Best TWAS P=3.56e-23 · Best GWAS P=2.79e-23 conditioned to NaN
# | 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 | VCP | 0.13 | 0.01 | lasso | 6 | 0.03 | 2.2e-03 | -8.38 | 8.2 | 2.1e-16 | 0.06 | 0.01 | 0.99 | FALSE |
2 | GTEx | Adipose Visceral Omentum | VCP | 0.13 | 0.02 | enet | 25 | 0.04 | 2.7e-03 | -7.82 | 6.7 | 2.9e-11 | 0.15 | 0.02 | 0.94 | FALSE |
3 | GTEx | Adipose Visceral Omentum | PIGO | 0.10 | 0.07 | enet | 4 | 0.04 | 3.6e-03 | 6.59 | 6.4 | 1.9e-10 | 0.04 | 0.34 | 0.09 | TRUE |
4 | GTEx | Adrenal Gland | NPR2 | 0.23 | 0.06 | lasso | 12 | 0.08 | 9.4e-04 | -3.06 | 6.5 | 8.3e-11 | -0.70 | 0.02 | 0.93 | FALSE |
5 | GTEx | Adrenal Gland | TPM2 | 0.29 | 0.22 | lasso | 5 | 0.25 | 1.8e-09 | 7.62 | -5.3 | 1.2e-07 | 0.05 | 0.98 | 0.00 | FALSE |
6 | GTEx | Artery Aorta | GBA2 | 0.15 | 0.10 | lasso | 6 | 0.07 | 9.8e-05 | -7.75 | 7.6 | 2.1e-14 | -0.64 | 0.18 | 0.74 | FALSE |
7 | GTEx | Artery Aorta | SPAG8 | 0.11 | 0.10 | lasso | 7 | 0.06 | 2.0e-04 | 5.22 | -5.7 | 1.2e-08 | 0.23 | 0.73 | 0.04 | FALSE |
8 | GTEx | Artery Aorta | VCP | 0.16 | 0.12 | enet | 9 | 0.13 | 2.0e-07 | -8.26 | 7.6 | 2.2e-14 | 0.05 | 0.00 | 1.00 | FALSE |
9 | GTEx | Artery Aorta | PIGO | 0.14 | 0.11 | lasso | 3 | 0.10 | 4.1e-06 | -7.82 | 8.0 | 1.9e-15 | 0.03 | 0.23 | 0.76 | FALSE |
10 | GTEx | Artery Tibial | NPR2 | 0.15 | 0.03 | enet | 17 | 0.13 | 3.6e-10 | 0.55 | 6.3 | 3.3e-10 | -0.32 | 0.04 | 0.95 | FALSE |
11 | GTEx | Artery Tibial | VCP | 0.08 | 0.05 | lasso | 5 | 0.05 | 4.5e-05 | -8.38 | 8.3 | 8.4e-17 | 0.06 | 0.01 | 0.99 | FALSE |
12 | GTEx | Artery Tibial | PIGO | 0.05 | 0.00 | lasso | 6 | 0.00 | 8.6e-01 | 6.59 | 5.5 | 3.6e-08 | 0.11 | 0.09 | 0.19 | FALSE |
13 | GTEx | Brain Cerebellar Hemisphere | CD72 | 0.48 | 0.37 | enet | 10 | 0.36 | 5.0e-10 | -5.45 | -5.7 | 1.3e-08 | 0.16 | 0.88 | 0.01 | FALSE |
14 | GTEx | Brain Cerebellar Hemisphere | TPM2 | 0.56 | 0.55 | lasso | 3 | 0.56 | 2.7e-17 | 7.62 | -7.8 | 6.3e-15 | 0.30 | 1.00 | 0.00 | FALSE |
15 | GTEx | Brain Cerebellum | TPM2 | 0.63 | 0.43 | lasso | 4 | 0.53 | 4.0e-18 | 7.62 | -8.1 | 6.6e-16 | 0.31 | 1.00 | 0.00 | FALSE |
