.5 | 3.9e-08 | 0.13 | 0.03 | 0.97 | FALSE |
16 | GTEx | Breast Mammary Tissue | RNF123 | 0.11 | 0.07 | enet | 14 | 0.02 | 3.2e-02 | -5.6 | -5.5 | 4.2e-08 | 0.17 | 0.03 | 0.96 | FALSE |
17 | GTEx | Breast Mammary Tissue (Female) | NICN1 | 0.01 | 0.00 | lasso | 1 | 0.01 | 1.6e-01 | -5.1 | 5.1 | 3.0e-07 | 0.01 | 0.02 | 0.09 | FALSE |
18 | GTEx | Cells EBV-transformed lymphocytes | AMT | 0.07 | 0.07 | lasso | 1 | 0.01 | 1.5e-01 | -5.1 | 5.1 | 2.8e-07 | 0.06 | 0.16 | 0.23 | FALSE |
19 | GTEx | Cells Transformed fibroblasts | UBA7 | 0.07 | 0.06 | enet | 5 | 0.04 | 7.5e-04 | -5.5 | 5.5 | 3.5e-08 | -0.20 | 0.03 | 0.97 | FALSE |
20 | GTEx | Colon Sigmoid | HEMK1 | 0.08 | 0.08 | lasso | 13 | 0.06 | 2.6e-03 | -4.7 | 5.1 | 2.6e-07 | -0.70 | 0.13 | 0.64 | FALSE |
21 | GTEx | Colon Sigmoid | RNF123 | 0.22 | 0.10 | enet | 23 | 0.20 | 1.1e-07 | -4.9 | -6.1 | 1.1e-09 | 0.08 | 0.05 | 0.94 | FALSE |
22 | GTEx | Colon Transverse | C3orf18 | 0.04 | 0.01 | lasso | 4 | 0.00 | 1.8e-01 | -5.9 | -6.1 | 1.4e-09 | 0.91 | 0.03 | 0.91 | FALSE |
23 | GTEx | Colon Transverse | RNF123 | 0.16 | 0.05 | enet | 36 | 0.05 | 2.3e-03 | -4.8 | -7.2 | 6.9e-13 | 0.08 | 0.13 | 0.55 | TRUE |
24 | GTEx | Colon Transverse | UBA7 | 0.28 | 0.30 | lasso | 2 | 0.30 | 1.1e-14 | -5.6 | 5.5 | 3.4e-08 | -0.20 | 0.02 | 0.98 | FALSE |
25 | GTEx | Esophagus Gastroesophageal Junction | RNF123 | 0.14 | 0.13 | enet | 30 | 0.10 | 2.3e-04 | -4.9 | -6.0 | 1.7e-09 | 0.02 | 0.27 | 0.62 | FALSE |
26 | GTEx | Esophagus Mucosa | UBA7 | 0.04 | 0.07 | enet | 8 | 0.05 | 4.5e-04 | -5.5 | 5.3 | 1.0e-07 | -0.19 | 0.03 | 0.96 | FALSE |
27 | GTEx | Esophagus Mucosa | FAM212A | 0.19 | 0.26 | enet | 24 | 0.27 | 4.4e-18 | -5.6 | -5.5 | 3.2e-08 | 0.20 | 0.02 | 0.98 | FALSE |
28 | GTEx | Esophagus Muscularis | RASSF1 | 0.10 | 0.00 | lasso | 7 | 0.01 | 8.7e-02 | -4.0 | -6.1 | 1.4e-09 | 0.53 | 0.06 | 0.62 | FALSE |
29 | GTEx | Esophagus Muscularis | RNF123 | 0.15 | 0.14 | enet | 17 | 0.14 | 1.2e-08 | -5.6 | -5.6 | 2.5e-08 | 0.20 | 0.02 | 0.98 | FALSE |
30 | GTEx | Esophagus Muscularis | SEMA3B-AS1 | 0.47 | 0.00 | lasso | 7 | 0.00 | 5.9e-01 | -6.0 | -6.6 | 4.2e-11 | 0.95 | 0.03 | 0.87 | TRUE |
