Best TWAS P=3.68e-16 · Best GWAS P=6.27e-15 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 | CommonMind | Brain Pre-frontal Cortex | GOLPH3L | 0.15 | 0.27 | lasso | 11 | 0.27 | 1.5e-32 | -5.57 | 5.5 | 4.7e-08 | -0.07 | 1.00 | 0.00 | FALSE |
2 | CommonMind | Brain Pre-frontal Cortex | MRPS21 | 0.06 | 0.04 | lasso | 7 | 0.04 | 5.7e-06 | 7.55 | 6.7 | 2.4e-11 | 0.89 | 0.02 | 0.98 | TRUE |
3 | CommonMind | Brain Pre-frontal Cortex | RPRD2 | 0.06 | 0.04 | lasso | 3 | 0.02 | 7.9e-04 | 7.64 | -7.1 | 9.8e-13 | -0.94 | 0.02 | 0.98 | FALSE |
4 | GTEx | Adipose Subcutaneous | TARS2 | 0.06 | 0.02 | enet | 8 | 0.03 | 2.2e-03 | 7.71 | -7.7 | 1.7e-14 | -0.96 | 0.01 | 0.98 | FALSE |
5 | GTEx | Adipose Visceral Omentum | TARS2 | 0.09 | 0.08 | enet | 11 | 0.06 | 3.4e-04 | 7.64 | -8.1 | 3.7e-16 | -0.99 | 0.01 | 0.98 | TRUE |
6 | GTEx | Artery Aorta | ADAMTSL4 | 0.17 | 0.14 | lasso | 4 | 0.10 | 3.7e-06 | -5.52 | 5.9 | 3.4e-09 | 0.51 | 0.80 | 0.15 | FALSE |
7 | GTEx | Artery Aorta | MRPS21 | 0.09 | 0.08 | lasso | 4 | 0.06 | 5.1e-04 | -6.49 | 6.8 | 1.2e-11 | 0.62 | 0.24 | 0.09 | FALSE |
8 | GTEx | Artery Aorta | RP11-54A4.2 | 0.12 | 0.13 | lasso | 2 | 0.11 | 7.7e-07 | -5.52 | 5.5 | 2.9e-08 | 0.45 | 0.66 | 0.22 | FALSE |
9 | GTEx | Artery Tibial | ADAMTSL4 | 0.10 | 0.06 | lasso | 4 | 0.08 | 6.4e-07 | -5.48 | 7.1 | 9.6e-13 | 0.69 | 0.80 | 0.13 | FALSE |
10 | GTEx | Artery Tibial | RP11-54A4.2 | 0.10 | 0.07 | lasso | 4 | 0.09 | 1.3e-07 | -5.48 | 7.3 | 2.0e-13 | 0.71 | 0.76 | 0.21 | FALSE |
11 | GTEx | Brain Cortex | RP11-316M1.12 | 0.15 | 0.18 | lasso | 6 | 0.13 | 1.8e-04 | -5.57 | 5.6 | 2.5e-08 | -0.07 | 0.80 | 0.01 | FALSE |
12 | GTEx | Brain Nucleus accumbens basal ganglia | RP11-316M1.12 | 0.36 | 0.31 | lasso | 8 | 0.32 | 3.3e-09 | -4.71 | 5.6 | 2.7e-08 | -0.09 | 0.98 | 0.00 | FALSE |
13 | GTEx | Brain Putamen basal ganglia | ECM1 | 0.38 | -0.01 | lasso | 9 | -0.01 | 4.4e-01 | 7.70 | -6.4 | 1.2e-10 | -0.74 | 0.02 | 0.56 | FALSE |
14 | GTEx | Breast Mammary Tissue | TARS2 | 0.18 | 0.05 | lasso | 3 | 0.07 | 2.5e-04 | 7.77 | -7.4 | 1.8e-13 | -1.00 | 0.01 | 0.98 | FALSE |
15 | GTEx | Breast Mammary Tissue | SETDB1 | 0.06 | 0.01 | enet | 7 | 0.04 | 3.9e-03 | -5.57 | 5.5 | 3.1e-08 | 0.13 | 0.24 | 0.03 | FALSE |