16 | GTEx | Brain Cerebellum | RMRP | 0.27 | 0.00 | enet | 15 | 0.02 | 7.9e-02 | 1.90 | 5.5 | 4.4e-08 | -0.20 | 0.04 | 0.33 | FALSE |
17 | GTEx | Brain Hippocampus | TMEM8B | 0.27 | 0.14 | enet | 15 | 0.14 | 4.4e-04 | 7.62 | -5.8 | 7.9e-09 | 0.11 | 0.12 | 0.09 | FALSE |
18 | GTEx | Brain Nucleus accumbens basal ganglia | TPM2 | 0.29 | 0.30 | lasso | 8 | 0.29 | 2.0e-08 | 7.62 | -6.1 | 1.1e-09 | 0.15 | 0.87 | 0.01 | FALSE |
19 | GTEx | Breast Mammary Tissue (Female) | OR13E1P | 0.06 | 0.05 | lasso | 2 | 0.01 | 1.4e-01 | 5.56 | -5.6 | 2.7e-08 | 0.21 | 0.06 | 0.05 | FALSE |
20 | GTEx | Cells EBV-transformed lymphocytes | ARHGEF39 | 0.28 | 0.00 | enet | 10 | 0.01 | 1.0e-01 | 5.03 | -6.1 | 1.1e-09 | 0.47 | 0.02 | 0.70 | TRUE |
21 | GTEx | Cells EBV-transformed lymphocytes | FANCG | 0.15 | 0.01 | lasso | 9 | 0.00 | 2.6e-01 | -5.70 | 5.6 | 1.9e-08 | 0.04 | 0.08 | 0.11 | FALSE |
22 | GTEx | Cells Transformed fibroblasts | VCP | 0.22 | 0.16 | lasso | 4 | 0.15 | 1.4e-11 | -8.26 | 8.4 | 4.0e-17 | 0.06 | 0.00 | 1.00 | TRUE |
23 | GTEx | Cells Transformed fibroblasts | PIGO | 0.04 | 0.04 | enet | 12 | 0.03 | 1.5e-03 | 6.60 | 7.8 | 5.4e-15 | 0.08 | 0.03 | 0.88 | FALSE |
24 | GTEx | Colon Transverse | GBA2 | 0.11 | 0.15 | lasso | 2 | 0.15 | 1.2e-07 | -7.73 | -7.4 | 1.9e-13 | 0.66 | 0.82 | 0.07 | FALSE |
25 | GTEx | Colon Transverse | VCP | 0.12 | 0.05 | lasso | 5 | 0.07 | 4.8e-04 | -7.41 | 8.1 | 8.3e-16 | 0.04 | 0.02 | 0.93 | FALSE |
26 | GTEx | Esophagus Gastroesophageal Junction | VCP | 0.13 | 0.05 | enet | 19 | 0.09 | 3.2e-04 | -7.41 | 6.4 | 1.2e-10 | 0.02 | 0.05 | 0.81 | FALSE |
27 | GTEx | Esophagus Mucosa | GBA2 | 0.10 | 0.11 | lasso | 2 | 0.13 | 4.5e-09 | -7.73 | -6.5 | 7.6e-11 | 0.74 | 0.61 | 0.38 | TRUE |
28 | GTEx | Esophagus Mucosa | FANCG | 0.11 | 0.00 | lasso | 7 | 0.01 | 5.7e-02 | -4.90 | -5.7 | 1.3e-08 | 0.03 | 0.03 | 0.54 | FALSE |
29 | GTEx | Esophagus Muscularis | VCP | 0.12 | 0.10 | enet | 6 | 0.12 | 9.3e-08 | -7.81 | 7.8 | 7.0e-15 | 0.06 | 0.26 | 0.74 | FALSE |
30 | GTEx | Heart Atrial Appendage | GBA2 | 0.12 | 0.13 | enet | 8 | 0.14 | 1.2e-06 | -7.73 | -7.5 | 8.6e-14 | 0.65 | 0.74 | 0.17 | FALSE |
