Best TWAS P=1.41e-11 · Best GWAS P=1.06e-11 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 | SMPD2 | 0.14 | 0.10 | lasso | 10 | 0.12 | 2.3e-10 | -5.7 | -5.2 | 1.7e-07 | 0.81 | 0.61 | 0.39 | FALSE |
2 | GTEx | Adipose Subcutaneous | AK9 | 0.12 | 0.09 | lasso | 7 | 0.10 | 2.1e-08 | -5.9 | 5.2 | 1.6e-07 | -0.91 | 0.16 | 0.83 | FALSE |
3 | GTEx | Adipose Visceral Omentum | AK9 | 0.10 | 0.02 | enet | 27 | 0.04 | 2.7e-03 | -5.4 | 5.6 | 2.7e-08 | -0.90 | 0.14 | 0.81 | FALSE |
4 | GTEx | Adipose Visceral Omentum | RP11-425D10.10 | 0.16 | 0.10 | lasso | 6 | 0.06 | 7.2e-04 | -5.9 | -5.8 | 5.1e-09 | 0.95 | 0.07 | 0.88 | FALSE |
5 | GTEx | Artery Aorta | SMPD2 | 0.10 | 0.04 | enet | 11 | 0.03 | 1.5e-02 | -5.9 | -6.2 | 5.4e-10 | 0.92 | 0.03 | 0.96 | FALSE |
6 | GTEx | Artery Tibial | MICAL1 | 0.08 | 0.02 | lasso | 3 | 0.01 | 6.5e-02 | -6.6 | -6.7 | 2.8e-11 | 0.98 | 0.02 | 0.95 | FALSE |
7 | GTEx | Artery Tibial | AK9 | 0.13 | 0.12 | enet | 18 | 0.13 | 3.5e-10 | -5.9 | 5.8 | 7.2e-09 | -0.95 | 0.29 | 0.71 | FALSE |
8 | GTEx | Artery Tibial | RP11-425D10.10 | 0.10 | 0.10 | lasso | 4 | 0.10 | 3.9e-08 | -6.6 | -6.8 | 1.4e-11 | 0.97 | 0.02 | 0.98 | TRUE |
9 | GTEx | Brain Caudate basal ganglia | AK9 | 0.20 | 0.16 | enet | 16 | 0.17 | 1.1e-05 | -5.5 | 5.6 | 1.9e-08 | -0.91 | 0.16 | 0.77 | FALSE |
10 | GTEx | Brain Cerebellar Hemisphere | AK9 | 0.24 | 0.17 | lasso | 3 | 0.11 | 1.0e-03 | -5.9 | 5.7 | 1.2e-08 | -0.96 | 0.17 | 0.51 | FALSE |
11 | GTEx | Breast Mammary Tissue | SMPD2 | 0.14 | 0.09 | lasso | 5 | 0.05 | 2.2e-03 | -5.7 | -6.0 | 2.2e-09 | 0.87 | 0.13 | 0.75 | FALSE |
12 | GTEx | Breast Mammary Tissue | AK9 | 0.17 | 0.13 | enet | 19 | 0.13 | 4.0e-07 | -5.9 | 5.4 | 5.6e-08 | -0.91 | 0.02 | 0.98 | FALSE |
13 | GTEx | Breast Mammary Tissue | RP11-425D10.10 | 0.12 | 0.12 | lasso | 1 | 0.08 | 5.1e-05 | -5.9 | -5.9 | 3.5e-09 | 0.97 | 0.04 | 0.95 | FALSE |
14 | GTEx | Breast Mammary Tissue (Male) | SMPD2 | 0.14 | 0.04 | lasso | 4 | 0.07 | 9.4e-03 | 4.0 | -5.5 | 3.3e-08 | 0.81 | 0.10 | 0.38 | FALSE |
15 | GTEx | Breast Mammary Tissue (Male) | AK9 | 0.10 | 0.03 | lasso | 3 | -0.01 | 5.4e-01 | -5.9 | 6.3 | 2.3e-10 | -0.97 | 0.03 | 0.56 | FALSE |
