Best TWAS P=5.29e-23 · Best GWAS P=1.42e-25 conditioned to 0.0038
# | 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 | ATP13A2 | 0.08 | 0.06 | lasso | 5 | 0.08 | 6.9e-10 | 5.1 | 5.3 | 1.4e-07 | 0.02 | 0.19 | 0.81 | FALSE |
2 | CommonMind | Brain Pre-frontal Cortex | CASP9 | 0.09 | 0.07 | lasso | 2 | 0.07 | 2.3e-09 | -7.0 | -6.4 | 1.2e-10 | -0.02 | 1.00 | 0.00 | FALSE |
3 | CommonMind | Brain Pre-frontal Cortex | FAM131C | 0.21 | 0.14 | lasso | 10 | 0.16 | 2.0e-19 | 6.1 | -6.4 | 1.8e-10 | -0.53 | 1.00 | 0.00 | FALSE |
4 | CommonMind | Brain Pre-frontal Cortex | HSPB7 | 0.18 | 0.16 | lasso | 11 | 0.15 | 3.1e-18 | -5.8 | -7.4 | 1.3e-13 | -0.61 | 1.00 | 0.00 | FALSE |
5 | GTEx | Adipose Subcutaneous | CROCC | 0.18 | 0.15 | enet | 24 | 0.19 | 2.9e-15 | -3.7 | -5.2 | 1.6e-07 | -0.03 | 0.96 | 0.03 | FALSE |
6 | GTEx | Adipose Subcutaneous | CASP9 | 0.11 | 0.12 | enet | 17 | 0.11 | 2.9e-09 | -7.0 | 6.9 | 5.0e-12 | 0.01 | 1.00 | 0.00 | FALSE |
7 | GTEx | Adrenal Gland | CROCC | 0.16 | 0.00 | lasso | 3 | 0.00 | 2.1e-01 | -4.1 | -5.3 | 9.5e-08 | -0.04 | 0.03 | 0.66 | FALSE |
8 | GTEx | Artery Aorta | CASP9 | 0.13 | 0.02 | lasso | 5 | 0.03 | 1.4e-02 | 5.4 | 5.7 | 1.3e-08 | 0.06 | 0.20 | 0.27 | FALSE |
9 | GTEx | Artery Coronary | CASP9 | 0.15 | 0.12 | lasso | 11 | 0.04 | 1.8e-02 | -6.3 | 6.9 | 4.7e-12 | 0.04 | 0.40 | 0.03 | FALSE |
10 | GTEx | Artery Tibial | MFAP2 | 0.15 | 0.06 | enet | 20 | 0.07 | 2.3e-06 | -4.7 | 5.2 | 1.7e-07 | 0.04 | 0.30 | 0.68 | FALSE |
11 | GTEx | Artery Tibial | MST1L | 0.21 | 0.08 | lasso | 6 | 0.12 | 5.0e-10 | -3.7 | -5.2 | 2.2e-07 | -0.02 | 0.40 | 0.59 | FALSE |
12 | GTEx | Brain Cerebellum | MST1L | 0.21 | 0.13 | lasso | 2 | 0.09 | 1.7e-03 | 5.2 | -5.2 | 2.2e-07 | -0.04 | 0.07 | 0.53 | FALSE |
13 | GTEx | Breast Mammary Tissue | CASP9 | 0.14 | 0.15 | lasso | 11 | 0.14 | 7.2e-08 | -7.1 | 7.0 | 1.7e-12 | 0.03 | 0.99 | 0.00 | FALSE |
14 | GTEx | Breast Mammary Tissue (Male) | CASP9 | 0.09 | 0.03 | lasso | 4 | 0.04 | 4.9e-02 | -6.6 | 6.6 | 3.9e-11 | 0.03 | 0.08 | 0.05 | FALSE |
15 | GTEx | Breast Mammary Tissue (Female) | CASP9 | 0.16 | 0.12 | lasso | 15 | 0.09 | 1.3e-03 | 5.3 | 6.5 | 9.9e-11 | 0.05 | 0.13 | 0.11 | FALSE |