31 | GTEx | Heart Left Ventricle | GBA2 | 0.29 | 0.22 | lasso | 5 | 0.18 | 5.2e-10 | -7.63 | -7.7 | 1.0e-14 | 0.72 | 0.27 | 0.73 | FALSE |
32 | GTEx | Heart Left Ventricle | NPR2 | 0.13 | 0.00 | lasso | 5 | 0.00 | 3.1e-01 | 2.10 | -5.4 | 6.8e-08 | 0.71 | 0.02 | 0.74 | FALSE |
33 | GTEx | Liver | NPR2 | 0.18 | 0.04 | lasso | 3 | 0.02 | 1.1e-01 | 5.51 | -5.7 | 1.0e-08 | 0.24 | 0.16 | 0.05 | FALSE |
34 | GTEx | Lung | VCP | 0.16 | 0.07 | enet | 19 | 0.07 | 4.9e-06 | -8.32 | 6.4 | 1.2e-10 | 0.01 | 0.00 | 0.99 | TRUE |
35 | GTEx | Lung | PIGO | 0.06 | 0.00 | lasso | 5 | 0.00 | 5.4e-01 | -7.80 | 8.4 | 6.2e-17 | 0.05 | 0.02 | 0.88 | FALSE |
36 | GTEx | Muscle Skeletal | GBA2 | 0.15 | 0.11 | lasso | 5 | 0.08 | 1.4e-08 | -7.63 | -7.5 | 4.9e-14 | 0.66 | 0.65 | 0.35 | TRUE |
37 | GTEx | Muscle Skeletal | TPM2 | 0.06 | 0.02 | lasso | 5 | 0.02 | 6.2e-03 | 8.45 | 9.9 | 3.6e-23 | -0.60 | 0.02 | 0.95 | TRUE |
38 | GTEx | Nerve Tibial | GBA2 | 0.11 | 0.11 | lasso | 1 | 0.09 | 3.4e-07 | -7.74 | 7.7 | 9.8e-15 | -0.66 | 0.94 | 0.04 | FALSE |
39 | GTEx | Nerve Tibial | NPR2 | 0.13 | 0.03 | lasso | 4 | 0.08 | 3.1e-06 | -7.69 | 6.9 | 6.9e-12 | -0.65 | 0.02 | 0.97 | FALSE |
40 | GTEx | Nerve Tibial | VCP | 0.21 | 0.08 | lasso | 7 | 0.10 | 2.7e-07 | -8.32 | 8.1 | 6.8e-16 | 0.06 | 0.00 | 1.00 | FALSE |
41 | GTEx | Nerve Tibial | PIGO | 0.09 | 0.01 | lasso | 7 | 0.00 | 2.1e-01 | -5.70 | 6.4 | 1.8e-10 | 0.01 | 0.17 | 0.20 | FALSE |
42 | GTEx | Pancreas | TPM2 | 0.11 | 0.15 | lasso | 2 | 0.14 | 1.8e-06 | 7.62 | -7.6 | 2.5e-14 | 0.29 | 0.44 | 0.15 | FALSE |
43 | GTEx | Pancreas | FANCG | 0.39 | 0.37 | lasso | 3 | 0.36 | 3.1e-16 | -7.80 | 7.8 | 6.6e-15 | 0.05 | 0.26 | 0.74 | FALSE |
44 | GTEx | Skin Sun Exposed Lower leg | FANCG | 0.07 | 0.07 | lasso | 3 | 0.07 | 4.2e-06 | -6.50 | -6.8 | 7.5e-12 | -0.05 | 0.88 | 0.11 | FALSE |
45 | GTEx | Testis | PIGO | 0.26 | 0.30 | enet | 11 | 0.26 | 6.0e-12 | -5.90 | 5.7 | 1.4e-08 | 0.05 | 1.00 | 0.00 | TRUE |
46 | GTEx | Testis | FANCG | 0.23 | 0.12 | enet | 23 | 0.13 | 2.4e-06 | -5.70 | -5.7 | 9.5e-09 | -0.07 | 0.99 | 0.00 | FALSE |