31 | GTEx | Heart Atrial Appendage | HEMK1 | 0.15 | 0.10 | lasso | 5 | 0.06 | 1.2e-03 | -5.8 | 6.0 | 1.7e-09 | -0.97 | 0.03 | 0.96 | FALSE |
32 | GTEx | Heart Atrial Appendage | RNF123 | 0.06 | 0.04 | lasso | 2 | 0.02 | 4.0e-02 | -5.5 | -5.6 | 2.4e-08 | 0.19 | 0.05 | 0.86 | FALSE |
33 | GTEx | Heart Atrial Appendage | SEMA3B-AS1 | 0.62 | 0.17 | enet | 83 | 0.32 | 3.8e-15 | -5.8 | -5.5 | 5.0e-08 | 0.50 | 0.02 | 0.98 | FALSE |
34 | GTEx | Heart Left Ventricle | C3orf18 | 0.06 | 0.05 | lasso | 4 | 0.04 | 2.6e-03 | -5.6 | -5.5 | 3.5e-08 | 0.84 | 0.19 | 0.75 | FALSE |
35 | GTEx | Lung | RNF123 | 0.13 | 0.05 | enet | 18 | 0.07 | 5.8e-06 | -5.6 | -6.7 | 2.0e-11 | 0.16 | 0.03 | 0.97 | FALSE |
36 | GTEx | Lung | GPX1 | 0.04 | 0.02 | enet | 13 | 0.04 | 5.7e-04 | 4.7 | -5.3 | 1.2e-07 | 0.10 | 0.06 | 0.74 | FALSE |
37 | GTEx | Muscle Skeletal | C3orf18 | 0.05 | 0.06 | enet | 10 | 0.06 | 3.4e-06 | -5.6 | -5.8 | 4.9e-09 | 0.85 | 0.09 | 0.91 | FALSE |
38 | GTEx | Muscle Skeletal | FAM212A | 0.05 | 0.08 | lasso | 3 | 0.07 | 4.9e-07 | 4.8 | -5.4 | 7.7e-08 | 0.19 | 0.12 | 0.88 | FALSE |
39 | GTEx | Muscle Skeletal | SEMA3B-AS1 | 0.17 | 0.01 | lasso | 7 | 0.02 | 8.3e-03 | -4.4 | -5.3 | 1.2e-07 | 0.61 | 0.04 | 0.91 | FALSE |
40 | GTEx | Nerve Tibial | RASSF1 | 0.05 | 0.03 | enet | 19 | 0.02 | 1.0e-02 | -4.1 | -5.9 | 4.3e-09 | 0.52 | 0.17 | 0.69 | FALSE |
41 | GTEx | Nerve Tibial | HEMK1 | 0.09 | 0.13 | lasso | 7 | 0.12 | 8.3e-09 | -5.6 | 5.6 | 2.2e-08 | -0.85 | 0.15 | 0.85 | FALSE |
42 | GTEx | Nerve Tibial | RNF123 | 0.24 | 0.16 | lasso | 5 | 0.15 | 1.0e-10 | -5.5 | -5.8 | 5.4e-09 | 0.18 | 0.03 | 0.97 | FALSE |
43 | GTEx | Nerve Tibial | SEMA3B-AS1 | 0.25 | 0.04 | lasso | 5 | 0.03 | 3.3e-03 | -5.3 | -6.0 | 2.0e-09 | 0.83 | 0.05 | 0.94 | FALSE |
44 | GTEx | Nerve Tibial | RP11-804H8.6 | 0.03 | 0.03 | lasso | 6 | 0.02 | 2.6e-02 | -5.3 | 5.3 | 1.0e-07 | -0.75 | 0.14 | 0.64 | FALSE |
45 | GTEx | Prostate | C3orf18 | 0.18 | 0.08 | lasso | 9 | 0.11 | 1.1e-03 | -4.5 | -6.8 | 1.1e-11 | 0.61 | 0.09 | 0.61 | FALSE |
46 | GTEx | Skin Not Sun Exposed Suprapubic | UBA7 | 0.07 | 0.03 | lasso | 6 | 0.06 | 2.9e-04 | -5.1 | 6.1 | 7.8e-10 | -0.05 | 0.08 | 0.89 | FALSE |
47 | GTEx | Skin Sun Exposed Lower leg | CYB561D2 | 0.13 | 0.02 | lasso | 3 | 0.05 | 5.7e-05 | -5.8 | 6.0 | 2.4e-09 | -0.66 | 0.05 | 0.94 | FALSE |
