Best TWAS P=1.83e-19 · Best GWAS P=1.36e-20 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 | CommonMind | Brain Pre-frontal Cortex | RAPGEF6 | 0.16 | 0.09 | enet | 25 | 0.11 | 4.4e-13 | -3.6 | -5.3 | 9.3e-08 | -0.44 | 1.00 | 0.00 | FALSE |
2 | GTEx | Adipose Subcutaneous | SLC22A5 | 0.05 | 0.04 | lasso | 4 | 0.04 | 4.2e-04 | 8.1 | -8.1 | 6.9e-16 | -0.78 | 0.10 | 0.84 | FALSE |
3 | GTEx | Adipose Subcutaneous | AC034220.3 | 0.11 | 0.11 | lasso | 10 | 0.09 | 4.8e-08 | -5.3 | 5.3 | 1.1e-07 | 0.66 | 1.00 | 0.00 | FALSE |
4 | GTEx | Adipose Visceral Omentum | AC034220.3 | 0.10 | 0.09 | lasso | 7 | 0.08 | 7.3e-05 | -5.2 | 5.2 | 2.2e-07 | 0.66 | 0.52 | 0.14 | FALSE |
5 | GTEx | Adrenal Gland | AC034220.3 | 0.12 | 0.11 | lasso | 16 | 0.08 | 7.7e-04 | -5.3 | 5.2 | 2.7e-07 | 0.66 | 0.65 | 0.15 | FALSE |
6 | GTEx | Artery Aorta | P4HA2 | 0.12 | 0.14 | lasso | 2 | 0.11 | 1.2e-06 | 7.7 | 7.7 | 1.9e-14 | 0.77 | 0.58 | 0.40 | FALSE |
7 | GTEx | Artery Aorta | P4HA2-AS1 | 0.08 | 0.03 | lasso | 3 | 0.01 | 6.6e-02 | 7.3 | 7.2 | 8.0e-13 | 0.77 | 0.15 | 0.69 | FALSE |
8 | GTEx | Artery Tibial | P4HA2 | 0.12 | 0.15 | lasso | 6 | 0.14 | 3.2e-11 | 7.2 | 7.2 | 4.9e-13 | 0.77 | 0.78 | 0.22 | FALSE |
9 | GTEx | Artery Tibial | HINT1 | 0.11 | 0.04 | enet | 18 | 0.06 | 1.0e-05 | -4.7 | -6.2 | 6.7e-10 | -0.39 | 0.57 | 0.04 | FALSE |
10 | GTEx | Artery Tibial | SLC22A5 | 0.18 | 0.12 | enet | 8 | 0.12 | 2.5e-09 | 8.1 | -9.0 | 1.8e-19 | -0.82 | 0.47 | 0.53 | TRUE |
11 | GTEx | Artery Tibial | P4HA2-AS1 | 0.10 | 0.09 | lasso | 4 | 0.11 | 1.0e-08 | 7.1 | 7.0 | 1.8e-12 | 0.77 | 0.47 | 0.53 | FALSE |
12 | GTEx | Brain Caudate basal ganglia | AC034220.3 | 0.41 | 0.45 | enet | 19 | 0.46 | 8.8e-15 | -5.2 | 5.3 | 1.4e-07 | 0.67 | 1.00 | 0.00 | FALSE |
13 | GTEx | Brain Hippocampus | AC034220.3 | 0.21 | 0.15 | lasso | 14 | 0.18 | 5.8e-05 | -5.0 | 6.1 | 1.1e-09 | 0.73 | 0.34 | 0.36 | FALSE |
14 | GTEx | Brain Nucleus accumbens basal ganglia | SLC22A5 | 0.15 | 0.00 | enet | 24 | 0.05 | 1.4e-02 | -4.9 | 5.4 | 5.5e-08 | 0.55 | 0.10 | 0.19 | FALSE |
15 | GTEx | Brain Nucleus accumbens basal ganglia | AC034220.3 | 0.24 | 0.24 | enet | 34 | 0.24 | 3.7e-07 | -5.3 | 5.2 | 1.7e-07 | 0.66 | 0.87 | 0.07 | FALSE |
16 | GTEx | Breast Mammary Tissue | SLC22A5 | 0.10 | 0.02 | enet | 16 | 0.06 | 4.5e-04 | 8.0 | -5.7 | 1.1e-08 | -0.72 | 0.02 | 0.97 | FALSE |
