Best TWAS P=7.98e-22 · Best GWAS P=4.16e-39 conditioned to 5.69e-21
# | 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 | AAGAB | 0.06 | 0.05 | enet | 11 | 0.05 | 3.2e-07 | -5.2 | -6.3 | 2.4e-10 | 0.02 | 1.00 | 0.00 | FALSE |
2 | CommonMind | Brain Pre-frontal Cortex | DENND4A | 0.06 | 0.05 | enet | 18 | 0.05 | 7.1e-07 | 8.7 | 8.3 | 1.2e-16 | 0.06 | 0.03 | 0.97 | FALSE |
3 | CommonMind | Brain Pre-frontal Cortex | SLC24A1 | 0.05 | 0.03 | lasso | 7 | 0.03 | 3.0e-04 | 8.6 | 6.9 | 3.9e-12 | 0.04 | 0.04 | 0.95 | FALSE |
4 | CommonMind | Brain Pre-frontal Cortex | TIPIN | 0.21 | 0.22 | lasso | 11 | 0.22 | 5.3e-26 | -5.5 | -5.6 | 2.2e-08 | 0.02 | 1.00 | 0.00 | FALSE |
5 | GTEx | Adipose Subcutaneous | TIPIN | 0.34 | 0.38 | lasso | 9 | 0.38 | 2.7e-32 | -5.6 | -5.7 | 9.8e-09 | 0.01 | 1.00 | 0.00 | FALSE |
6 | GTEx | Adipose Subcutaneous | RPL9P25 | 0.15 | 0.04 | lasso | 7 | 0.06 | 6.0e-06 | -4.1 | -5.6 | 2.5e-08 | -0.01 | 0.58 | 0.02 | FALSE |
7 | GTEx | Adrenal Gland | TIPIN | 0.55 | 0.57 | enet | 23 | 0.57 | 1.0e-24 | -5.6 | -5.5 | 4.6e-08 | 0.01 | 1.00 | 0.00 | FALSE |
8 | GTEx | Artery Aorta | TIPIN | 0.44 | 0.38 | lasso | 9 | 0.40 | 8.8e-24 | -5.6 | -5.8 | 6.7e-09 | 0.01 | 1.00 | 0.00 | FALSE |
9 | GTEx | Artery Coronary | TIPIN | 0.35 | 0.20 | lasso | 10 | 0.25 | 5.2e-09 | -5.6 | -5.3 | 8.6e-08 | 0.02 | 1.00 | 0.00 | FALSE |
10 | GTEx | Artery Tibial | DENND4A | 0.05 | 0.01 | enet | 8 | 0.02 | 8.3e-03 | 7.6 | 8.6 | 6.8e-18 | 0.04 | 0.03 | 0.91 | TRUE |
11 | GTEx | Brain Caudate basal ganglia | TIPIN | 0.44 | 0.34 | enet | 8 | 0.34 | 1.5e-10 | -5.6 | -5.6 | 1.8e-08 | 0.03 | 0.99 | 0.00 | FALSE |
12 | GTEx | Brain Cerebellar Hemisphere | TIPIN | 0.27 | 0.23 | lasso | 10 | 0.20 | 5.7e-06 | -5.6 | -5.6 | 2.6e-08 | 0.01 | 0.54 | 0.03 | FALSE |
13 | GTEx | Brain Cerebellar Hemisphere | IGDCC4 | 0.19 | 0.12 | lasso | 7 | 0.10 | 1.2e-03 | 8.3 | -7.7 | 1.1e-14 | -0.05 | 0.04 | 0.90 | FALSE |
14 | GTEx | Brain Cerebellum | TIPIN | 0.32 | 0.15 | lasso | 7 | 0.14 | 8.3e-05 | -5.6 | -5.6 | 2.7e-08 | 0.01 | 0.76 | 0.01 | FALSE |
15 | GTEx | Brain Cerebellum | IGDCC4 | 0.28 | 0.27 | lasso | 5 | 0.24 | 9.6e-08 | 6.9 | -6.5 | 7.8e-11 | -0.04 | 0.16 | 0.80 | FALSE |
16 | GTEx | Brain Frontal Cortex BA9 | TIPIN | 0.28 | 0.28 | lasso | 7 | 0.26 | 1.4e-07 | -5.6 | -5.5 | 2.8e-08 | 0.01 | 0.86 | 0.01 | FALSE |
17 | GTEx | Brain Hippocampus | TIPIN | 0.36 | 0.18 | enet | 37 | 0.18 | 5.8e-05 | -5.6 | -6.3 | 3.7e-10 | 0.04 | 0.38 | 0.22 | TRUE |