16 | GTEx | Cells EBV-transformed lymphocytes | MST1L | 0.31 | 0.10 | lasso | 6 | 0.14 | 2.2e-05 | -5.4 | -5.8 | 7.1e-09 | 0.00 | 0.08 | 0.88 | FALSE |
17 | GTEx | Cells Transformed fibroblasts | CASP9 | 0.23 | 0.14 | lasso | 10 | 0.14 | 1.5e-10 | 5.3 | 5.2 | 1.5e-07 | 0.06 | 1.00 | 0.00 | FALSE |
18 | GTEx | Cells Transformed fibroblasts | HSPB7 | 0.10 | 0.10 | lasso | 3 | 0.07 | 2.9e-06 | 8.9 | -9.3 | 1.2e-20 | -0.73 | 0.38 | 0.59 | FALSE |
19 | GTEx | Cells Transformed fibroblasts | RP11-169K16.9 | 0.09 | 0.04 | lasso | 3 | 0.03 | 1.6e-03 | -5.0 | 6.2 | 4.3e-10 | 0.41 | 0.36 | 0.02 | FALSE |
20 | GTEx | Colon Sigmoid | CASP9 | 0.21 | -0.01 | enet | 40 | 0.01 | 1.1e-01 | -7.0 | 6.9 | 5.2e-12 | 0.25 | 0.28 | 0.19 | FALSE |
21 | GTEx | Esophagus Mucosa | CROCC | 0.14 | 0.08 | enet | 18 | 0.14 | 9.5e-10 | -4.7 | -5.7 | 9.8e-09 | -0.03 | 0.02 | 0.98 | FALSE |
22 | GTEx | Esophagus Mucosa | CASP9 | 0.17 | 0.10 | enet | 25 | 0.16 | 1.0e-10 | -7.1 | 6.6 | 3.9e-11 | 0.02 | 1.00 | 0.00 | FALSE |
23 | GTEx | Esophagus Mucosa | NBPF1 | 0.17 | 0.09 | enet | 27 | 0.12 | 1.5e-08 | -5.5 | -5.5 | 3.8e-08 | -0.02 | 0.41 | 0.59 | FALSE |
24 | GTEx | Esophagus Muscularis | CASP9 | 0.16 | 0.15 | lasso | 5 | 0.14 | 6.7e-09 | -7.0 | 6.9 | 3.9e-12 | 0.02 | 1.00 | 0.00 | FALSE |
25 | GTEx | Heart Atrial Appendage | CASP9 | 0.25 | 0.21 | enet | 16 | 0.25 | 2.1e-11 | -7.1 | 7.1 | 1.3e-12 | 0.04 | 1.00 | 0.00 | FALSE |
26 | GTEx | Heart Atrial Appendage | MST1P2 | 0.20 | 0.09 | lasso | 4 | 0.09 | 6.7e-05 | -4.5 | 5.2 | 1.7e-07 | 0.04 | 0.15 | 0.74 | FALSE |
27 | GTEx | Heart Left Ventricle | CASP9 | 0.22 | 0.13 | enet | 30 | 0.21 | 2.3e-11 | -7.1 | 7.1 | 1.2e-12 | 0.04 | 1.00 | 0.00 | FALSE |
28 | GTEx | Liver | CASP9 | 0.46 | 0.19 | lasso | 9 | 0.22 | 1.1e-06 | -7.1 | 6.3 | 2.3e-10 | 0.00 | 0.52 | 0.03 | FALSE |
29 | GTEx | Liver | MST1P2 | 0.20 | 0.14 | lasso | 4 | 0.10 | 7.6e-04 | 5.2 | 5.7 | 1.1e-08 | 0.02 | 0.06 | 0.66 | FALSE |
30 | GTEx | Lung | MFAP2 | 0.09 | 0.08 | enet | 19 | 0.06 | 1.3e-05 | -4.9 | 5.8 | 6.3e-09 | 0.03 | 0.19 | 0.79 | FALSE |
31 | GTEx | Lung | CASP9 | 0.16 | 0.10 | enet | 28 | 0.11 | 4.9e-09 | -7.0 | 6.3 | 2.8e-10 | -0.03 | 1.00 | 0.00 | FALSE |