47 | GTEx | Thyroid | NPR2 | 0.09 | 0.07 | enet | 32 | 0.05 | 6.9e-05 | -7.69 | 6.8 | 7.2e-12 | -0.62 | 0.03 | 0.93 | FALSE |
48 | GTEx | Whole Blood | GBA2 | 0.10 | 0.07 | lasso | 4 | 0.04 | 5.4e-05 | -7.63 | -8.4 | 6.3e-17 | 0.74 | 0.14 | 0.86 | FALSE |
49 | GTEx | Whole Blood | VCP | 0.11 | 0.11 | lasso | 3 | 0.09 | 5.9e-09 | -7.82 | 8.0 | 1.1e-15 | 0.05 | 0.12 | 0.88 | FALSE |
50 | METSIM | Adipose | TPM2 | 0.12 | 0.13 | lasso | 5 | 0.14 | 1.1e-19 | 7.62 | -6.2 | 4.6e-10 | 0.14 | 1.00 | 0.00 | FALSE |
51 | NTR | Blood | DNAJB5 | 0.02 | 0.01 | bslmm | 338 | 0.01 | 2.3e-04 | -6.45 | -6.8 | 1.3e-11 | -0.03 | 0.20 | 0.74 | FALSE |
52 | NTR | Blood | RGP1 | 0.03 | 0.03 | lasso | 1 | 0.02 | 2.1e-08 | -7.75 | 7.8 | 9.0e-15 | -0.66 | 0.99 | 0.01 | FALSE |
53 | NTR | Blood | TPM2 | 0.04 | 0.04 | lasso | 4 | 0.04 | 2.3e-13 | 7.54 | -7.2 | 4.4e-13 | 0.29 | 1.00 | 0.00 | FALSE |
54 | NTR | Blood | VCP | 0.02 | 0.01 | bslmm | 337 | 0.01 | 4.8e-05 | -7.51 | 7.2 | 4.6e-13 | 0.01 | 0.12 | 0.86 | FALSE |
55 | ROSMAP | Brain Pre-frontal Cortex | UBE2R2 | 0.22 | 0.20 | bslmm | 338 | 0.21 | 1.9e-26 | -5.04 | 5.2 | 2.0e-07 | 0.08 | 0.05 | 0.95 | FALSE |
56 | ROSMAP | Brain Pre-frontal Cortex | TPM2 | 0.55 | 0.60 | enet | 21 | 0.61 | 1.1e-100 | 7.47 | -6.7 | 2.1e-11 | 0.21 | 1.00 | 0.00 | FALSE |
57 | ROSMAP | Brain Pre-frontal Cortex | RP11-112J3.16 | 0.11 | 0.12 | bslmm | 410 | 0.11 | 1.5e-13 | 6.28 | -5.4 | 5.7e-08 | 0.18 | 1.00 | 0.00 | FALSE |
58 | ROSMAP | Brain Pre-frontal Cortex | RP11-384P7.7 | 0.44 | 0.36 | lasso | 6 | 0.40 | 1.7e-55 | -4.75 | -5.4 | 5.6e-08 | -0.07 | 0.18 | 0.81 | TRUE |
59 | YFS | Blood | TPM2 | 0.46 | 0.50 | enet | 22 | 0.50 | 1.1e-194 | 7.62 | -6.9 | 6.7e-12 | 0.26 | 1.00 | 0.00 | FALSE |
60 | YFS | Blood | VCP | 0.05 | 0.06 | lasso | 5 | 0.05 | 3.5e-17 | -8.32 | 8.3 | 1.1e-16 | 0.07 | 0.01 | 0.99 | FALSE |
61 | The Cancer Genome Atlas | Bladder Urothelial Carcinoma | PIGO | 0.05 | 0.03 | lasso | 2 | 0.03 | 6.1e-04 | 6.60 | 6.7 | 2.0e-11 | 0.04 | 0.04 | 0.24 | FALSE |
