Best TWAS P=6.58e-38 · Best GWAS P=3.5e-37 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 | GTEx | Adipose Subcutaneous | IGHMBP2 | 0.42 | 0.44 | lasso | 16 | 0.45 | 3.2e-40 | 5.1 | 5.6 | 2.2e-08 | 0.06 | 1.00 | 0.00 | FALSE |
2 | GTEx | Adipose Subcutaneous | RAD9A | 0.43 | 0.22 | lasso | 6 | 0.23 | 7.1e-19 | -12.7 | -12.3 | 7.7e-35 | 0.97 | 0.00 | 1.00 | FALSE |
3 | GTEx | Adipose Visceral Omentum | IGHMBP2 | 0.36 | 0.37 | enet | 23 | 0.39 | 9.8e-22 | 5.1 | 5.7 | 1.1e-08 | 0.06 | 1.00 | 0.00 | FALSE |
4 | GTEx | Adipose Visceral Omentum | MRPL21 | 0.34 | 0.38 | lasso | 8 | 0.38 | 8.3e-21 | 5.1 | -5.1 | 2.9e-07 | -0.06 | 1.00 | 0.00 | FALSE |
5 | GTEx | Adrenal Gland | MRPL21 | 0.38 | 0.34 | lasso | 6 | 0.31 | 6.8e-12 | 5.1 | -5.3 | 1.4e-07 | -0.07 | 1.00 | 0.00 | FALSE |
6 | GTEx | Artery Aorta | IGHMBP2 | 0.32 | 0.32 | lasso | 5 | 0.36 | 5.1e-21 | 5.0 | 5.9 | 3.1e-09 | 0.05 | 1.00 | 0.00 | FALSE |
7 | GTEx | Artery Aorta | ORAOV1 | 0.13 | 0.07 | lasso | 3 | 0.04 | 2.0e-03 | 6.0 | 5.4 | 6.6e-08 | 0.00 | 0.02 | 0.94 | TRUE |
8 | GTEx | Artery Aorta | C11orf24 | 0.29 | 0.17 | lasso | 4 | 0.15 | 7.7e-09 | -5.5 | 5.3 | 9.9e-08 | -0.08 | 1.00 | 0.00 | FALSE |
9 | GTEx | Artery Tibial | IGHMBP2 | 0.31 | 0.16 | enet | 24 | 0.25 | 3.0e-19 | 6.7 | 6.5 | 7.9e-11 | 0.05 | 1.00 | 0.00 | FALSE |
10 | GTEx | Artery Tibial | C11orf24 | 0.13 | 0.08 | lasso | 3 | 0.06 | 1.5e-05 | -5.8 | 6.2 | 5.2e-10 | -0.08 | 0.84 | 0.01 | TRUE |
11 | GTEx | Artery Tibial | RAD9A | 0.39 | 0.26 | lasso | 2 | 0.24 | 3.5e-19 | -12.7 | -12.8 | 2.7e-37 | 1.00 | 0.00 | 1.00 | FALSE |
12 | GTEx | Brain Caudate basal ganglia | IGHMBP2 | 0.31 | 0.25 | lasso | 5 | 0.30 | 2.0e-09 | 5.4 | 5.5 | 4.8e-08 | 0.04 | 0.75 | 0.01 | FALSE |
13 | GTEx | Brain Cerebellar Hemisphere | IGHMBP2 | 0.23 | 0.22 | lasso | 3 | 0.16 | 8.4e-05 | 5.1 | 5.6 | 2.3e-08 | 0.02 | 0.20 | 0.06 | FALSE |
14 | GTEx | Brain Cerebellum | MRGPRF | 0.17 | 0.19 | lasso | 4 | 0.14 | 5.1e-05 | -6.8 | -6.8 | 9.7e-12 | 0.05 | 0.14 | 0.27 | FALSE |
15 | GTEx | Brain Nucleus accumbens basal ganglia | IGHMBP2 | 0.37 | 0.08 | enet | 46 | 0.12 | 5.6e-04 | 4.8 | 5.5 | 3.5e-08 | 0.06 | 0.26 | 0.07 | TRUE |