32 | GTEx | Muscle Skeletal | PLEKHM2 | 0.08 | 0.06 | lasso | 2 | 0.04 | 2.1e-04 | -6.1 | 5.5 | 3.7e-08 | 0.03 | 0.66 | 0.02 | FALSE |
33 | GTEx | Muscle Skeletal | PADI2 | 0.03 | 0.03 | lasso | 2 | 0.03 | 4.6e-04 | -5.4 | -5.6 | 2.7e-08 | -0.02 | 0.02 | 0.97 | FALSE |
34 | GTEx | Muscle Skeletal | CASP9 | 0.07 | 0.05 | lasso | 5 | 0.07 | 4.5e-07 | 5.2 | 6.8 | 1.4e-11 | 0.05 | 0.98 | 0.00 | FALSE |
35 | GTEx | Nerve Tibial | MFAP2 | 0.09 | 0.06 | lasso | 3 | 0.07 | 9.7e-06 | 5.0 | 5.3 | 9.6e-08 | 0.02 | 0.19 | 0.80 | FALSE |
36 | GTEx | Nerve Tibial | CASP9 | 0.09 | 0.09 | lasso | 12 | 0.03 | 1.6e-03 | -7.1 | 7.1 | 1.7e-12 | 0.02 | 0.94 | 0.00 | FALSE |
37 | GTEx | Ovary | CASP9 | 0.33 | 0.07 | lasso | 7 | 0.06 | 1.4e-02 | -7.0 | 7.0 | 1.9e-12 | 0.11 | 0.15 | 0.18 | FALSE |
38 | GTEx | Pancreas | CASP9 | 0.26 | 0.16 | lasso | 8 | 0.17 | 1.6e-07 | -7.2 | 7.6 | 3.8e-14 | 0.05 | 0.98 | 0.00 | TRUE |
39 | GTEx | Prostate | CASP9 | 0.30 | 0.03 | lasso | 14 | 0.03 | 6.3e-02 | -7.0 | 6.6 | 3.4e-11 | 0.05 | 0.18 | 0.05 | FALSE |
40 | GTEx | Skin Not Sun Exposed Suprapubic | MST1P2 | 0.14 | 0.03 | lasso | 4 | 0.01 | 5.0e-02 | 5.1 | 5.3 | 1.4e-07 | 0.03 | 0.09 | 0.38 | FALSE |
41 | GTEx | Skin Not Sun Exposed Suprapubic | NBPF1 | 0.08 | 0.02 | lasso | 3 | 0.00 | 2.8e-01 | -4.8 | -5.4 | 7.6e-08 | -0.04 | 0.16 | 0.20 | FALSE |
42 | GTEx | Skin Sun Exposed Lower leg | CROCC | 0.19 | 0.13 | enet | 30 | 0.21 | 3.4e-17 | -4.1 | -5.8 | 6.7e-09 | -0.04 | 0.88 | 0.11 | FALSE |
43 | GTEx | Skin Sun Exposed Lower leg | NBPF1 | 0.14 | 0.04 | lasso | 7 | 0.05 | 2.9e-05 | -3.7 | -5.2 | 1.6e-07 | -0.03 | 0.95 | 0.04 | FALSE |
44 | GTEx | Small Intestine Terminal Ileum | CROCC | 0.32 | 0.07 | lasso | 14 | 0.18 | 7.9e-05 | -4.1 | -5.2 | 2.2e-07 | -0.04 | 0.04 | 0.58 | FALSE |
45 | GTEx | Spleen | CASP9 | 0.34 | 0.24 | lasso | 4 | 0.22 | 3.0e-06 | -6.7 | 6.8 | 1.3e-11 | 0.03 | 0.72 | 0.02 | FALSE |
46 | GTEx | Stomach | CASP9 | 0.24 | 0.06 | enet | 14 | 0.11 | 9.4e-06 | -7.0 | 5.4 | 8.1e-08 | -0.04 | 0.95 | 0.00 | FALSE |
47 | GTEx | Stomach | NBPF1 | 0.09 | 0.01 | lasso | 2 | 0.00 | 4.0e-01 | -5.5 | -5.7 | 1.1e-08 | -0.05 | 0.07 | 0.13 | FALSE |