16 | GTEx | Breast Mammary Tissue (Male) | SETDB1 | 0.13 | 0.00 | enet | 7 | 0.04 | 3.8e-02 | -4.62 | 6.4 | 1.6e-10 | 0.04 | 0.08 | 0.06 | TRUE |
17 | GTEx | Breast Mammary Tissue (Female) | TARS2 | 0.18 | 0.13 | lasso | 3 | 0.12 | 2.7e-04 | 7.70 | -7.7 | 1.4e-14 | -0.99 | 0.01 | 0.92 | FALSE |
18 | GTEx | Cells Transformed fibroblasts | ADAMTSL4 | 0.08 | 0.01 | lasso | 4 | 0.01 | 2.6e-02 | -5.48 | 5.3 | 9.2e-08 | 0.50 | 0.47 | 0.04 | FALSE |
19 | GTEx | Cells Transformed fibroblasts | RP11-54A4.2 | 0.08 | 0.01 | lasso | 8 | 0.02 | 1.8e-02 | -6.21 | 5.8 | 6.4e-09 | 0.60 | 0.55 | 0.04 | FALSE |
20 | GTEx | Esophagus Mucosa | ECM1 | 0.14 | 0.10 | lasso | 10 | 0.12 | 2.2e-08 | -5.52 | 7.1 | 1.3e-12 | 0.61 | 0.95 | 0.04 | FALSE |
21 | GTEx | Esophagus Mucosa | ADAMTSL4 | 0.40 | 0.40 | lasso | 5 | 0.41 | 5.8e-29 | -5.52 | 6.2 | 7.6e-10 | 0.54 | 1.00 | 0.00 | FALSE |
22 | GTEx | Esophagus Mucosa | GOLPH3L | 0.14 | 0.14 | lasso | 9 | 0.13 | 5.6e-09 | -5.60 | -5.2 | 1.6e-07 | 0.09 | 1.00 | 0.00 | FALSE |
23 | GTEx | Esophagus Mucosa | RP11-54A4.2 | 0.35 | 0.33 | enet | 15 | 0.34 | 1.6e-23 | -5.52 | 7.1 | 1.7e-12 | 0.59 | 1.00 | 0.00 | FALSE |
24 | GTEx | Esophagus Muscularis | MRPS21 | 0.14 | 0.15 | enet | 13 | 0.16 | 7.2e-10 | -6.41 | 6.0 | 1.8e-09 | 0.56 | 0.99 | 0.01 | FALSE |
25 | GTEx | Heart Left Ventricle | CERS2 | 0.08 | 0.02 | enet | 9 | 0.03 | 1.7e-02 | -4.63 | 5.8 | 6.2e-09 | -0.01 | 0.19 | 0.08 | FALSE |
26 | GTEx | Lung | MRPS21 | 0.19 | 0.09 | enet | 12 | 0.17 | 4.3e-13 | -6.38 | 5.8 | 5.1e-09 | 0.49 | 1.00 | 0.00 | FALSE |
27 | GTEx | Muscle Skeletal | TARS2 | 0.11 | 0.09 | lasso | 1 | 0.07 | 8.5e-08 | -6.38 | -6.4 | 1.8e-10 | -0.67 | 0.97 | 0.03 | FALSE |
28 | GTEx | Nerve Tibial | C1orf54 | 0.16 | 0.02 | enet | 13 | 0.08 | 3.0e-06 | 6.96 | -5.1 | 2.7e-07 | -0.35 | 0.36 | 0.14 | FALSE |
29 | GTEx | Nerve Tibial | SETDB1 | 0.13 | 0.07 | enet | 30 | 0.12 | 8.6e-09 | -4.68 | 5.8 | 7.2e-09 | 0.21 | 0.91 | 0.01 | FALSE |
30 | GTEx | Nerve Tibial | GOLPH3L | 0.33 | 0.52 | lasso | 5 | 0.50 | 1.6e-40 | -5.47 | -5.5 | 3.1e-08 | 0.09 | 1.00 | 0.00 | FALSE |
31 | GTEx | Pituitary | MRPS21 | 0.37 | 0.36 | enet | 19 | 0.37 | 2.7e-10 | -6.41 | 5.7 | 1.5e-08 | 0.56 | 0.95 | 0.03 | FALSE |