48 | GTEx | Skin Sun Exposed Lower leg | RNF123 | 0.06 | 0.00 | enet | 22 | 0.01 | 4.6e-02 | 3.7 | -5.9 | 3.2e-09 | 0.11 | 0.04 | 0.79 | TRUE |
49 | GTEx | Skin Sun Exposed Lower leg | UBA7 | 0.04 | 0.01 | lasso | 8 | 0.00 | 2.9e-01 | -5.6 | 6.0 | 1.6e-09 | -0.14 | 0.03 | 0.83 | FALSE |
50 | GTEx | Skin Sun Exposed Lower leg | FAM212A | 0.05 | 0.07 | enet | 16 | 0.06 | 1.1e-05 | -5.6 | -5.6 | 2.6e-08 | 0.20 | 0.02 | 0.97 | FALSE |
51 | GTEx | Spleen | RNF123 | 0.13 | 0.13 | lasso | 5 | 0.10 | 1.3e-03 | -5.6 | -5.6 | 2.5e-08 | 0.20 | 0.03 | 0.86 | FALSE |
52 | GTEx | Spleen | UBA7 | 0.19 | 0.14 | lasso | 22 | 0.11 | 8.8e-04 | -5.5 | 5.4 | 8.1e-08 | -0.22 | 0.03 | 0.94 | FALSE |
53 | GTEx | Spleen | XXcos-LUCA11.4 | 0.10 | 0.08 | lasso | 5 | 0.02 | 9.0e-02 | -5.6 | -5.7 | 9.2e-09 | 0.88 | 0.06 | 0.72 | FALSE |
54 | GTEx | Stomach | RNF123 | 0.23 | 0.12 | lasso | 15 | 0.16 | 4.6e-08 | -4.9 | -6.1 | 1.2e-09 | 0.08 | 0.07 | 0.93 | FALSE |
55 | GTEx | Testis | CACNA2D2 | 0.08 | 0.06 | lasso | 6 | 0.05 | 4.1e-03 | -3.8 | 5.1 | 2.7e-07 | -0.74 | 0.18 | 0.72 | FALSE |
56 | GTEx | Thyroid | RNF123 | 0.09 | 0.13 | lasso | 9 | 0.12 | 2.7e-09 | -5.5 | -5.6 | 2.3e-08 | 0.20 | 0.03 | 0.97 | FALSE |
57 | METSIM | Adipose | RNF123 | 0.03 | 0.02 | lasso | 12 | 0.02 | 2.0e-04 | -5.5 | -5.4 | 5.8e-08 | 0.20 | 0.03 | 0.97 | FALSE |
58 | NTR | Blood | UBA7 | 0.02 | 0.03 | lasso | 4 | 0.03 | 1.6e-09 | -5.5 | 5.3 | 1.3e-07 | -0.20 | 0.03 | 0.97 | FALSE |
59 | ROSMAP | Brain Pre-frontal Cortex | C3orf18 | 0.03 | 0.00 | bslmm | 232 | 0.01 | 2.7e-02 | -5.8 | -5.2 | 2.5e-07 | 0.72 | 0.06 | 0.72 | FALSE |
60 | ROSMAP | Brain Pre-frontal Cortex | HEMK1 | 0.07 | 0.13 | lasso | 5 | 0.13 | 7.9e-16 | -5.6 | 6.0 | 2.0e-09 | -0.91 | 0.06 | 0.94 | FALSE |
61 | ROSMAP | Brain Pre-frontal Cortex | RNF123 | 0.04 | 0.05 | lasso | 3 | 0.05 | 1.4e-06 | -5.5 | -5.9 | 2.8e-09 | 0.14 | 0.03 | 0.97 | FALSE |
62 | YFS | Blood | UBA7 | 0.16 | 0.24 | lasso | 6 | 0.23 | 4.0e-75 | -5.6 | 5.6 | 2.5e-08 | -0.20 | 0.03 | 0.97 | FALSE |
63 | The Cancer Genome Atlas | Breast Invasive Carcinoma | AMIGO3 | 0.01 | 0.00 | enet | 13 | 0.01 | 5.7e-03 | -4.8 | -5.7 | 1.2e-08 | 0.09 | 0.02 | 0.40 | FALSE |