48 | GTEx | Testis | CROCC | 0.18 | 0.03 | lasso | 4 | 0.04 | 1.0e-02 | 5.2 | -6.3 | 3.8e-10 | -0.05 | 0.03 | 0.74 | TRUE |
49 | GTEx | Testis | DNAJC16 | 0.20 | 0.03 | enet | 24 | 0.04 | 6.0e-03 | -6.1 | 6.7 | 1.7e-11 | 0.12 | 0.23 | 0.04 | FALSE |
50 | GTEx | Thyroid | HSPB7 | 0.17 | 0.12 | lasso | 6 | 0.15 | 9.8e-12 | -5.8 | -7.1 | 9.3e-13 | -0.60 | 1.00 | 0.00 | FALSE |
51 | GTEx | Thyroid | MST1P2 | 0.18 | 0.11 | lasso | 9 | 0.13 | 2.7e-10 | 5.1 | 5.2 | 1.6e-07 | 0.00 | 0.16 | 0.83 | FALSE |
52 | GTEx | Uterus | CASP9 | 0.48 | 0.19 | lasso | 7 | 0.22 | 2.5e-05 | -7.0 | 6.0 | 1.9e-09 | -0.01 | 0.49 | 0.03 | FALSE |
53 | GTEx | Whole Blood | MST1P2 | 0.05 | 0.02 | enet | 14 | 0.04 | 1.8e-04 | -3.7 | 5.7 | 1.0e-08 | 0.14 | 0.05 | 0.92 | FALSE |
54 | GTEx | Whole Blood | MST1L | 0.08 | 0.02 | enet | 12 | 0.04 | 6.3e-05 | -4.1 | -5.9 | 4.8e-09 | 0.00 | 0.15 | 0.83 | FALSE |
55 | METSIM | Adipose | PLEKHM2 | 0.06 | 0.06 | lasso | 6 | 0.06 | 6.3e-10 | -6.3 | 5.8 | 7.4e-09 | 0.03 | 1.00 | 0.00 | FALSE |
56 | ROSMAP | Brain Pre-frontal Cortex | DNAJC16 | 0.07 | 0.02 | bslmm | 516 | 0.03 | 3.0e-05 | 5.3 | 6.1 | 1.2e-09 | 0.07 | 0.90 | 0.00 | FALSE |
57 | ROSMAP | Brain Pre-frontal Cortex | HSPB7 | 0.18 | 0.18 | lasso | 9 | 0.20 | 2.2e-25 | -5.7 | -7.1 | 1.2e-12 | -0.57 | 1.00 | 0.00 | FALSE |
58 | ROSMAP | Brain Pre-frontal Cortex | FAM131C | 0.09 | 0.08 | enet | 13 | 0.06 | 4.3e-08 | 6.1 | -7.5 | 6.9e-14 | -0.58 | 1.00 | 0.00 | FALSE |
59 | ROSMAP | Brain Pre-frontal Cortex | CLCNKA | 0.16 | 0.18 | enet | 15 | 0.21 | 1.4e-26 | 7.0 | -7.5 | 6.1e-14 | -0.64 | 1.00 | 0.00 | FALSE |
60 | ROSMAP | Brain Pre-frontal Cortex | NBPF1 | 0.39 | 0.08 | enet | 47 | 0.18 | 4.0e-22 | -2.4 | -5.2 | 2.0e-07 | -0.01 | 1.00 | 0.00 | FALSE |
61 | ROSMAP | Brain Pre-frontal Cortex | RP11-169K16.7 | 0.07 | 0.07 | lasso | 6 | 0.06 | 1.4e-08 | -7.1 | 6.6 | 3.7e-11 | 0.48 | 1.00 | 0.00 | FALSE |
62 | The Cancer Genome Atlas | Bladder Urothelial Carcinoma | CASP9 | 0.05 | 0.05 | blup | 52 | 0.06 | 6.7e-06 | -6.6 | 7.2 | 6.6e-13 | 0.03 | 0.02 | 0.98 | FALSE |
63 | The Cancer Genome Atlas | Bladder Urothelial Carcinoma | CROCC | 0.09 | 0.04 | lasso | 4 | 0.06 | 1.3e-05 | -4.1 | -5.2 | 2.5e-07 | -0.02 | 0.03 | 0.95 | FALSE |