16 | GTEx | Breast Mammary Tissue (Female) | AK9 | 0.12 | 0.15 | lasso | 1 | 0.12 | 1.9e-04 | -5.9 | 5.9 | 3.5e-09 | -0.97 | 0.06 | 0.62 | FALSE |
17 | GTEx | Breast Mammary Tissue (Female) | RP11-425D10.10 | 0.14 | 0.04 | lasso | 10 | 0.02 | 6.5e-02 | -6.8 | -6.6 | 5.4e-11 | 0.98 | 0.03 | 0.53 | FALSE |
18 | GTEx | Cells EBV-transformed lymphocytes | AK9 | 0.32 | 0.13 | lasso | 7 | 0.25 | 1.2e-08 | -5.5 | 5.2 | 1.7e-07 | -0.88 | 0.26 | 0.74 | FALSE |
19 | GTEx | Cells Transformed fibroblasts | SMPD2 | 0.20 | 0.13 | lasso | 9 | 0.15 | 3.1e-11 | -5.7 | -5.7 | 9.3e-09 | 0.90 | 0.93 | 0.07 | FALSE |
20 | GTEx | Colon Sigmoid | FIG4 | 0.17 | 0.11 | lasso | 9 | 0.03 | 3.7e-02 | -6.7 | 6.2 | 5.6e-10 | -0.92 | 0.02 | 0.90 | FALSE |
21 | GTEx | Colon Sigmoid | AK9 | 0.13 | 0.06 | enet | 32 | 0.13 | 3.1e-05 | -6.7 | 5.6 | 2.2e-08 | -0.82 | 0.04 | 0.91 | FALSE |
22 | GTEx | Colon Transverse | SMPD2 | 0.19 | 0.25 | lasso | 5 | 0.24 | 1.1e-11 | -5.7 | -5.8 | 6.0e-09 | 0.85 | 0.24 | 0.76 | FALSE |
23 | GTEx | Colon Transverse | RP11-425D10.10 | 0.12 | 0.13 | enet | 21 | 0.14 | 2.2e-07 | -6.7 | -6.6 | 5.2e-11 | 0.97 | 0.03 | 0.97 | FALSE |
24 | GTEx | Esophagus Mucosa | SMPD2 | 0.17 | 0.20 | lasso | 10 | 0.22 | 2.2e-14 | -6.7 | -6.7 | 2.8e-11 | 0.98 | 0.02 | 0.98 | FALSE |
25 | GTEx | Esophagus Mucosa | AK9 | 0.11 | 0.06 | lasso | 13 | 0.04 | 6.0e-04 | -5.5 | 5.5 | 4.8e-08 | -0.90 | 0.04 | 0.95 | FALSE |
26 | GTEx | Esophagus Mucosa | RP11-425D10.10 | 0.09 | 0.13 | lasso | 5 | 0.12 | 1.1e-08 | -5.9 | -5.9 | 4.0e-09 | 0.97 | 0.16 | 0.84 | FALSE |
27 | GTEx | Esophagus Muscularis | CD164 | 0.04 | 0.02 | enet | 6 | 0.01 | 1.0e-01 | -5.7 | -6.0 | 2.7e-09 | 0.95 | 0.05 | 0.80 | FALSE |
28 | GTEx | Heart Atrial Appendage | RP11-425D10.10 | 0.12 | 0.11 | lasso | 5 | 0.07 | 4.0e-04 | -5.9 | -5.4 | 7.0e-08 | 0.91 | 0.08 | 0.88 | FALSE |
29 | GTEx | Heart Left Ventricle | RP11-425D10.10 | 0.13 | 0.04 | enet | 34 | 0.03 | 9.2e-03 | -5.9 | -5.3 | 9.4e-08 | 0.73 | 0.02 | 0.94 | FALSE |
30 | GTEx | Lung | SMPD2 | 0.10 | 0.12 | lasso | 2 | 0.10 | 7.5e-08 | -5.7 | -5.7 | 1.5e-08 | 0.85 | 0.71 | 0.29 | FALSE |