16 | GTEx | Breast Mammary Tissue | IGHMBP2 | 0.49 | 0.47 | enet | 28 | 0.50 | 8.1e-29 | 5.1 | 6.3 | 2.6e-10 | 0.04 | 1.00 | 0.00 | FALSE |
17 | GTEx | Cells EBV-transformed lymphocytes | IGHMBP2 | 0.54 | 0.62 | enet | 27 | 0.64 | 2.0e-26 | 4.9 | 5.5 | 3.2e-08 | 0.06 | 1.00 | 0.00 | FALSE |
18 | GTEx | Cells Transformed fibroblasts | IGHMBP2 | 0.27 | 0.37 | enet | 10 | 0.37 | 5.0e-29 | 5.1 | 5.8 | 7.4e-09 | 0.05 | 1.00 | 0.00 | FALSE |
19 | GTEx | Cells Transformed fibroblasts | RAD9A | 0.24 | 0.16 | lasso | 3 | 0.16 | 3.6e-12 | -12.7 | -10.2 | 2.3e-24 | 0.92 | 0.00 | 1.00 | FALSE |
20 | GTEx | Colon Sigmoid | C11orf24 | 0.46 | 0.17 | enet | 37 | 0.25 | 3.3e-09 | -5.5 | 6.0 | 1.5e-09 | -0.02 | 0.71 | 0.02 | FALSE |
21 | GTEx | Colon Transverse | RAD9A | 0.40 | 0.16 | lasso | 8 | 0.16 | 7.2e-08 | -12.7 | -9.3 | 1.1e-20 | 0.88 | 0.00 | 1.00 | FALSE |
22 | GTEx | Esophagus Mucosa | IGHMBP2 | 0.37 | 0.47 | enet | 33 | 0.49 | 1.8e-36 | 5.1 | 5.2 | 2.3e-07 | 0.05 | 1.00 | 0.00 | FALSE |
23 | GTEx | Esophagus Muscularis | TCIRG1 | 0.10 | 0.09 | lasso | 2 | 0.06 | 8.7e-05 | -5.0 | 8.6 | 1.2e-17 | -0.43 | 0.20 | 0.07 | FALSE |
24 | GTEx | Esophagus Muscularis | IGHMBP2 | 0.12 | 0.06 | enet | 17 | 0.06 | 9.4e-05 | 5.0 | 8.0 | 1.1e-15 | 0.05 | 0.57 | 0.34 | FALSE |
25 | GTEx | Esophagus Muscularis | C11orf24 | 0.10 | 0.10 | lasso | 1 | 0.08 | 1.5e-05 | -5.8 | 5.8 | 8.6e-09 | -0.08 | 0.82 | 0.01 | FALSE |
26 | GTEx | Esophagus Muscularis | RAD9A | 0.25 | 0.26 | lasso | 2 | 0.26 | 6.2e-16 | -12.7 | -12.9 | 6.6e-38 | 0.99 | 0.00 | 1.00 | TRUE |
27 | GTEx | Esophagus Muscularis | MRGPRF | 0.09 | 0.01 | lasso | 3 | 0.01 | 1.3e-01 | -8.2 | 9.5 | 2.5e-21 | 0.02 | 0.02 | 0.85 | FALSE |
28 | GTEx | Heart Atrial Appendage | IGHMBP2 | 0.26 | 0.27 | lasso | 4 | 0.26 | 3.9e-12 | 5.4 | 6.0 | 1.7e-09 | 0.03 | 1.00 | 0.00 | FALSE |
29 | GTEx | Heart Atrial Appendage | C11orf24 | 0.23 | 0.18 | lasso | 8 | 0.16 | 8.7e-08 | -5.8 | 5.2 | 1.6e-07 | -0.08 | 0.95 | 0.00 | FALSE |
30 | GTEx | Heart Left Ventricle | C11orf24 | 0.21 | 0.21 | lasso | 2 | 0.20 | 4.8e-11 | -5.5 | 5.5 | 4.7e-08 | -0.07 | 1.00 | 0.00 | FALSE |
31 | GTEx | Liver | CDK2AP2 | 0.30 | -0.01 | lasso | 7 | -0.01 | 4.9e-01 | -2.3 | -5.9 | 3.2e-09 | 0.46 | 0.02 | 0.47 | FALSE |