64 | The Cancer Genome Atlas | Breast Invasive Carcinoma | ATP13A2 | 0.05 | 0.00 | enet | 1 | 0.01 | 1.6e-02 | -5.1 | 5.1 | 2.8e-07 | 0.01 | 0.01 | 0.38 | FALSE |
65 | The Cancer Genome Atlas | Colon Adenocarcinoma | ATP13A2 | 0.11 | 0.04 | blup | 54 | 0.08 | 3.4e-05 | 5.0 | 6.1 | 8.4e-10 | 0.05 | 0.02 | 0.92 | FALSE |
66 | The Cancer Genome Atlas | Colon Adenocarcinoma | CLCNKA | 0.06 | 0.02 | blup | 62 | 0.03 | 9.8e-03 | -4.4 | 6.4 | 1.7e-10 | 0.56 | 0.05 | 0.12 | FALSE |
67 | The Cancer Genome Atlas | Kidney Renal Clear Cell Carcinoma | CASP9 | 0.06 | 0.04 | blup | 51 | 0.05 | 7.3e-06 | 5.6 | 5.9 | 3.0e-09 | 0.02 | 0.14 | 0.78 | FALSE |
68 | The Cancer Genome Atlas | Kidney Renal Papillary Cell Carcinoma | CASP9 | 0.09 | 0.06 | enet | 19 | 0.08 | 2.6e-05 | 5.3 | 6.5 | 1.0e-10 | 0.05 | 0.06 | 0.93 | FALSE |
69 | The Cancer Genome Atlas | Brain Lower Grade Glioma | AGMAT | 0.07 | 0.07 | lasso | 2 | 0.07 | 5.4e-08 | 5.3 | 5.3 | 1.4e-07 | 0.06 | 0.98 | 0.01 | FALSE |
70 | The Cancer Genome Atlas | Brain Lower Grade Glioma | CASP9 | 0.03 | 0.04 | blup | 52 | 0.04 | 1.4e-05 | 5.3 | 6.8 | 1.3e-11 | 0.04 | 0.07 | 0.88 | FALSE |
71 | The Cancer Genome Atlas | Brain Lower Grade Glioma | CLCNKA | 0.02 | 0.02 | blup | 63 | 0.01 | 2.2e-02 | 7.0 | -6.4 | 1.4e-10 | -0.60 | 0.08 | 0.29 | FALSE |
72 | The Cancer Genome Atlas | Brain Lower Grade Glioma | FAM131C | 0.17 | 0.06 | enet | 26 | 0.10 | 6.0e-12 | -5.3 | -5.6 | 2.2e-08 | -0.50 | 0.93 | 0.07 | FALSE |
73 | The Cancer Genome Atlas | Brain Lower Grade Glioma | SDHB | 0.03 | 0.02 | blup | 99 | 0.02 | 1.3e-03 | -4.5 | 6.0 | 2.7e-09 | 0.04 | 0.06 | 0.71 | FALSE |
74 | The Cancer Genome Atlas | Lung Adenocarcinoma | HSPB7 | 0.08 | 0.04 | lasso | 3 | 0.06 | 8.0e-08 | 9.1 | -9.9 | 5.3e-23 | -0.82 | 0.06 | 0.94 | TRUE |
75 | The Cancer Genome Atlas | Lung Squamous Cell Carcinoma | CASP9 | 0.03 | 0.02 | enet | 10 | 0.01 | 2.2e-02 | 5.3 | 5.5 | 4.1e-08 | 0.05 | 0.13 | 0.31 | FALSE |
76 | The Cancer Genome Atlas | Lung Squamous Cell Carcinoma | MST1P9 | 0.04 | 0.02 | lasso | 5 | 0.02 | 1.0e-03 | -5.4 | -5.6 | 2.2e-08 | 0.00 | 0.00 | 0.97 | FALSE |