18 | GTEx | Brain Hypothalamus | TIPIN | 0.41 | 0.34 | lasso | 9 | 0.35 | 3.8e-09 | -5.6 | -5.4 | 5.8e-08 | 0.01 | 0.96 | 0.00 | TRUE |
19 | GTEx | Brain Nucleus accumbens basal ganglia | SPG21 | 0.24 | 0.21 | lasso | 5 | 0.18 | 1.2e-05 | 5.3 | 5.2 | 2.1e-07 | 0.01 | 0.17 | 0.08 | FALSE |
20 | GTEx | Brain Nucleus accumbens basal ganglia | DENND4A | 0.16 | 0.09 | lasso | 4 | 0.06 | 8.8e-03 | 7.6 | 7.7 | 1.8e-14 | 0.02 | 0.07 | 0.38 | FALSE |
21 | GTEx | Brain Putamen basal ganglia | DIS3L | 0.37 | 0.01 | lasso | 4 | 0.02 | 1.4e-01 | -2.6 | -5.5 | 4.2e-08 | -0.29 | 0.04 | 0.38 | FALSE |
22 | GTEx | Breast Mammary Tissue | TIPIN | 0.35 | 0.30 | enet | 29 | 0.33 | 2.3e-17 | -5.6 | -6.4 | 1.6e-10 | -0.01 | 1.00 | 0.00 | FALSE |
23 | GTEx | Breast Mammary Tissue (Male) | TIPIN | 0.44 | 0.10 | lasso | 24 | 0.16 | 1.4e-04 | -5.6 | -9.6 | 8.0e-22 | -0.18 | 0.19 | 0.37 | TRUE |
24 | GTEx | Cells Transformed fibroblasts | TIPIN | 0.11 | 0.02 | lasso | 4 | 0.02 | 1.0e-02 | -4.1 | -5.7 | 1.5e-08 | 0.02 | 0.23 | 0.03 | FALSE |
25 | GTEx | Cells Transformed fibroblasts | DENND4A | 0.08 | 0.06 | lasso | 2 | 0.04 | 3.3e-04 | 8.3 | -8.3 | 7.2e-17 | -0.06 | 0.05 | 0.94 | FALSE |
26 | GTEx | Colon Sigmoid | TIPIN | 0.53 | 0.40 | lasso | 6 | 0.38 | 2.0e-14 | -5.5 | -5.7 | 9.5e-09 | 0.04 | 1.00 | 0.00 | FALSE |
27 | GTEx | Colon Transverse | TIPIN | 0.18 | 0.04 | lasso | 9 | 0.11 | 5.4e-06 | -4.1 | -5.6 | 1.7e-08 | 0.01 | 0.41 | 0.08 | FALSE |
28 | GTEx | Esophagus Muscularis | TIPIN | 0.41 | 0.31 | lasso | 13 | 0.37 | 8.6e-24 | -5.6 | -6.2 | 7.6e-10 | 0.01 | 1.00 | 0.00 | FALSE |
29 | GTEx | Heart Left Ventricle | TIPIN | 0.39 | 0.40 | lasso | 10 | 0.46 | 1.3e-26 | -5.6 | -6.2 | 6.0e-10 | 0.01 | 1.00 | 0.00 | FALSE |
30 | GTEx | Lung | TIPIN | 0.25 | 0.18 | enet | 24 | 0.18 | 1.8e-13 | -5.6 | -6.1 | 1.1e-09 | -0.01 | 1.00 | 0.00 | FALSE |
31 | GTEx | Muscle Skeletal | TIPIN | 0.16 | 0.10 | lasso | 6 | 0.14 | 3.9e-13 | -5.6 | -6.0 | 2.2e-09 | 0.02 | 1.00 | 0.00 | FALSE |
32 | GTEx | Muscle Skeletal | IGDCC4 | 0.03 | 0.01 | lasso | 2 | 0.02 | 9.2e-03 | 7.5 | -6.3 | 2.2e-10 | -0.03 | 0.10 | 0.68 | FALSE |
33 | GTEx | Muscle Skeletal | SMAD3 | 0.13 | 0.10 | enet | 8 | 0.10 | 4.2e-10 | 6.8 | 6.1 | 1.1e-09 | 0.03 | 1.00 | 0.00 | FALSE |
34 | GTEx | Muscle Skeletal | RP11-352G18.2 | 0.12 | 0.02 | enet | 7 | 0.11 | 3.6e-11 | -3.3 | 5.8 | 6.0e-09 | 0.02 | 0.99 | 0.00 | FALSE |
35 | GTEx | Nerve Tibial | TIPIN | 0.48 | 0.52 | lasso | 5 | 0.53 | 1.6e-43 | -5.6 | -5.6 | 2.8e-08 | 0.02 | 1.00 | 0.00 | FALSE |