32 | GTEx | Lung | IGHMBP2 | 0.40 | 0.51 | lasso | 6 | 0.50 | 3.7e-44 | 5.1 | 5.2 | 2.3e-07 | 0.06 | 1.00 | 0.00 | FALSE |
33 | GTEx | Muscle Skeletal | IGHMBP2 | 0.23 | 0.11 | lasso | 5 | 0.14 | 4.3e-14 | 5.1 | 5.5 | 3.8e-08 | 0.07 | 1.00 | 0.00 | FALSE |
34 | GTEx | Muscle Skeletal | RAD9A | 0.12 | 0.02 | lasso | 4 | 0.03 | 4.2e-04 | -12.7 | -8.7 | 5.2e-18 | 0.83 | 0.00 | 0.99 | FALSE |
35 | GTEx | Nerve Tibial | IGHMBP2 | 0.45 | 0.47 | enet | 44 | 0.48 | 2.0e-38 | 5.1 | 6.2 | 6.3e-10 | 0.04 | 1.00 | 0.00 | TRUE |
36 | GTEx | Nerve Tibial | C11orf24 | 0.67 | 0.65 | enet | 7 | 0.65 | 6.9e-60 | -5.8 | 5.2 | 1.6e-07 | -0.07 | 1.00 | 0.00 | FALSE |
37 | GTEx | Nerve Tibial | RAD9A | 0.53 | 0.24 | lasso | 10 | 0.23 | 5.6e-16 | -12.7 | -12.5 | 5.0e-36 | 0.99 | 0.00 | 1.00 | FALSE |
38 | GTEx | Nerve Tibial | MRPL21 | 0.52 | 0.62 | lasso | 4 | 0.61 | 7.7e-54 | 5.1 | -5.2 | 2.6e-07 | -0.06 | 1.00 | 0.00 | TRUE |
39 | GTEx | Ovary | MRPL21 | 0.38 | 0.36 | lasso | 3 | 0.29 | 7.5e-08 | 5.1 | -5.2 | 2.1e-07 | -0.05 | 0.83 | 0.01 | FALSE |
40 | GTEx | Pancreas | MRPL21 | 0.13 | 0.17 | lasso | 6 | 0.17 | 1.2e-07 | 5.0 | -5.2 | 1.9e-07 | -0.06 | 0.95 | 0.00 | FALSE |
41 | GTEx | Pituitary | IGHMBP2 | 0.46 | 0.40 | lasso | 14 | 0.34 | 2.0e-09 | 5.1 | 5.1 | 3.0e-07 | 0.06 | 0.98 | 0.00 | FALSE |
42 | GTEx | Skin Not Sun Exposed Suprapubic | IGHMBP2 | 0.44 | 0.37 | lasso | 7 | 0.43 | 1.9e-25 | 5.1 | 5.8 | 8.8e-09 | 0.05 | 1.00 | 0.00 | FALSE |
43 | GTEx | Skin Sun Exposed Lower leg | UNC93B1 | 0.11 | 0.03 | lasso | 2 | 0.04 | 6.4e-04 | -2.3 | 6.2 | 4.7e-10 | 0.06 | 0.17 | 0.15 | FALSE |
44 | GTEx | Skin Sun Exposed Lower leg | IGHMBP2 | 0.35 | 0.38 | lasso | 6 | 0.38 | 6.1e-33 | 5.1 | 5.6 | 1.7e-08 | 0.05 | 1.00 | 0.00 | FALSE |
45 | GTEx | Skin Sun Exposed Lower leg | LRP5 | 0.13 | 0.05 | lasso | 5 | 0.07 | 1.2e-06 | -6.0 | -6.2 | 5.1e-10 | 0.14 | 0.79 | 0.01 | FALSE |
46 | GTEx | Stomach | IGHMBP2 | 0.15 | 0.06 | enet | 14 | 0.03 | 9.1e-03 | 5.1 | 5.7 | 9.7e-09 | 0.07 | 0.72 | 0.02 | FALSE |
47 | GTEx | Testis | RAD9A | 0.72 | 0.50 | lasso | 4 | 0.49 | 1.1e-24 | -12.7 | -12.6 | 1.9e-36 | 1.00 | 0.00 | 1.00 | FALSE |
48 | GTEx | Thyroid | CPT1A | 0.05 | 0.02 | lasso | 3 | 0.01 | 3.3e-02 | -5.0 | 5.4 | 7.9e-08 | -0.01 | 0.35 | 0.19 | FALSE |