17 | GTEx | Cells EBV-transformed lymphocytes | SLC22A5 | 0.37 | 0.05 | lasso | 13 | 0.10 | 2.8e-04 | 8.0 | -7.2 | 4.7e-13 | -0.74 | 0.04 | 0.91 | FALSE |
18 | GTEx | Cells Transformed fibroblasts | SLC22A5 | 0.32 | 0.28 | lasso | 7 | 0.35 | 1.6e-27 | -6.7 | -7.9 | 2.6e-15 | -0.79 | 1.00 | 0.00 | FALSE |
19 | GTEx | Colon Transverse | SLC22A5 | 0.12 | 0.07 | enet | 8 | 0.07 | 2.5e-04 | 8.0 | -8.0 | 1.0e-15 | -0.77 | 0.14 | 0.76 | FALSE |
20 | GTEx | Colon Transverse | AC034220.3 | 0.30 | 0.15 | lasso | 3 | 0.11 | 8.4e-06 | -5.4 | 5.7 | 1.5e-08 | 0.67 | 0.92 | 0.04 | FALSE |
21 | GTEx | Esophagus Gastroesophageal Junction | UQCRQ | 0.21 | 0.01 | enet | 30 | 0.04 | 2.0e-02 | -6.9 | -6.9 | 6.5e-12 | -0.42 | 0.08 | 0.24 | FALSE |
22 | GTEx | Esophagus Mucosa | P4HA2 | 0.23 | 0.10 | lasso | 6 | 0.14 | 6.1e-10 | 7.7 | 6.3 | 2.8e-10 | 0.69 | 0.97 | 0.03 | FALSE |
23 | GTEx | Esophagus Mucosa | SLC22A5 | 0.16 | 0.16 | enet | 8 | 0.16 | 6.3e-11 | 8.0 | -8.3 | 1.1e-16 | -0.82 | 0.93 | 0.07 | FALSE |
24 | GTEx | Esophagus Mucosa | P4HA2-AS1 | 0.09 | 0.06 | lasso | 6 | 0.08 | 5.4e-06 | 7.7 | 7.3 | 2.1e-13 | 0.77 | 0.52 | 0.46 | FALSE |
25 | GTEx | Heart Atrial Appendage | AC034220.3 | 0.16 | 0.09 | enet | 17 | 0.18 | 1.7e-08 | -5.3 | 5.4 | 5.7e-08 | 0.72 | 0.86 | 0.14 | FALSE |
26 | GTEx | Lung | RAD50 | 0.12 | 0.09 | lasso | 11 | 0.08 | 1.3e-06 | -5.3 | -5.2 | 1.6e-07 | -0.44 | 0.92 | 0.02 | TRUE |
27 | GTEx | Lung | SLC22A5 | 0.10 | 0.15 | enet | 11 | 0.13 | 3.4e-10 | 8.0 | -7.9 | 2.1e-15 | -0.84 | 0.64 | 0.36 | FALSE |
28 | GTEx | Lung | AC004041.2 | 0.13 | 0.08 | lasso | 9 | 0.08 | 8.8e-07 | -5.3 | -5.3 | 1.1e-07 | -0.47 | 0.96 | 0.01 | FALSE |
29 | GTEx | Muscle Skeletal | AC034220.3 | 0.27 | 0.23 | lasso | 9 | 0.24 | 9.1e-24 | -5.2 | 5.5 | 4.1e-08 | 0.68 | 1.00 | 0.00 | FALSE |
30 | GTEx | Muscle Skeletal | MIR3936 | 0.04 | 0.01 | lasso | 4 | 0.00 | 9.9e-02 | -4.6 | 6.4 | 1.6e-10 | 0.69 | 0.20 | 0.20 | FALSE |
31 | GTEx | Nerve Tibial | P4HA2 | 0.19 | 0.12 | enet | 26 | 0.14 | 6.2e-10 | -5.3 | 5.3 | 1.2e-07 | 0.68 | 0.95 | 0.05 | FALSE |
32 | GTEx | Nerve Tibial | SLC22A5 | 0.17 | 0.11 | lasso | 9 | 0.09 | 5.5e-07 | -4.6 | -6.6 | 3.6e-11 | -0.43 | 0.76 | 0.20 | FALSE |
33 | GTEx | Nerve Tibial | AC034220.3 | 0.15 | 0.11 | lasso | 5 | 0.10 | 1.9e-07 | -5.3 | 5.3 | 1.0e-07 | 0.66 | 1.00 | 0.00 | FALSE |