31 | GTEx | Lung | RP11-425D10.10 | 0.10 | 0.08 | enet | 24 | 0.07 | 6.4e-06 | -6.8 | -5.5 | 3.6e-08 | 0.92 | 0.02 | 0.98 | FALSE |
32 | GTEx | Ovary | RP11-425D10.10 | 0.15 | 0.10 | lasso | 5 | 0.02 | 9.0e-02 | -5.9 | -6.3 | 3.6e-10 | 0.99 | 0.03 | 0.88 | FALSE |
33 | GTEx | Pancreas | SMPD2 | 0.09 | 0.07 | lasso | 3 | 0.08 | 2.1e-04 | -5.7 | -5.7 | 1.3e-08 | 0.85 | 0.10 | 0.73 | FALSE |
34 | GTEx | Skin Not Sun Exposed Suprapubic | SMPD2 | 0.27 | 0.15 | lasso | 10 | 0.17 | 1.6e-09 | -5.9 | -6.2 | 5.3e-10 | 0.94 | 0.11 | 0.89 | FALSE |
35 | GTEx | Skin Not Sun Exposed Suprapubic | RP11-425D10.10 | 0.20 | 0.27 | lasso | 5 | 0.27 | 5.5e-15 | -5.9 | -6.0 | 1.9e-09 | 0.98 | 0.36 | 0.64 | FALSE |
36 | GTEx | Skin Sun Exposed Lower leg | SMPD2 | 0.19 | 0.19 | lasso | 12 | 0.24 | 1.6e-19 | -5.5 | -6.2 | 6.1e-10 | 0.96 | 0.46 | 0.54 | FALSE |
37 | GTEx | Skin Sun Exposed Lower leg | AK9 | 0.14 | 0.12 | lasso | 3 | 0.14 | 1.9e-11 | -5.9 | 5.3 | 1.1e-07 | -0.93 | 0.48 | 0.52 | FALSE |
38 | GTEx | Skin Sun Exposed Lower leg | RP11-425D10.10 | 0.19 | 0.23 | enet | 18 | 0.23 | 3.4e-19 | -5.9 | -5.9 | 4.4e-09 | 0.95 | 0.75 | 0.25 | FALSE |
39 | GTEx | Small Intestine Terminal Ileum | RP11-425D10.10 | 0.16 | 0.07 | lasso | 9 | 0.06 | 1.5e-02 | -6.7 | -6.2 | 5.6e-10 | 0.93 | 0.03 | 0.70 | FALSE |
40 | GTEx | Stomach | RP11-425D10.10 | 0.25 | 0.10 | lasso | 6 | 0.09 | 3.0e-05 | -6.5 | -5.6 | 1.9e-08 | 0.82 | 0.03 | 0.97 | FALSE |
41 | GTEx | Testis | ZBTB24 | 0.11 | 0.11 | lasso | 4 | 0.10 | 4.9e-05 | -5.9 | 5.8 | 7.7e-09 | -0.94 | 0.24 | 0.68 | FALSE |
42 | GTEx | Testis | SMPD2 | 0.28 | 0.18 | lasso | 7 | 0.17 | 7.6e-08 | -5.7 | -6.2 | 5.1e-10 | 0.88 | 0.09 | 0.91 | FALSE |
43 | GTEx | Thyroid | AK9 | 0.11 | 0.08 | enet | 22 | 0.13 | 1.9e-10 | -6.7 | 5.8 | 8.6e-09 | -0.92 | 0.02 | 0.98 | FALSE |
44 | GTEx | Vagina | RP11-425D10.10 | 0.42 | 0.22 | lasso | 19 | 0.17 | 9.0e-05 | -5.9 | -6.2 | 4.3e-10 | 0.98 | 0.03 | 0.94 | FALSE |
45 | GTEx | Whole Blood | SMPD2 | 0.15 | 0.16 | lasso | 8 | 0.15 | 1.0e-13 | -5.7 | -5.7 | 9.2e-09 | 0.88 | 0.91 | 0.09 | FALSE |