49 | GTEx | Thyroid | IGHMBP2 | 0.32 | 0.40 | enet | 23 | 0.42 | 5.7e-35 | 5.1 | 5.9 | 3.4e-09 | 0.05 | 1.00 | 0.00 | FALSE |
50 | GTEx | Thyroid | RAD9A | 0.27 | 0.07 | lasso | 6 | 0.20 | 1.8e-15 | -12.7 | -6.3 | 2.5e-10 | 0.70 | 0.00 | 1.00 | FALSE |
51 | GTEx | Vagina | C11orf24 | 0.24 | 0.04 | lasso | 9 | 0.08 | 5.8e-03 | -1.7 | 6.5 | 7.4e-11 | -0.19 | 0.08 | 0.11 | FALSE |
52 | GTEx | Whole Blood | IGHMBP2 | 0.44 | 0.49 | enet | 16 | 0.51 | 1.3e-54 | 4.9 | 5.5 | 2.8e-08 | 0.05 | 1.00 | 0.00 | FALSE |
53 | GTEx | Whole Blood | MRPL21 | 0.17 | 0.12 | enet | 21 | 0.12 | 2.5e-11 | 5.1 | -5.2 | 2.3e-07 | -0.05 | 1.00 | 0.00 | TRUE |
54 | METSIM | Adipose | IGHMBP2 | 0.21 | 0.31 | enet | 28 | 0.33 | 3.8e-50 | 4.9 | 5.7 | 1.2e-08 | 0.04 | 1.00 | 0.00 | FALSE |
55 | METSIM | Adipose | MTL5 | 0.07 | 0.04 | bslmm | 420 | 0.04 | 2.7e-06 | 5.3 | 6.3 | 3.1e-10 | 0.01 | 0.99 | 0.00 | FALSE |
56 | NTR | Blood | IGHMBP2 | 0.02 | 0.02 | lasso | 7 | 0.02 | 5.9e-06 | 5.0 | 5.2 | 1.7e-07 | 0.06 | 0.99 | 0.00 | FALSE |
57 | NTR | Blood | MRPL21 | 0.06 | 0.07 | enet | 19 | 0.07 | 7.0e-23 | 4.9 | -6.0 | 2.1e-09 | -0.03 | 1.00 | 0.00 | FALSE |
58 | ROSMAP | Brain Pre-frontal Cortex | GAL | 0.21 | 0.17 | bslmm | 393 | 0.17 | 1.5e-21 | -6.9 | -7.8 | 7.9e-15 | -0.02 | 1.00 | 0.00 | FALSE |
59 | ROSMAP | Brain Pre-frontal Cortex | PPP6R3 | 0.04 | 0.01 | blup | 421 | 0.02 | 3.2e-04 | -9.4 | 10.1 | 9.1e-24 | -0.03 | 0.13 | 0.86 | FALSE |
60 | ROSMAP | Brain Pre-frontal Cortex | IGHMBP2 | 0.19 | 0.19 | enet | 17 | 0.20 | 3.9e-25 | 5.1 | 5.6 | 2.3e-08 | 0.07 | 1.00 | 0.00 | FALSE |
61 | ROSMAP | Brain Pre-frontal Cortex | CDK2AP2 | 0.03 | 0.02 | enet | 11 | 0.03 | 1.6e-04 | -2.5 | 6.3 | 3.4e-10 | -0.48 | 0.27 | 0.60 | FALSE |
62 | ROSMAP | Brain Pre-frontal Cortex | RAD9A | 0.34 | 0.17 | enet | 21 | 0.20 | 1.1e-25 | -12.7 | -10.5 | 1.1e-25 | 0.89 | 0.00 | 1.00 | FALSE |
63 | YFS | Blood | IGHMBP2 | 0.23 | 0.41 | enet | 31 | 0.42 | 1.2e-150 | 5.1 | 5.5 | 3.7e-08 | 0.06 | 1.00 | 0.00 | FALSE |
64 | YFS | Blood | MRPL21 | 0.14 | 0.18 | enet | 38 | 0.19 | 3.6e-60 | 5.1 | -5.3 | 1.2e-07 | -0.05 | 1.00 | 0.00 | FALSE |
65 | YFS | Blood | MTL5 | 0.05 | 0.03 | blup | 422 | 0.03 | 2.1e-11 | -3.8 | 7.2 | 7.5e-13 | -0.04 | 1.00 | 0.00 | FALSE |