32 | GTEx | Prostate | RP11-316M1.12 | 0.16 | 0.23 | enet | 24 | 0.21 | 5.2e-06 | -5.47 | 5.6 | 2.7e-08 | -0.08 | 0.86 | 0.01 | FALSE |
33 | GTEx | Skin Not Sun Exposed Suprapubic | TARS2 | 0.18 | 0.10 | lasso | 2 | 0.07 | 7.3e-05 | 7.78 | -7.9 | 2.9e-15 | -1.00 | 0.01 | 0.99 | FALSE |
34 | GTEx | Skin Not Sun Exposed Suprapubic | ANXA9 | 0.11 | 0.12 | lasso | 2 | 0.13 | 2.0e-07 | 5.51 | -6.2 | 4.3e-10 | 0.03 | 0.58 | 0.12 | FALSE |
35 | GTEx | Skin Not Sun Exposed Suprapubic | GOLPH3L | 0.23 | 0.32 | lasso | 10 | 0.31 | 1.6e-17 | -5.56 | -5.4 | 5.2e-08 | 0.10 | 1.00 | 0.00 | FALSE |
36 | GTEx | Skin Not Sun Exposed Suprapubic | MRPS21 | 0.09 | 0.06 | lasso | 3 | 0.06 | 2.6e-04 | -5.52 | 6.4 | 2.0e-10 | 0.58 | 0.42 | 0.04 | FALSE |
37 | GTEx | Skin Not Sun Exposed Suprapubic | RP11-316M1.12 | 0.19 | 0.37 | lasso | 2 | 0.38 | 7.6e-22 | -4.82 | 5.1 | 2.9e-07 | -0.13 | 1.00 | 0.00 | FALSE |
38 | GTEx | Skin Sun Exposed Lower leg | ANXA9 | 0.12 | 0.04 | lasso | 3 | 0.08 | 3.8e-07 | 5.64 | -6.4 | 1.7e-10 | 0.02 | 0.89 | 0.09 | FALSE |
39 | GTEx | Skin Sun Exposed Lower leg | GOLPH3L | 0.18 | 0.36 | enet | 48 | 0.39 | 4.7e-34 | -4.65 | -5.1 | 3.1e-07 | 0.14 | 1.00 | 0.00 | FALSE |
40 | GTEx | Skin Sun Exposed Lower leg | MRPS21 | 0.07 | 0.06 | enet | 9 | 0.08 | 1.6e-07 | -6.26 | 6.8 | 1.1e-11 | 0.69 | 0.87 | 0.09 | TRUE |
41 | GTEx | Testis | ANXA9 | 0.30 | 0.19 | enet | 22 | 0.15 | 2.7e-07 | 5.64 | -6.0 | 2.5e-09 | -0.13 | 0.83 | 0.10 | TRUE |
42 | GTEx | Testis | RPRD2 | 0.33 | 0.13 | lasso | 7 | 0.19 | 9.1e-09 | 7.71 | -5.6 | 1.8e-08 | -0.82 | 0.02 | 0.98 | TRUE |
43 | GTEx | Thyroid | SETDB1 | 0.03 | 0.02 | enet | 9 | 0.01 | 2.9e-02 | -4.88 | 5.1 | 3.0e-07 | -0.10 | 0.60 | 0.02 | FALSE |
44 | GTEx | Thyroid | ANXA9 | 0.10 | 0.06 | lasso | 3 | 0.05 | 2.0e-04 | 7.37 | -7.3 | 3.5e-13 | -0.29 | 0.05 | 0.80 | FALSE |
45 | GTEx | Thyroid | MRPS21 | 0.21 | 0.22 | lasso | 7 | 0.24 | 2.2e-18 | -6.26 | 6.6 | 3.0e-11 | 0.66 | 1.00 | 0.00 | FALSE |
46 | GTEx | Uterus | MRPS21 | 0.28 | 0.03 | lasso | 10 | 0.05 | 3.2e-02 | -6.39 | 6.9 | 6.3e-12 | 0.56 | 0.07 | 0.08 | FALSE |
47 | METSIM | Adipose | MRPS21 | 0.06 | 0.07 | lasso | 7 | 0.06 | 5.1e-10 | -6.35 | 6.3 | 2.4e-10 | 0.66 | 1.00 | 0.00 | FALSE |
48 | METSIM | Adipose | TARS2 | 0.09 | 0.09 | enet | 8 | 0.08 | 1.6e-12 | 6.80 | -6.5 | 5.8e-11 | -0.82 | 0.91 | 0.09 | FALSE |