46 | GTEx | Whole Blood | RP11-425D10.10 | 0.04 | 0.03 | enet | 16 | 0.03 | 6.2e-04 | -5.4 | -6.1 | 9.8e-10 | 0.96 | 0.04 | 0.95 | FALSE |
47 | METSIM | Adipose | AK9 | 0.05 | 0.03 | lasso | 6 | 0.02 | 1.0e-04 | -5.9 | 5.9 | 4.4e-09 | -0.95 | 0.03 | 0.97 | FALSE |
48 | METSIM | Adipose | SMPD2 | 0.06 | 0.08 | enet | 14 | 0.08 | 2.0e-12 | -5.7 | -6.2 | 5.1e-10 | 0.89 | 0.32 | 0.68 | FALSE |
49 | ROSMAP | Brain Pre-frontal Cortex | FIG4 | 0.14 | 0.13 | lasso | 6 | 0.14 | 3.8e-17 | -3.6 | 5.2 | 2.0e-07 | -0.76 | 0.86 | 0.14 | FALSE |
50 | YFS | Blood | SMPD2 | 0.06 | 0.08 | lasso | 7 | 0.08 | 2.5e-24 | -5.7 | -5.9 | 2.8e-09 | 0.86 | 0.16 | 0.84 | FALSE |
51 | The Cancer Genome Atlas | Bladder Urothelial Carcinoma | AKD1 | 0.08 | 0.06 | blup | 114 | 0.05 | 4.7e-05 | -5.4 | 5.6 | 2.6e-08 | -0.87 | 0.06 | 0.93 | FALSE |
52 | The Cancer Genome Atlas | Bladder Urothelial Carcinoma | SMPD2 | 0.04 | 0.04 | blup | 43 | 0.05 | 3.9e-05 | -6.7 | -6.4 | 1.2e-10 | 0.97 | 0.01 | 0.98 | FALSE |
53 | The Cancer Genome Atlas | Breast Invasive Carcinoma | AKD1 | 0.02 | 0.02 | blup | 122 | 0.03 | 1.0e-06 | -5.4 | 5.5 | 4.5e-08 | -0.89 | 0.04 | 0.96 | FALSE |
54 | The Cancer Genome Atlas | Breast Invasive Carcinoma | SMPD2 | 0.04 | 0.07 | lasso | 4 | 0.07 | 8.8e-14 | -5.7 | -6.0 | 2.7e-09 | 0.86 | 0.10 | 0.90 | FALSE |
55 | The Cancer Genome Atlas | Cervical Squamous Cell Carcinoma | SMPD2 | 0.07 | 0.08 | blup | 45 | 0.07 | 2.3e-04 | -5.7 | -6.2 | 5.8e-10 | 0.92 | 0.04 | 0.91 | FALSE |
56 | The Cancer Genome Atlas | Colon Adenocarcinoma | SMPD2 | 0.17 | 0.14 | lasso | 4 | 0.14 | 2.3e-08 | -5.3 | -5.5 | 4.2e-08 | 0.80 | 0.29 | 0.71 | FALSE |
57 | The Cancer Genome Atlas | Esophageal Carcinoma | SMPD2 | 0.12 | 0.09 | blup | 41 | 0.07 | 2.6e-03 | -6.8 | -6.7 | 2.3e-11 | 0.99 | 0.01 | 0.90 | FALSE |
58 | The Cancer Genome Atlas | Glioblastoma Multiforme | SMPD2 | 0.18 | 0.08 | enet | 17 | 0.11 | 2.5e-04 | -5.3 | -5.6 | 1.8e-08 | 0.72 | 0.03 | 0.63 | FALSE |
59 | The Cancer Genome Atlas | Head and Neck Squamous Cell Carcinoma | AKD1 | 0.07 | 0.06 | blup | 116 | 0.06 | 4.2e-07 | -6.7 | 6.0 | 2.4e-09 | -0.93 | 0.02 | 0.98 | FALSE |