66 | YFS | Blood | RAD9A | 0.08 | 0.02 | lasso | 7 | 0.04 | 5.4e-12 | -12.7 | -7.5 | 9.3e-14 | 0.78 | 0.00 | 1.00 | FALSE |
67 | The Cancer Genome Atlas | Bladder Urothelial Carcinoma | MRPL21 | 0.07 | 0.06 | blup | 45 | 0.07 | 1.4e-06 | 5.0 | -5.7 | 1.5e-08 | -0.05 | 0.54 | 0.45 | FALSE |
68 | The Cancer Genome Atlas | Breast Invasive Carcinoma | IGHMBP2 | 0.06 | 0.07 | blup | 60 | 0.08 | 1.6e-16 | 5.1 | 5.5 | 2.9e-08 | 0.07 | 0.04 | 0.96 | TRUE |
69 | The Cancer Genome Atlas | Breast Invasive Carcinoma | MRPL21 | 0.10 | 0.17 | blup | 45 | 0.17 | 1.2e-33 | 5.1 | -5.3 | 1.4e-07 | -0.06 | 0.98 | 0.02 | FALSE |
70 | The Cancer Genome Atlas | Colon Adenocarcinoma | MRPL21 | 0.23 | 0.30 | blup | 45 | 0.32 | 4.8e-19 | 5.0 | -5.4 | 8.2e-08 | -0.05 | 0.98 | 0.02 | FALSE |
71 | The Cancer Genome Atlas | Glioblastoma Multiforme | IGHMBP2 | 0.35 | 0.16 | blup | 60 | 0.20 | 1.4e-06 | 4.8 | 5.9 | 4.0e-09 | 0.04 | 0.05 | 0.94 | FALSE |
72 | The Cancer Genome Atlas | Kidney Renal Clear Cell Carcinoma | IGHMBP2 | 0.21 | 0.22 | lasso | 5 | 0.22 | 2.2e-24 | 5.1 | 5.3 | 9.9e-08 | 0.07 | 0.05 | 0.95 | FALSE |
73 | The Cancer Genome Atlas | Kidney Renal Clear Cell Carcinoma | SAPS3 | 0.04 | 0.02 | blup | 84 | 0.04 | 2.5e-05 | -7.8 | 10.4 | 2.5e-25 | 0.00 | 0.12 | 0.88 | TRUE |
74 | The Cancer Genome Atlas | Kidney Renal Papillary Cell Carcinoma | IGHMBP2 | 0.27 | 0.30 | blup | 60 | 0.32 | 1.1e-18 | 4.9 | 5.2 | 2.4e-07 | 0.05 | 0.07 | 0.93 | FALSE |
75 | The Cancer Genome Atlas | Brain Lower Grade Glioma | IGHMBP2 | 0.30 | 0.16 | lasso | 6 | 0.18 | 5.9e-20 | 4.8 | 5.7 | 9.9e-09 | 0.06 | 0.08 | 0.91 | FALSE |
76 | The Cancer Genome Atlas | Liver Hepatocellular Carcinoma | IGHMBP2 | 0.15 | 0.03 | blup | 60 | 0.08 | 1.4e-04 | 5.7 | 5.4 | 6.1e-08 | 0.07 | 0.01 | 0.98 | FALSE |
77 | The Cancer Genome Atlas | Liver Hepatocellular Carcinoma | MRPL21 | 0.11 | 0.07 | enet | 3 | 0.07 | 2.9e-04 | 5.1 | -5.2 | 2.6e-07 | -0.07 | 0.22 | 0.69 | FALSE |
78 | The Cancer Genome Atlas | Lung Adenocarcinoma | IGHMBP2 | 0.11 | 0.14 | blup | 60 | 0.17 | 3.1e-19 | 4.9 | 5.5 | 3.0e-08 | 0.06 | 0.05 | 0.95 | FALSE |