49 | YFS | Blood | SETDB1 | 0.02 | 0.00 | bslmm | 310 | 0.00 | 6.8e-03 | 0.26 | 5.4 | 5.8e-08 | 0.22 | 0.25 | 0.06 | TRUE |
50 | The Cancer Genome Atlas | Bladder Urothelial Carcinoma | C1orf54 | 0.06 | 0.02 | blup | 17 | 0.03 | 2.5e-03 | 6.96 | -5.5 | 2.9e-08 | -0.85 | 0.01 | 0.53 | FALSE |
51 | The Cancer Genome Atlas | Bladder Urothelial Carcinoma | CTSS | 0.05 | 0.04 | lasso | 2 | 0.04 | 2.0e-04 | -5.55 | -5.5 | 3.2e-08 | -0.01 | 0.03 | 0.95 | FALSE |
52 | The Cancer Genome Atlas | Bladder Urothelial Carcinoma | HORMAD1 | 0.22 | 0.35 | lasso | 12 | 0.37 | 7.6e-33 | -5.49 | -5.5 | 3.1e-08 | 0.09 | 0.03 | 0.97 | FALSE |
53 | The Cancer Genome Atlas | Breast Invasive Carcinoma | CTSS | 0.02 | 0.01 | enet | 4 | 0.01 | 2.8e-03 | -5.47 | -6.0 | 1.6e-09 | 0.08 | 0.03 | 0.86 | FALSE |
54 | The Cancer Genome Atlas | Breast Invasive Carcinoma | HORMAD1 | 0.06 | 0.11 | lasso | 2 | 0.10 | 2.0e-20 | -5.54 | -5.5 | 3.0e-08 | 0.10 | 0.03 | 0.97 | FALSE |
55 | The Cancer Genome Atlas | Colon Adenocarcinoma | HORMAD1 | 0.14 | 0.14 | lasso | 7 | 0.13 | 4.8e-08 | -5.49 | -5.6 | 2.0e-08 | 0.07 | 0.03 | 0.97 | FALSE |
56 | The Cancer Genome Atlas | Esophageal Carcinoma | C1orf54 | 0.13 | 0.08 | enet | 7 | 0.11 | 2.2e-04 | -7.20 | -7.8 | 4.2e-15 | -0.50 | 0.00 | 0.93 | TRUE |
57 | The Cancer Genome Atlas | Esophageal Carcinoma | HORMAD1 | 0.31 | 0.36 | enet | 32 | 0.35 | 7.8e-12 | -5.49 | -5.7 | 1.3e-08 | 0.10 | 0.03 | 0.97 | FALSE |
58 | The Cancer Genome Atlas | Glioblastoma Multiforme | CTSS | 0.08 | 0.03 | blup | 50 | 0.07 | 4.8e-03 | -5.55 | -5.2 | 2.3e-07 | 0.13 | 0.03 | 0.65 | FALSE |
59 | The Cancer Genome Atlas | Head and Neck Squamous Cell Carcinoma | ADAMTSL4 | 0.11 | 0.07 | lasso | 4 | 0.07 | 1.2e-08 | -5.52 | 6.2 | 5.3e-10 | 0.59 | 0.90 | 0.10 | FALSE |
60 | The Cancer Genome Atlas | Head and Neck Squamous Cell Carcinoma | C1orf54 | 0.04 | 0.04 | lasso | 2 | 0.03 | 2.0e-04 | 6.96 | -7.1 | 1.5e-12 | -0.83 | 0.01 | 0.96 | FALSE |
61 | The Cancer Genome Atlas | Head and Neck Squamous Cell Carcinoma | ECM1 | 0.04 | 0.04 | blup | 26 | 0.04 | 4.9e-05 | -5.52 | 7.2 | 5.0e-13 | 0.68 | 0.16 | 0.66 | FALSE |