77 | The Cancer Genome Atlas | Pancreatic Adenocarcinoma | CASP9 | 0.12 | 0.02 | blup | 52 | 0.05 | 3.6e-03 | 5.3 | 5.9 | 4.0e-09 | 0.03 | 0.03 | 0.55 | FALSE |
78 | The Cancer Genome Atlas | Pancreatic Adenocarcinoma | FAM131C | 0.11 | 0.09 | lasso | 4 | 0.06 | 1.8e-03 | 7.0 | -7.0 | 1.9e-12 | -0.60 | 0.03 | 0.20 | FALSE |
79 | The Cancer Genome Atlas | Prostate Adenocarcinoma | CASP9 | 0.20 | 0.18 | blup | 52 | 0.20 | 1.2e-20 | -7.0 | 7.0 | 3.5e-12 | 0.02 | 0.01 | 0.99 | FALSE |
80 | The Cancer Genome Atlas | Prostate Adenocarcinoma | CLCNKA | 0.22 | 0.28 | lasso | 10 | 0.28 | 7.8e-30 | -5.7 | 5.5 | 4.1e-08 | 0.48 | 1.00 | 0.00 | FALSE |
81 | The Cancer Genome Atlas | Prostate Adenocarcinoma | CLCNKB | 0.03 | 0.03 | lasso | 2 | 0.01 | 1.1e-02 | 9.1 | 8.7 | 2.5e-18 | 0.75 | 0.04 | 0.04 | FALSE |
82 | The Cancer Genome Atlas | Prostate Adenocarcinoma | MST1P9 | 0.13 | 0.09 | lasso | 6 | 0.11 | 3.3e-11 | 5.1 | -5.5 | 4.0e-08 | -0.02 | 0.01 | 0.99 | FALSE |
83 | The Cancer Genome Atlas | Soft Tissue Sarcoma | CASP9 | 0.05 | 0.02 | blup | 52 | 0.02 | 1.2e-02 | 5.3 | 6.6 | 3.2e-11 | 0.04 | 0.02 | 0.67 | FALSE |
84 | The Cancer Genome Atlas | Soft Tissue Sarcoma | SDHB | 0.06 | 0.03 | blup | 99 | 0.02 | 2.1e-02 | -5.4 | 5.7 | 1.1e-08 | 0.02 | 0.04 | 0.40 | FALSE |
85 | The Cancer Genome Atlas | Skin Cutaneous Melanoma | SPEN | 0.18 | 0.03 | blup | 71 | 0.00 | 3.7e-01 | 7.9 | -7.0 | 1.8e-12 | -0.62 | 0.01 | 0.56 | FALSE |
86 | The Cancer Genome Atlas | Testicular Germ Cell Tumors | CLCNKA | 0.21 | 0.14 | blup | 63 | 0.18 | 5.2e-07 | -5.7 | -6.5 | 9.9e-11 | -0.54 | 0.67 | 0.15 | FALSE |
87 | The Cancer Genome Atlas | Thyroid Carcinoma | CASP9 | 0.14 | 0.13 | lasso | 3 | 0.15 | 8.8e-15 | 5.3 | 6.4 | 1.4e-10 | 0.05 | 0.92 | 0.08 | FALSE |
88 | The Cancer Genome Atlas | Thyroid Carcinoma | CLCNKA | 0.09 | 0.11 | lasso | 4 | 0.10 | 9.2e-10 | 7.0 | -6.7 | 1.5e-11 | -0.60 | 0.97 | 0.03 | FALSE |
89 | The Cancer Genome Atlas | Thyroid Carcinoma | DNAJC16 | 0.09 | 0.07 | lasso | 2 | 0.06 | 1.4e-06 | 5.4 | 5.7 | 1.0e-08 | 0.05 | 0.82 | 0.16 | FALSE |
90 | The Cancer Genome Atlas | Thyroid Carcinoma | HSPB7 | 0.34 | 0.42 | enet | 15 | 0.46 | 6.7e-49 | -5.9 | -5.5 | 4.7e-08 | -0.50 | 1.00 | 0.00 | FALSE |