64 | The Cancer Genome Atlas | Breast Invasive Carcinoma | GMPPB | 0.03 | 0.03 | enet | 12 | 0.03 | 3.0e-07 | -4.8 | -5.6 | 1.6e-08 | 0.03 | 0.36 | 0.64 | FALSE |
65 | The Cancer Genome Atlas | Breast Invasive Carcinoma | HEMK1 | 0.02 | 0.02 | lasso | 2 | 0.02 | 1.0e-04 | -5.3 | 5.5 | 3.3e-08 | -0.84 | 0.01 | 0.98 | FALSE |
66 | The Cancer Genome Atlas | Breast Invasive Carcinoma | UBA7 | 0.01 | 0.01 | enet | 5 | 0.01 | 6.6e-04 | -5.6 | 5.4 | 8.0e-08 | -0.20 | 0.01 | 0.98 | FALSE |
67 | The Cancer Genome Atlas | Glioblastoma Multiforme | AMIGO3 | 0.18 | 0.02 | enet | 24 | 0.07 | 2.9e-03 | -4.8 | -5.7 | 1.4e-08 | 0.08 | 0.02 | 0.48 | FALSE |
68 | The Cancer Genome Atlas | Head and Neck Squamous Cell Carcinoma | UBA7 | 0.02 | 0.02 | blup | 30 | 0.02 | 3.8e-03 | -5.5 | 5.9 | 4.9e-09 | -0.18 | 0.01 | 0.83 | FALSE |
69 | The Cancer Genome Atlas | Kidney Renal Clear Cell Carcinoma | C3orf18 | 0.02 | 0.02 | blup | 28 | 0.02 | 8.1e-04 | -5.5 | -5.1 | 2.9e-07 | 0.84 | 0.02 | 0.89 | FALSE |
70 | The Cancer Genome Atlas | Kidney Renal Clear Cell Carcinoma | HEMK1 | 0.01 | 0.00 | blup | 29 | 0.01 | 1.6e-02 | -5.6 | 5.3 | 9.5e-08 | -0.83 | 0.01 | 0.80 | FALSE |
71 | The Cancer Genome Atlas | Kidney Renal Clear Cell Carcinoma | UBA7 | 0.08 | 0.09 | lasso | 5 | 0.09 | 3.4e-10 | -5.5 | 5.6 | 2.3e-08 | -0.19 | 0.01 | 0.99 | FALSE |
72 | The Cancer Genome Atlas | Kidney Renal Papillary Cell Carcinoma | UBA7 | 0.13 | 0.16 | lasso | 6 | 0.15 | 1.1e-08 | -5.6 | 5.6 | 1.6e-08 | -0.20 | 0.01 | 0.99 | FALSE |
73 | The Cancer Genome Atlas | Brain Lower Grade Glioma | GMPPB | 0.15 | 0.12 | enet | 17 | 0.13 | 1.2e-14 | -4.8 | -5.1 | 2.6e-07 | 0.01 | 0.44 | 0.56 | FALSE |
74 | The Cancer Genome Atlas | Brain Lower Grade Glioma | HEMK1 | 0.04 | 0.06 | blup | 31 | 0.07 | 4.4e-08 | -5.3 | 5.6 | 2.4e-08 | -0.86 | 0.02 | 0.98 | FALSE |
75 | The Cancer Genome Atlas | Lung Adenocarcinoma | AMIGO3 | 0.02 | 0.00 | blup | 40 | 0.00 | 3.0e-01 | -5.6 | -6.2 | 5.8e-10 | 0.14 | 0.01 | 0.81 | FALSE |
76 | The Cancer Genome Atlas | Lung Adenocarcinoma | UBA7 | 0.03 | 0.04 | enet | 9 | 0.02 | 1.8e-03 | -5.5 | 5.5 | 3.1e-08 | -0.20 | 0.01 | 0.99 | FALSE |