60 | The Cancer Genome Atlas | Head and Neck Squamous Cell Carcinoma | SMPD2 | 0.09 | 0.09 | blup | 42 | 0.10 | 2.1e-11 | -6.5 | -5.8 | 8.9e-09 | 0.76 | 0.05 | 0.95 | FALSE |
61 | The Cancer Genome Atlas | Kidney Renal Clear Cell Carcinoma | AKD1 | 0.11 | 0.08 | lasso | 5 | 0.10 | 5.8e-11 | -6.6 | 6.0 | 2.7e-09 | -0.91 | 0.02 | 0.98 | FALSE |
62 | The Cancer Genome Atlas | Kidney Renal Clear Cell Carcinoma | SMPD2 | 0.05 | 0.07 | lasso | 4 | 0.06 | 9.6e-08 | -5.3 | -6.0 | 1.7e-09 | 0.85 | 0.07 | 0.93 | FALSE |
63 | The Cancer Genome Atlas | Kidney Renal Papillary Cell Carcinoma | AKD1 | 0.11 | 0.06 | lasso | 3 | 0.06 | 2.7e-04 | -5.4 | 5.5 | 4.0e-08 | -0.91 | 0.04 | 0.96 | FALSE |
64 | The Cancer Genome Atlas | Kidney Renal Papillary Cell Carcinoma | SMPD2 | 0.12 | 0.15 | enet | 6 | 0.14 | 3.8e-08 | -5.7 | -5.7 | 1.5e-08 | 0.85 | 0.17 | 0.83 | FALSE |
65 | The Cancer Genome Atlas | Brain Lower Grade Glioma | AKD1 | 0.12 | 0.11 | lasso | 6 | 0.12 | 9.8e-14 | -5.5 | 5.4 | 6.4e-08 | -0.91 | 0.34 | 0.66 | FALSE |
66 | The Cancer Genome Atlas | Brain Lower Grade Glioma | FIG4 | 0.05 | 0.02 | blup | 92 | 0.02 | 1.0e-03 | -5.7 | 5.6 | 1.8e-08 | -0.81 | 0.01 | 0.99 | FALSE |
67 | The Cancer Genome Atlas | Brain Lower Grade Glioma | MICAL1 | 0.08 | 0.11 | lasso | 4 | 0.12 | 1.8e-13 | -5.3 | 5.4 | 7.4e-08 | -0.82 | 0.31 | 0.69 | FALSE |
68 | The Cancer Genome Atlas | Brain Lower Grade Glioma | ZBTB24 | 0.04 | 0.05 | lasso | 4 | 0.04 | 7.8e-06 | -6.6 | 6.4 | 1.2e-10 | -0.97 | 0.01 | 0.99 | FALSE |
69 | The Cancer Genome Atlas | Liver Hepatocellular Carcinoma | PPIL6 | 0.07 | 0.03 | blup | 53 | 0.02 | 5.8e-02 | -5.7 | 6.7 | 2.8e-11 | -0.94 | 0.02 | 0.57 | FALSE |
70 | The Cancer Genome Atlas | Lung Adenocarcinoma | AKD1 | 0.05 | 0.03 | blup | 122 | 0.04 | 1.3e-05 | -5.8 | 5.9 | 3.4e-09 | -0.93 | 0.02 | 0.98 | FALSE |
71 | The Cancer Genome Atlas | Lung Adenocarcinoma | SMPD2 | 0.06 | 0.09 | enet | 11 | 0.08 | 4.7e-10 | -5.7 | -5.7 | 1.1e-08 | 0.86 | 0.09 | 0.91 | FALSE |
72 | The Cancer Genome Atlas | Lung Squamous Cell Carcinoma | AKD1 | 0.06 | 0.07 | lasso | 4 | 0.05 | 2.8e-06 | -5.7 | 5.3 | 8.7e-08 | -0.88 | 0.28 | 0.72 | FALSE |