36 | GTEx | Ovary | TIPIN | 0.65 | 0.29 | enet | 45 | 0.37 | 5.5e-10 | -5.6 | -6.2 | 4.6e-10 | 0.00 | 0.86 | 0.01 | FALSE |
37 | GTEx | Pancreas | TIPIN | 0.45 | 0.41 | enet | 29 | 0.41 | 1.1e-18 | -5.6 | -5.8 | 5.2e-09 | 0.02 | 1.00 | 0.00 | FALSE |
38 | GTEx | Pituitary | TIPIN | 0.61 | 0.56 | lasso | 11 | 0.56 | 1.2e-16 | -5.6 | -5.6 | 2.3e-08 | 0.01 | 1.00 | 0.00 | FALSE |
39 | GTEx | Prostate | TIPIN | 0.36 | 0.26 | lasso | 10 | 0.23 | 1.8e-06 | -5.6 | -5.5 | 2.9e-08 | 0.01 | 0.68 | 0.02 | FALSE |
40 | GTEx | Skin Not Sun Exposed Suprapubic | TIPIN | 0.40 | 0.39 | lasso | 5 | 0.39 | 5.7e-23 | -5.6 | -5.5 | 3.1e-08 | 0.03 | 1.00 | 0.00 | FALSE |
41 | GTEx | Skin Sun Exposed Lower leg | TIPIN | 0.31 | 0.35 | lasso | 10 | 0.36 | 1.2e-30 | -5.6 | -5.8 | 5.9e-09 | 0.02 | 1.00 | 0.00 | FALSE |
42 | GTEx | Skin Sun Exposed Lower leg | IGDCC4 | 0.05 | 0.00 | enet | 9 | 0.00 | 6.1e-01 | 3.5 | -5.2 | 2.6e-07 | -0.06 | 0.04 | 0.13 | FALSE |
43 | GTEx | Stomach | TIPIN | 0.43 | 0.22 | lasso | 15 | 0.22 | 8.2e-11 | -5.6 | -5.5 | 4.6e-08 | 0.03 | 1.00 | 0.00 | FALSE |
44 | GTEx | Testis | TIPIN | 0.37 | 0.35 | enet | 13 | 0.38 | 1.2e-17 | -5.6 | -5.5 | 3.8e-08 | 0.02 | 1.00 | 0.00 | FALSE |
45 | GTEx | Thyroid | TIPIN | 0.49 | 0.60 | lasso | 14 | 0.60 | 4.1e-57 | -5.6 | -5.7 | 1.5e-08 | 0.01 | 1.00 | 0.00 | FALSE |
46 | GTEx | Uterus | TIPIN | 0.44 | 0.35 | lasso | 14 | 0.31 | 3.5e-07 | -5.6 | -5.7 | 1.6e-08 | 0.01 | 0.58 | 0.02 | FALSE |
47 | GTEx | Vagina | TIPIN | 0.31 | 0.29 | enet | 26 | 0.25 | 1.7e-06 | -5.6 | -5.9 | 3.5e-09 | 0.03 | 0.71 | 0.02 | FALSE |
48 | GTEx | Whole Blood | ANKDD1A | 0.14 | 0.07 | enet | 33 | 0.06 | 4.6e-06 | 3.2 | 8.4 | 3.1e-17 | 0.07 | 0.96 | 0.02 | TRUE |
49 | METSIM | Adipose | TIPIN | 0.16 | 0.16 | blup | 524 | 0.16 | 1.7e-23 | -5.6 | -7.3 | 3.5e-13 | -0.05 | 1.00 | 0.00 | FALSE |
50 | NTR | Blood | USP3 | 0.02 | 0.02 | enet | 4 | 0.02 | 5.4e-07 | 8.2 | 8.3 | 1.3e-16 | -0.02 | 0.00 | 1.00 | TRUE |
51 | The Cancer Genome Atlas | Bladder Urothelial Carcinoma | DPP8 | 0.07 | 0.00 | enet | 9 | 0.03 | 2.9e-03 | -3.8 | -5.5 | 4.1e-08 | 0.02 | 0.03 | 0.10 | FALSE |
52 | The Cancer Genome Atlas | Bladder Urothelial Carcinoma | IQCH | 0.13 | 0.07 | blup | 112 | 0.10 | 5.2e-09 | -4.5 | 6.2 | 5.0e-10 | -0.03 | 0.08 | 0.92 | FALSE |
53 | The Cancer Genome Atlas | Breast Invasive Carcinoma | DENND4A | 0.01 | 0.01 | blup | 68 | 0.01 | 7.5e-03 | 7.2 | -7.6 | 2.8e-14 | -0.04 | 0.02 | 0.27 | FALSE |