34 | GTEx | Nerve Tibial | P4HA2-AS1 | 0.14 | 0.05 | lasso | 8 | 0.08 | 3.8e-06 | 5.1 | 5.7 | 9.7e-09 | 0.69 | 0.87 | 0.11 | FALSE |
35 | GTEx | Ovary | PDLIM4 | 0.25 | 0.22 | enet | 10 | 0.05 | 2.1e-02 | -3.7 | 5.2 | 1.5e-07 | 0.55 | 0.33 | 0.26 | FALSE |
36 | GTEx | Prostate | AC034220.3 | 0.38 | 0.37 | lasso | 5 | 0.37 | 3.0e-10 | -5.4 | 5.8 | 5.7e-09 | 0.70 | 0.76 | 0.24 | FALSE |
37 | GTEx | Skin Not Sun Exposed Suprapubic | PDLIM4 | 0.13 | 0.08 | lasso | 2 | 0.06 | 2.6e-04 | 8.0 | -7.9 | 2.2e-15 | -0.78 | 0.46 | 0.20 | TRUE |
38 | GTEx | Skin Not Sun Exposed Suprapubic | SLC22A4 | 0.13 | 0.00 | lasso | 4 | 0.01 | 7.1e-02 | -8.0 | -7.9 | 3.2e-15 | -0.70 | 0.14 | 0.13 | FALSE |
39 | GTEx | Skin Not Sun Exposed Suprapubic | SLC22A5 | 0.13 | 0.05 | lasso | 8 | 0.05 | 8.3e-04 | -5.3 | -6.3 | 2.3e-10 | -0.78 | 0.40 | 0.59 | TRUE |
40 | GTEx | Skin Sun Exposed Lower leg | PDLIM4 | 0.09 | 0.08 | lasso | 8 | 0.09 | 1.0e-07 | 7.7 | -7.8 | 4.9e-15 | -0.83 | 0.14 | 0.86 | FALSE |
41 | GTEx | Skin Sun Exposed Lower leg | SLC22A5 | 0.25 | 0.21 | lasso | 3 | 0.20 | 1.4e-16 | 8.1 | -7.8 | 6.0e-15 | -0.84 | 0.99 | 0.01 | FALSE |
42 | GTEx | Spleen | SLC22A5 | 0.26 | 0.28 | lasso | 4 | 0.28 | 6.6e-08 | 8.0 | 7.2 | 5.5e-13 | 0.81 | 0.06 | 0.84 | FALSE |
43 | GTEx | Stomach | SLC22A5 | 0.09 | 0.04 | lasso | 4 | 0.01 | 9.0e-02 | -7.6 | -6.5 | 8.9e-11 | -0.71 | 0.14 | 0.21 | FALSE |
44 | GTEx | Testis | P4HA2 | 0.14 | 0.13 | lasso | 5 | 0.11 | 1.4e-05 | 7.7 | 8.5 | 1.6e-17 | 0.83 | 0.08 | 0.92 | FALSE |
45 | GTEx | Testis | AC034220.3 | 0.15 | 0.12 | lasso | 9 | 0.12 | 4.4e-06 | -5.2 | 5.2 | 2.3e-07 | 0.66 | 0.89 | 0.01 | FALSE |
46 | GTEx | Thyroid | P4HA2 | 0.08 | 0.07 | enet | 9 | 0.06 | 3.5e-05 | 7.2 | 7.1 | 1.1e-12 | 0.76 | 0.40 | 0.50 | FALSE |
47 | GTEx | Thyroid | PDLIM4 | 0.05 | 0.02 | enet | 5 | 0.01 | 3.1e-02 | 5.1 | -6.2 | 6.4e-10 | -0.73 | 0.04 | 0.91 | FALSE |
48 | GTEx | Thyroid | SLC22A5 | 0.17 | 0.07 | lasso | 5 | 0.13 | 4.8e-10 | -4.6 | -7.8 | 6.4e-15 | -0.66 | 0.68 | 0.30 | FALSE |
49 | GTEx | Thyroid | P4HA2-AS1 | 0.08 | 0.06 | enet | 14 | 0.05 | 1.6e-04 | 7.2 | 7.4 | 1.2e-13 | 0.77 | 0.24 | 0.67 | FALSE |
50 | GTEx | Whole Blood | SLC22A4 | 0.07 | 0.05 | enet | 16 | 0.05 | 4.6e-05 | -6.7 | -7.4 | 1.0e-13 | -0.69 | 0.16 | 0.73 | FALSE |
51 | GTEx | Whole Blood | SLC22A5 | 0.09 | 0.12 | lasso | 2 | 0.10 | 1.7e-09 | 8.0 | -8.0 | 9.5e-16 | -0.84 | 0.86 | 0.14 | FALSE |