62 | The Cancer Genome Atlas | Bladder Urothelial Carcinoma | SPAG8 | 0.04 | 0.01 | blup | 47 | 0.01 | 5.3e-02 | -5.47 | -5.6 | 1.9e-08 | 0.50 | 0.03 | 0.57 | FALSE |
63 | The Cancer Genome Atlas | Breast Invasive Carcinoma | C9orf128 | 0.14 | 0.15 | blup | 50 | 0.16 | 1.4e-32 | 5.59 | -5.9 | 3.1e-09 | 0.20 | 1.00 | 0.00 | FALSE |
64 | The Cancer Genome Atlas | Breast Invasive Carcinoma | PIGO | 0.02 | 0.00 | blup | 43 | 0.01 | 1.0e-02 | 5.05 | 8.0 | 8.8e-16 | 0.04 | 0.01 | 0.66 | FALSE |
65 | The Cancer Genome Atlas | Cervical Squamous Cell Carcinoma | GBA2 | 0.07 | 0.03 | blup | 44 | 0.03 | 1.1e-02 | -5.47 | -8.5 | 1.3e-17 | 0.54 | 0.03 | 0.13 | FALSE |
66 | The Cancer Genome Atlas | Cervical Squamous Cell Carcinoma | PIGO | 0.12 | 0.02 | blup | 42 | 0.05 | 1.2e-03 | -5.70 | 5.6 | 1.8e-08 | -0.02 | 0.02 | 0.18 | FALSE |
67 | The Cancer Genome Atlas | Colon Adenocarcinoma | GBA2 | 0.10 | 0.04 | enet | 15 | 0.07 | 1.0e-04 | -7.75 | -6.1 | 1.1e-09 | 0.63 | 0.05 | 0.58 | FALSE |
68 | The Cancer Genome Atlas | Colon Adenocarcinoma | PIGO | 0.09 | 0.03 | blup | 42 | 0.05 | 6.5e-04 | 6.60 | 7.4 | 1.6e-13 | 0.02 | 0.01 | 0.85 | FALSE |
69 | The Cancer Genome Atlas | Esophageal Carcinoma | GBA2 | 0.11 | 0.10 | lasso | 1 | 0.08 | 1.8e-03 | -7.63 | -7.6 | 2.3e-14 | 0.65 | 0.04 | 0.33 | FALSE |
70 | The Cancer Genome Atlas | Head and Neck Squamous Cell Carcinoma | GBA2 | 0.05 | 0.05 | blup | 44 | 0.05 | 3.7e-06 | -9.79 | -9.4 | 8.2e-21 | 0.84 | 0.01 | 0.99 | FALSE |
71 | The Cancer Genome Atlas | Kidney Renal Clear Cell Carcinoma | PIGO | 0.02 | 0.00 | blup | 42 | 0.02 | 5.5e-03 | -7.41 | 7.8 | 5.7e-15 | 0.04 | 0.01 | 0.91 | FALSE |
72 | The Cancer Genome Atlas | Kidney Renal Clear Cell Carcinoma | VCP | 0.03 | 0.01 | blup | 40 | 0.02 | 2.5e-03 | -7.41 | 7.9 | 2.3e-15 | 0.04 | 0.01 | 0.95 | FALSE |
73 | The Cancer Genome Atlas | Kidney Renal Papillary Cell Carcinoma | GBA2 | 0.07 | 0.08 | lasso | 4 | 0.07 | 6.4e-05 | -7.75 | -7.8 | 9.0e-15 | 0.66 | 0.19 | 0.31 | FALSE |
74 | The Cancer Genome Atlas | Kidney Renal Papillary Cell Carcinoma | TPM2 | 0.11 | 0.08 | enet | 6 | 0.11 | 1.0e-06 | 7.05 | -6.2 | 7.6e-10 | 0.26 | 0.65 | 0.02 | FALSE |