54 | The Cancer Genome Atlas | Breast Invasive Carcinoma | DPP8 | 0.08 | 0.02 | lasso | 4 | 0.05 | 6.1e-10 | 7.6 | -7.4 | 1.3e-13 | -0.01 | 0.15 | 0.85 | FALSE |
55 | The Cancer Genome Atlas | Breast Invasive Carcinoma | IQCH | 0.06 | 0.05 | blup | 112 | 0.06 | 5.2e-12 | -6.0 | 5.6 | 2.2e-08 | -0.03 | 0.02 | 0.98 | FALSE |
56 | The Cancer Genome Atlas | Cervical Squamous Cell Carcinoma | PTPLAD1 | 0.09 | 0.06 | blup | 46 | 0.06 | 5.2e-04 | -4.8 | -5.8 | 8.6e-09 | 0.00 | 0.06 | 0.45 | FALSE |
57 | The Cancer Genome Atlas | Colon Adenocarcinoma | IQCH | 0.08 | 0.02 | blup | 111 | 0.05 | 4.2e-04 | -4.3 | 5.5 | 2.8e-08 | -0.03 | 0.06 | 0.87 | FALSE |
58 | The Cancer Genome Atlas | Glioblastoma Multiforme | DPP8 | 0.25 | 0.14 | enet | 6 | 0.12 | 1.8e-04 | -3.8 | -6.2 | 6.9e-10 | 0.00 | 0.03 | 0.16 | FALSE |
59 | The Cancer Genome Atlas | Glioblastoma Multiforme | TIPIN | 0.39 | 0.17 | enet | 15 | 0.22 | 1.9e-07 | -5.6 | -6.1 | 8.1e-10 | -0.02 | 0.01 | 0.98 | FALSE |
60 | The Cancer Genome Atlas | Head and Neck Squamous Cell Carcinoma | DENND4A | 0.04 | 0.01 | blup | 68 | 0.01 | 8.0e-03 | -3.7 | -6.7 | 2.8e-11 | -0.05 | 0.04 | 0.10 | FALSE |
61 | The Cancer Genome Atlas | Head and Neck Squamous Cell Carcinoma | PTPLAD1 | 0.05 | 0.01 | enet | 10 | 0.02 | 4.3e-03 | -3.4 | -6.6 | 3.0e-11 | -0.03 | 0.04 | 0.18 | FALSE |
62 | The Cancer Genome Atlas | Kidney Renal Clear Cell Carcinoma | DPP8 | 0.03 | 0.01 | blup | 53 | 0.01 | 8.4e-03 | 6.9 | -6.2 | 4.1e-10 | 0.01 | 0.03 | 0.55 | FALSE |
63 | The Cancer Genome Atlas | Kidney Renal Clear Cell Carcinoma | IQCH | 0.12 | 0.10 | enet | 22 | 0.12 | 4.0e-13 | -4.4 | 5.5 | 3.3e-08 | -0.03 | 0.98 | 0.02 | FALSE |
64 | The Cancer Genome Atlas | Kidney Renal Clear Cell Carcinoma | MAP2K1 | 0.13 | 0.12 | blup | 55 | 0.12 | 3.1e-13 | -5.5 | -5.7 | 1.0e-08 | 0.03 | 0.01 | 0.99 | FALSE |
65 | The Cancer Genome Atlas | Kidney Renal Papillary Cell Carcinoma | TIPIN | 0.15 | 0.18 | lasso | 8 | 0.18 | 2.7e-10 | -5.6 | -5.4 | 5.9e-08 | 0.02 | 0.01 | 0.99 | FALSE |
66 | The Cancer Genome Atlas | Brain Lower Grade Glioma | TIPIN | 0.21 | 0.23 | enet | 18 | 0.26 | 6.5e-29 | -5.6 | -5.3 | 1.1e-07 | 0.00 | 0.01 | 0.99 | FALSE |
67 | The Cancer Genome Atlas | Lung Adenocarcinoma | DPP8 | 0.07 | 0.01 | blup | 53 | 0.03 | 1.7e-04 | -3.6 | -5.9 | 4.2e-09 | 0.02 | 0.22 | 0.22 | FALSE |
68 | The Cancer Genome Atlas | Lung Adenocarcinoma | SMAD3 | 0.06 | 0.06 | lasso | 2 | 0.06 | 2.5e-07 | 7.0 | 6.6 | 5.5e-11 | 0.02 | 0.93 | 0.00 | TRUE |