62 | The Cancer Genome Atlas | Head and Neck Squamous Cell Carcinoma | HORMAD1 | 0.27 | 0.54 | lasso | 11 | 0.55 | 4.2e-74 | -5.56 | -5.5 | 4.4e-08 | 0.07 | 0.02 | 0.98 | FALSE |
63 | The Cancer Genome Atlas | Kidney Renal Clear Cell Carcinoma | C1orf54 | 0.06 | 0.03 | lasso | 1 | 0.03 | 1.3e-04 | 6.96 | -7.0 | 3.5e-12 | -0.84 | 0.01 | 0.82 | FALSE |
64 | The Cancer Genome Atlas | Kidney Renal Clear Cell Carcinoma | CTSS | 0.04 | 0.01 | enet | 4 | 0.03 | 4.7e-04 | -2.60 | -5.6 | 2.5e-08 | 0.09 | 0.06 | 0.86 | TRUE |
65 | The Cancer Genome Atlas | Brain Lower Grade Glioma | CTSS | 0.29 | 0.08 | lasso | 3 | 0.08 | 1.5e-09 | 5.51 | -6.0 | 1.7e-09 | -0.01 | 0.03 | 0.96 | FALSE |
66 | The Cancer Genome Atlas | Brain Lower Grade Glioma | MRPS21 | 0.13 | 0.13 | enet | 10 | 0.13 | 1.7e-14 | -6.43 | 5.7 | 1.3e-08 | 0.62 | 0.03 | 0.97 | FALSE |
67 | The Cancer Genome Atlas | Brain Lower Grade Glioma | RPRD2 | 0.03 | 0.01 | blup | 19 | 0.02 | 2.6e-03 | 7.64 | -6.1 | 9.8e-10 | -0.87 | 0.00 | 0.93 | FALSE |
68 | The Cancer Genome Atlas | Lung Adenocarcinoma | C1orf54 | 0.04 | 0.02 | blup | 17 | 0.02 | 1.4e-03 | 6.96 | -6.6 | 4.8e-11 | -0.65 | 0.01 | 0.87 | FALSE |
69 | The Cancer Genome Atlas | Lung Adenocarcinoma | HORMAD1 | 0.22 | 0.40 | lasso | 7 | 0.41 | 7.7e-52 | -5.49 | -5.6 | 2.1e-08 | 0.08 | 0.03 | 0.97 | FALSE |
70 | The Cancer Genome Atlas | Lung Squamous Cell Carcinoma | CTSS | 0.02 | 0.01 | blup | 50 | 0.02 | 1.5e-03 | -5.57 | -5.2 | 1.7e-07 | 0.13 | 0.03 | 0.83 | FALSE |
71 | The Cancer Genome Atlas | Lung Squamous Cell Carcinoma | GOLPH3L | 0.02 | 0.02 | blup | 49 | 0.01 | 1.6e-02 | -5.46 | 5.5 | 3.1e-08 | -0.11 | 0.08 | 0.18 | TRUE |
72 | The Cancer Genome Atlas | Lung Squamous Cell Carcinoma | HORMAD1 | 0.26 | 0.47 | lasso | 6 | 0.46 | 2.1e-58 | -5.60 | -5.6 | 2.2e-08 | 0.06 | 0.02 | 0.98 | FALSE |
73 | The Cancer Genome Atlas | Lung Squamous Cell Carcinoma | MRPS21 | 0.04 | 0.03 | blup | 15 | 0.04 | 4.0e-05 | -6.43 | 6.7 | 2.5e-11 | 0.81 | 0.01 | 0.93 | FALSE |
74 | The Cancer Genome Atlas | Ovarian Serous Cystadenocarcinoma | HORMAD1 | 0.19 | 0.09 | blup | 44 | 0.12 | 3.3e-08 | -5.56 | -5.4 | 6.9e-08 | -0.06 | 0.03 | 0.97 | FALSE |
75 | The Cancer Genome Atlas | Pancreatic Adenocarcinoma | CTSS | 0.07 | 0.07 | blup | 50 | 0.07 | 6.4e-04 | -5.48 | -5.7 | 1.1e-08 | 0.02 | 0.02 | 0.84 | FALSE |