75 | The Cancer Genome Atlas | Brain Lower Grade Glioma | TPM2 | 0.11 | 0.16 | lasso | 5 | 0.17 | 3.5e-19 | 7.54 | -5.7 | 1.6e-08 | 0.07 | 1.00 | 0.00 | FALSE |
76 | The Cancer Genome Atlas | Lung Adenocarcinoma | C9orf128 | 0.07 | 0.07 | lasso | 2 | 0.07 | 1.6e-08 | 5.59 | -5.7 | 1.5e-08 | 0.26 | 0.99 | 0.01 | FALSE |
77 | The Cancer Genome Atlas | Lung Squamous Cell Carcinoma | C9orf128 | 0.02 | 0.01 | blup | 50 | 0.01 | 2.3e-02 | 5.59 | -6.1 | 1.1e-09 | 0.27 | 0.14 | 0.15 | FALSE |
78 | The Cancer Genome Atlas | Prostate Adenocarcinoma | C9orf128 | 0.11 | 0.18 | lasso | 2 | 0.16 | 3.7e-16 | 5.59 | -5.6 | 2.2e-08 | 0.21 | 0.99 | 0.01 | FALSE |
79 | The Cancer Genome Atlas | Prostate Adenocarcinoma | KIAA1045 | 0.02 | 0.02 | blup | 39 | 0.02 | 5.6e-03 | -5.11 | 6.9 | 4.1e-12 | 0.07 | 0.05 | 0.37 | TRUE |
80 | The Cancer Genome Atlas | Prostate Adenocarcinoma | PIGO | 0.06 | 0.04 | enet | 4 | 0.05 | 1.5e-05 | -5.06 | 5.5 | 3.0e-08 | -0.01 | 0.85 | 0.04 | FALSE |
81 | The Cancer Genome Atlas | Prostate Adenocarcinoma | TMEM8B | 0.04 | 0.02 | blup | 58 | 0.05 | 1.5e-05 | 6.28 | 6.5 | 6.1e-11 | -0.39 | 0.01 | 0.98 | FALSE |
82 | The Cancer Genome Atlas | Stomach Adenocarcinoma | GBA2 | 0.04 | 0.03 | blup | 44 | 0.02 | 1.0e-02 | -7.74 | -8.9 | 4.5e-19 | 0.62 | 0.06 | 0.16 | FALSE |
83 | The Cancer Genome Atlas | Thyroid Carcinoma | C9orf100 | 0.08 | 0.00 | blup | 58 | 0.04 | 3.8e-05 | 3.92 | 6.3 | 2.2e-10 | -0.67 | 0.02 | 0.81 | FALSE |
84 | The Cancer Genome Atlas | Thyroid Carcinoma | C9orf128 | 0.12 | 0.19 | lasso | 1 | 0.20 | 8.5e-19 | 5.59 | -5.6 | 2.2e-08 | 0.21 | 1.00 | 0.00 | FALSE |
85 | The Cancer Genome Atlas | Thyroid Carcinoma | VCP | 0.02 | 0.02 | enet | 5 | 0.02 | 1.2e-02 | -7.80 | 8.4 | 5.0e-17 | 0.04 | 0.01 | 0.87 | FALSE |
86 | The Cancer Genome Atlas | Uterine Corpus Endometrial Carcinoma | CCDC107 | 0.25 | 0.03 | lasso | 5 | 0.04 | 3.5e-02 | -3.79 | -5.7 | 1.4e-08 | 0.33 | 0.01 | 0.06 | FALSE |
87 | The Cancer Genome Atlas | Uterine Corpus Endometrial Carcinoma | SPAG8 | 0.18 | 0.07 | blup | 47 | 0.09 | 1.7e-03 | 5.69 | -6.4 | 1.9e-10 | 0.35 | 0.02 | 0.28 | FALSE |