73 | The Cancer Genome Atlas | Lung Squamous Cell Carcinoma | SMPD2 | 0.04 | 0.06 | blup | 45 | 0.06 | 8.9e-08 | -6.5 | -6.1 | 8.8e-10 | 0.91 | 0.04 | 0.96 | FALSE |
74 | The Cancer Genome Atlas | Ovarian Serous Cystadenocarcinoma | AKD1 | 0.04 | 0.03 | blup | 114 | 0.03 | 4.7e-03 | -5.5 | 5.3 | 9.0e-08 | -0.89 | 0.07 | 0.51 | FALSE |
75 | The Cancer Genome Atlas | Pancreatic Adenocarcinoma | SMPD2 | 0.08 | 0.07 | lasso | 3 | 0.05 | 3.3e-03 | -5.7 | -5.7 | 1.5e-08 | 0.85 | 0.04 | 0.82 | FALSE |
76 | The Cancer Genome Atlas | Pheochromocytoma and Paraganglioma | SMPD2 | 0.10 | 0.04 | lasso | 2 | 0.07 | 1.2e-03 | -5.3 | -5.9 | 3.9e-09 | 0.73 | 0.02 | 0.52 | FALSE |
77 | The Cancer Genome Atlas | Prostate Adenocarcinoma | SMPD2 | 0.08 | 0.13 | lasso | 3 | 0.13 | 2.4e-13 | -5.7 | -5.7 | 1.5e-08 | 0.85 | 0.72 | 0.28 | FALSE |
78 | The Cancer Genome Atlas | Rectum Adenocarcinoma | AKD1 | 0.26 | 0.12 | blup | 114 | 0.18 | 6.5e-05 | 3.5 | 5.3 | 8.6e-08 | -0.82 | 0.12 | 0.62 | FALSE |
79 | The Cancer Genome Atlas | Rectum Adenocarcinoma | SMPD2 | 0.13 | 0.08 | lasso | 2 | 0.06 | 1.5e-02 | -5.7 | -5.7 | 1.5e-08 | 0.85 | 0.01 | 0.38 | FALSE |
80 | The Cancer Genome Atlas | Stomach Adenocarcinoma | AKD1 | 0.03 | 0.03 | blup | 121 | 0.02 | 6.3e-03 | -6.6 | 5.6 | 2.2e-08 | -0.92 | 0.02 | 0.83 | FALSE |
81 | The Cancer Genome Atlas | Stomach Adenocarcinoma | SMPD2 | 0.07 | 0.07 | blup | 44 | 0.08 | 3.4e-06 | -6.6 | -6.4 | 1.6e-10 | 0.96 | 0.02 | 0.98 | FALSE |
82 | The Cancer Genome Atlas | Testicular Germ Cell Tumors | SMPD2 | 0.23 | 0.13 | lasso | 5 | 0.17 | 1.4e-06 | -5.9 | -6.1 | 1.1e-09 | 0.91 | 0.02 | 0.98 | FALSE |
83 | The Cancer Genome Atlas | Thyroid Carcinoma | AKD1 | 0.24 | 0.18 | enet | 21 | 0.26 | 2.5e-25 | -5.4 | 5.5 | 2.9e-08 | -0.87 | 0.04 | 0.96 | FALSE |
84 | The Cancer Genome Atlas | Thyroid Carcinoma | CD164 | 0.03 | 0.01 | blup | 49 | 0.01 | 2.1e-02 | -5.7 | -5.3 | 9.5e-08 | 0.82 | 0.03 | 0.64 | FALSE |
85 | The Cancer Genome Atlas | Thyroid Carcinoma | SMPD2 | 0.15 | 0.17 | enet | 14 | 0.18 | 9.4e-18 | -5.7 | -5.5 | 3.2e-08 | 0.73 | 0.22 | 0.78 | FALSE |