79 | The Cancer Genome Atlas | Lung Squamous Cell Carcinoma | MRPL21 | 0.12 | 0.19 | blup | 45 | 0.20 | 8.2e-22 | 5.0 | -5.2 | 1.8e-07 | -0.06 | 0.99 | 0.01 | FALSE |
80 | The Cancer Genome Atlas | Pancreatic Adenocarcinoma | IGHMBP2 | 0.18 | 0.18 | lasso | 4 | 0.19 | 1.9e-08 | 4.8 | 5.2 | 2.1e-07 | 0.06 | 0.05 | 0.95 | FALSE |
81 | The Cancer Genome Atlas | Pancreatic Adenocarcinoma | MRPL21 | 0.43 | 0.39 | enet | 17 | 0.39 | 1.1e-17 | 5.1 | -5.5 | 5.1e-08 | -0.06 | 0.98 | 0.02 | FALSE |
82 | The Cancer Genome Atlas | Pheochromocytoma and Paraganglioma | IGHMBP2 | 0.24 | 0.18 | blup | 60 | 0.20 | 1.4e-08 | -4.4 | 5.5 | 3.9e-08 | 0.06 | 0.33 | 0.59 | FALSE |
83 | The Cancer Genome Atlas | Pheochromocytoma and Paraganglioma | MTL5 | 0.09 | 0.01 | blup | 69 | 0.04 | 1.0e-02 | -5.3 | 5.9 | 3.4e-09 | -0.02 | 0.02 | 0.33 | FALSE |
84 | The Cancer Genome Atlas | Prostate Adenocarcinoma | IGHMBP2 | 0.18 | 0.09 | enet | 10 | 0.17 | 1.2e-17 | 4.8 | 6.0 | 2.5e-09 | 0.04 | 0.07 | 0.93 | FALSE |
85 | The Cancer Genome Atlas | Rectum Adenocarcinoma | IGHMBP2 | 0.30 | 0.20 | enet | 9 | 0.26 | 9.9e-07 | 5.3 | 5.8 | 7.5e-09 | 0.05 | 0.03 | 0.93 | FALSE |
86 | The Cancer Genome Atlas | Soft Tissue Sarcoma | IGHMBP2 | 0.10 | 0.09 | blup | 60 | 0.09 | 4.1e-06 | 4.8 | 6.1 | 1.1e-09 | 0.04 | 0.03 | 0.96 | TRUE |
87 | The Cancer Genome Atlas | Stomach Adenocarcinoma | IGHMBP2 | 0.06 | 0.06 | lasso | 4 | 0.06 | 7.5e-05 | 4.8 | 5.2 | 1.7e-07 | 0.04 | 0.02 | 0.97 | FALSE |
88 | The Cancer Genome Atlas | Testicular Germ Cell Tumors | IGHMBP2 | 0.30 | 0.27 | blup | 60 | 0.22 | 2.8e-08 | 5.1 | 5.2 | 1.7e-07 | 0.05 | 0.05 | 0.94 | FALSE |
89 | The Cancer Genome Atlas | Testicular Germ Cell Tumors | MRPL21 | 0.21 | 0.28 | enet | 14 | 0.26 | 7.6e-10 | 4.8 | -5.1 | 2.9e-07 | -0.07 | 0.97 | 0.02 | FALSE |
90 | The Cancer Genome Atlas | Thyroid Carcinoma | CCND1 | 0.05 | 0.03 | lasso | 2 | 0.02 | 8.8e-03 | -5.7 | 5.5 | 4.1e-08 | 0.00 | 0.03 | 0.12 | TRUE |
91 | The Cancer Genome Atlas | Thyroid Carcinoma | IGHMBP2 | 0.20 | 0.20 | blup | 60 | 0.22 | 1.1e-20 | 5.1 | 5.5 | 3.8e-08 | 0.06 | 0.04 | 0.96 | FALSE |
92 | The Cancer Genome Atlas | Uterine Corpus Endometrial Carcinoma | MRPL21 | 0.19 | 0.10 | lasso | 3 | 0.14 | 1.2e-04 | 5.0 | -5.4 | 5.3e-08 | -0.06 | 0.12 | 0.74 | FALSE |