69 | The Cancer Genome Atlas | Lung Adenocarcinoma | TIPIN | 0.03 | 0.03 | lasso | 4 | 0.03 | 1.9e-04 | -5.6 | -5.4 | 8.0e-08 | 0.01 | 0.01 | 0.91 | FALSE |
70 | The Cancer Genome Atlas | Ovarian Serous Cystadenocarcinoma | DENND4A | 0.04 | 0.02 | blup | 67 | 0.02 | 1.3e-02 | 7.6 | -8.5 | 1.7e-17 | -0.05 | 0.02 | 0.63 | FALSE |
71 | The Cancer Genome Atlas | Ovarian Serous Cystadenocarcinoma | DPP8 | 0.07 | 0.03 | blup | 53 | 0.01 | 5.4e-02 | -3.1 | -6.3 | 2.3e-10 | -0.05 | 0.01 | 0.22 | FALSE |
72 | The Cancer Genome Atlas | Pancreatic Adenocarcinoma | IQCH | 0.35 | 0.04 | blup | 112 | 0.12 | 1.5e-05 | -4.5 | 7.6 | 3.2e-14 | -0.03 | 0.06 | 0.88 | TRUE |
73 | The Cancer Genome Atlas | Pheochromocytoma and Paraganglioma | TIPIN | 0.40 | 0.39 | lasso | 9 | 0.39 | 9.9e-17 | -5.6 | -5.6 | 2.6e-08 | 0.01 | 0.01 | 0.99 | FALSE |
74 | The Cancer Genome Atlas | Prostate Adenocarcinoma | DPP8 | 0.08 | 0.08 | lasso | 4 | 0.07 | 1.6e-07 | 7.6 | -7.2 | 4.2e-13 | -0.01 | 0.78 | 0.22 | FALSE |
75 | The Cancer Genome Atlas | Prostate Adenocarcinoma | TIPIN | 0.33 | 0.36 | lasso | 10 | 0.36 | 1.3e-38 | -5.6 | -5.8 | 6.7e-09 | 0.02 | 0.01 | 0.99 | FALSE |
76 | The Cancer Genome Atlas | Rectum Adenocarcinoma | DENND4A | 0.17 | 0.08 | blup | 68 | 0.07 | 1.0e-02 | 7.6 | -7.2 | 6.1e-13 | -0.05 | 0.04 | 0.54 | FALSE |
77 | The Cancer Genome Atlas | Soft Tissue Sarcoma | DPP8 | 0.16 | 0.01 | blup | 53 | 0.03 | 9.7e-03 | -3.4 | -6.8 | 1.2e-11 | 0.02 | 0.01 | 0.31 | FALSE |
78 | The Cancer Genome Atlas | Soft Tissue Sarcoma | TIPIN | 0.05 | 0.00 | blup | 41 | 0.01 | 9.8e-02 | -5.6 | -5.5 | 3.8e-08 | 0.01 | 0.01 | 0.63 | FALSE |
79 | The Cancer Genome Atlas | Stomach Adenocarcinoma | IQCH | 0.08 | 0.03 | blup | 111 | 0.04 | 9.2e-04 | -4.5 | 5.5 | 3.3e-08 | -0.03 | 0.04 | 0.62 | FALSE |
80 | The Cancer Genome Atlas | Stomach Adenocarcinoma | SPG21 | 0.04 | 0.04 | lasso | 4 | 0.04 | 3.6e-04 | -4.7 | 5.2 | 2.6e-07 | 0.02 | 0.01 | 0.96 | FALSE |
81 | The Cancer Genome Atlas | Testicular Germ Cell Tumors | DENND4A | 0.09 | 0.05 | lasso | 4 | 0.03 | 3.3e-02 | 8.3 | -8.2 | 2.5e-16 | -0.06 | 0.03 | 0.46 | FALSE |
82 | The Cancer Genome Atlas | Thyroid Carcinoma | DPP8 | 0.05 | 0.02 | lasso | 5 | 0.04 | 5.9e-05 | 7.6 | -5.9 | 2.8e-09 | -0.01 | 0.14 | 0.44 | FALSE |
83 | The Cancer Genome Atlas | Thyroid Carcinoma | TIPIN | 0.46 | 0.50 | lasso | 6 | 0.53 | 7.8e-60 | -5.6 | -5.8 | 6.1e-09 | 0.02 | 0.01 | 0.99 | FALSE |