76 | The Cancer Genome Atlas | Prostate Adenocarcinoma | ADAMTSL4 | 0.07 | 0.05 | blup | 33 | 0.05 | 5.6e-06 | -5.52 | 7.4 | 1.5e-13 | 0.82 | 0.14 | 0.85 | FALSE |
77 | The Cancer Genome Atlas | Prostate Adenocarcinoma | GOLPH3L | 0.03 | 0.01 | blup | 49 | 0.01 | 2.2e-02 | -5.47 | 6.3 | 3.1e-10 | -0.06 | 0.02 | 0.71 | FALSE |
78 | The Cancer Genome Atlas | Rectum Adenocarcinoma | HORMAD1 | 0.19 | 0.14 | blup | 43 | 0.14 | 3.3e-04 | -5.49 | -5.7 | 1.2e-08 | 0.08 | 0.03 | 0.91 | FALSE |
79 | The Cancer Genome Atlas | Soft Tissue Sarcoma | HORMAD1 | 0.14 | 0.15 | blup | 44 | 0.15 | 3.2e-09 | -5.49 | -5.8 | 5.6e-09 | 0.03 | 0.03 | 0.97 | FALSE |
80 | The Cancer Genome Atlas | Skin Cutaneous Melanoma | HORMAD1 | 0.16 | 0.17 | blup | 44 | 0.16 | 4.4e-05 | -5.56 | -5.4 | 8.6e-08 | 0.10 | 0.03 | 0.93 | FALSE |
81 | The Cancer Genome Atlas | Stomach Adenocarcinoma | CTSS | 0.04 | 0.04 | blup | 48 | 0.04 | 6.9e-04 | -4.88 | -5.3 | 9.0e-08 | 0.13 | 0.03 | 0.85 | FALSE |
82 | The Cancer Genome Atlas | Stomach Adenocarcinoma | HORMAD1 | 0.10 | 0.15 | lasso | 6 | 0.15 | 5.9e-11 | -5.48 | -5.5 | 3.4e-08 | 0.09 | 0.03 | 0.97 | FALSE |
83 | The Cancer Genome Atlas | Testicular Germ Cell Tumors | HORMAD1 | 0.26 | 0.24 | lasso | 13 | 0.30 | 3.2e-11 | -4.88 | -5.2 | 2.2e-07 | 0.10 | 0.03 | 0.97 | FALSE |
84 | The Cancer Genome Atlas | Thyroid Carcinoma | ANXA9 | 0.10 | 0.05 | lasso | 4 | 0.04 | 4.1e-05 | 5.56 | -5.4 | 5.6e-08 | -0.07 | 0.00 | 1.00 | FALSE |
85 | The Cancer Genome Atlas | Thyroid Carcinoma | CTSS | 0.11 | 0.23 | lasso | 8 | 0.24 | 1.2e-22 | -4.88 | -5.2 | 2.4e-07 | 0.12 | 0.04 | 0.96 | FALSE |
86 | The Cancer Genome Atlas | Thyroid Carcinoma | GOLPH3L | 0.02 | 0.02 | blup | 49 | 0.01 | 3.0e-02 | -5.55 | -5.5 | 3.3e-08 | 0.06 | 0.09 | 0.12 | FALSE |
87 | The Cancer Genome Atlas | Thyroid Carcinoma | HORMAD1 | 0.19 | 0.14 | lasso | 5 | 0.15 | 8.3e-15 | -5.47 | -5.4 | 5.9e-08 | 0.11 | 0.04 | 0.96 | FALSE |
88 | The Cancer Genome Atlas | Thyroid Carcinoma | TARS2 | 0.02 | 0.02 | lasso | 1 | 0.01 | 4.2e-02 | 7.71 | -7.7 | 1.2e-14 | -0.98 | 0.00 | 0.90 | FALSE |
89 | The Cancer Genome Atlas | Uterine Corpus Endometrial Carcinoma | CTSS | 0.13 | 0.03 | lasso | 8 | 0.05 | 1.9e-02 | -5.49 | -5.2 | 2.4e-07 | 0.07 | 0.02 | 0.57 | FALSE |