77 | The Cancer Genome Atlas | Lung Squamous Cell Carcinoma | GMPPB | 0.03 | 0.02 | enet | 13 | 0.02 | 1.3e-03 | -4.8 | -5.5 | 4.1e-08 | 0.01 | 0.03 | 0.36 | FALSE |
78 | The Cancer Genome Atlas | Ovarian Serous Cystadenocarcinoma | GMPPB | 0.04 | 0.02 | blup | 40 | 0.02 | 1.4e-02 | -5.6 | -6.0 | 1.5e-09 | 0.12 | 0.01 | 0.71 | FALSE |
79 | The Cancer Genome Atlas | Pancreatic Adenocarcinoma | UBA7 | 0.11 | 0.14 | enet | 7 | 0.11 | 2.7e-05 | -5.5 | 5.5 | 3.6e-08 | -0.21 | 0.01 | 0.98 | FALSE |
80 | The Cancer Genome Atlas | Pheochromocytoma and Paraganglioma | GMPPB | 0.13 | 0.08 | blup | 40 | 0.09 | 2.7e-04 | -4.8 | -5.6 | 1.7e-08 | 0.02 | 0.06 | 0.32 | FALSE |
81 | The Cancer Genome Atlas | Prostate Adenocarcinoma | CACNA2D2 | 0.04 | 0.07 | lasso | 1 | 0.06 | 4.6e-07 | -6.0 | 6.0 | 2.6e-09 | -1.00 | 0.01 | 0.99 | FALSE |
82 | The Cancer Genome Atlas | Prostate Adenocarcinoma | HEMK1 | 0.05 | 0.06 | lasso | 3 | 0.05 | 6.6e-06 | -5.6 | 5.6 | 1.7e-08 | -0.85 | 0.01 | 0.99 | FALSE |
83 | The Cancer Genome Atlas | Prostate Adenocarcinoma | IP6K1 | 0.03 | 0.04 | blup | 55 | 0.04 | 9.2e-05 | -5.1 | -5.7 | 1.2e-08 | 0.02 | 0.20 | 0.67 | FALSE |
84 | The Cancer Genome Atlas | Prostate Adenocarcinoma | UBA7 | 0.05 | 0.04 | enet | 7 | 0.05 | 1.6e-05 | -5.5 | 6.1 | 1.2e-09 | -0.16 | 0.01 | 0.99 | FALSE |
85 | The Cancer Genome Atlas | Stomach Adenocarcinoma | UBA7 | 0.04 | 0.05 | lasso | 1 | 0.04 | 1.0e-03 | -5.5 | 5.5 | 4.4e-08 | -0.20 | 0.01 | 0.95 | FALSE |
86 | The Cancer Genome Atlas | Testicular Germ Cell Tumors | CYB561D2 | 0.08 | 0.04 | blup | 17 | 0.08 | 9.3e-04 | -4.3 | 5.3 | 1.1e-07 | -0.59 | 0.01 | 0.42 | FALSE |
87 | The Cancer Genome Atlas | Thyroid Carcinoma | AMIGO3 | 0.08 | 0.07 | blup | 40 | 0.06 | 1.3e-06 | -4.8 | -5.5 | 3.2e-08 | 0.00 | 0.36 | 0.64 | FALSE |
88 | The Cancer Genome Atlas | Thyroid Carcinoma | GMPPB | 0.08 | 0.09 | lasso | 8 | 0.09 | 4.3e-09 | -4.9 | -5.5 | 3.7e-08 | -0.01 | 0.37 | 0.63 | FALSE |
89 | The Cancer Genome Atlas | Thyroid Carcinoma | HEMK1 | 0.06 | 0.08 | lasso | 2 | 0.07 | 1.3e-07 | -5.6 | 5.6 | 1.7e-08 | -0.86 | 0.01 | 0.99 | FALSE |
90 | The Cancer Genome Atlas | Thyroid Carcinoma | UBA7 | 0.03 | 0.01 | blup | 30 | 0.02 | 2.0e-03 | -5.6 | 6.0 | 2.3e-09 | -0.15 | 0.01 | 0.87 | FALSE |