52 | GTEx | Whole Blood | AC034220.3 | 0.08 | 0.05 | enet | 31 | 0.06 | 4.0e-06 | 8.1 | -7.6 | 2.8e-14 | -0.77 | 0.17 | 0.82 | FALSE |
53 | GTEx | Whole Blood | AC116366.6 | 0.05 | 0.04 | lasso | 17 | 0.03 | 5.7e-04 | -5.3 | 6.5 | 1.1e-10 | 0.61 | 0.16 | 0.72 | FALSE |
54 | METSIM | Adipose | P4HA2 | 0.09 | 0.08 | lasso | 12 | 0.09 | 2.4e-13 | 7.1 | 6.3 | 2.2e-10 | 0.67 | 0.97 | 0.03 | FALSE |
55 | METSIM | Adipose | SLC22A4 | 0.05 | 0.02 | lasso | 3 | 0.03 | 8.4e-06 | 6.0 | -6.8 | 7.3e-12 | -0.70 | 0.54 | 0.44 | FALSE |
56 | METSIM | Adipose | SLC22A5 | 0.05 | 0.08 | lasso | 1 | 0.08 | 1.0e-11 | 8.0 | -8.0 | 9.8e-16 | -0.84 | 0.36 | 0.64 | FALSE |
57 | NTR | Blood | ACSL6 | 0.01 | 0.00 | bslmm | 399 | 0.00 | 2.8e-02 | -2.2 | -5.9 | 2.8e-09 | -0.49 | 0.18 | 0.28 | FALSE |
58 | NTR | Blood | C5orf56 | 0.01 | 0.01 | blup | 439 | 0.01 | 1.7e-03 | -8.1 | -7.6 | 3.4e-14 | -0.49 | 0.22 | 0.18 | FALSE |
59 | NTR | Blood | IRF1 | 0.03 | 0.02 | blup | 424 | 0.01 | 5.7e-05 | -5.3 | 7.6 | 2.6e-14 | 0.67 | 0.68 | 0.32 | FALSE |
60 | NTR | Blood | SLC22A4 | 0.02 | 0.00 | blup | 423 | 0.01 | 5.2e-04 | 6.0 | -6.6 | 4.7e-11 | -0.69 | 0.15 | 0.82 | FALSE |
61 | NTR | Blood | SLC22A5 | 0.02 | 0.01 | lasso | 5 | 0.02 | 2.3e-06 | 8.5 | -8.7 | 3.2e-18 | -0.76 | 0.03 | 0.96 | FALSE |
62 | YFS | Blood | SLC22A4 | 0.10 | 0.12 | enet | 47 | 0.14 | 5.1e-42 | -5.4 | -6.6 | 5.2e-11 | -0.78 | 1.00 | 0.00 | FALSE |
63 | YFS | Blood | SLC22A5 | 0.38 | 0.36 | bslmm | 430 | 0.37 | 3.0e-128 | 8.0 | -7.5 | 4.3e-14 | -0.80 | 0.99 | 0.01 | FALSE |
64 | The Cancer Genome Atlas | Breast Invasive Carcinoma | P4HA2 | 0.03 | 0.02 | blup | 47 | 0.03 | 3.1e-06 | 7.1 | 7.1 | 1.5e-12 | 0.65 | 0.19 | 0.77 | TRUE |
65 | The Cancer Genome Atlas | Breast Invasive Carcinoma | PDLIM4 | 0.05 | 0.05 | lasso | 4 | 0.05 | 9.0e-11 | -4.6 | -5.2 | 1.9e-07 | -0.56 | 1.00 | 0.00 | FALSE |
66 | The Cancer Genome Atlas | Breast Invasive Carcinoma | SLC22A4 | 0.05 | 0.01 | enet | 7 | 0.02 | 1.6e-05 | 8.0 | -6.5 | 7.1e-11 | -0.71 | 0.41 | 0.20 | FALSE |
67 | The Cancer Genome Atlas | Colon Adenocarcinoma | PDLIM4 | 0.14 | 0.04 | enet | 9 | 0.09 | 6.8e-06 | -4.7 | -6.8 | 1.5e-11 | -0.59 | 0.47 | 0.20 | FALSE |
68 | The Cancer Genome Atlas | Colon Adenocarcinoma | SLC22A5 | 0.08 | 0.04 | blup | 92 | 0.07 | 1.2e-04 | -6.7 | -7.7 | 1.6e-14 | -0.78 | 0.03 | 0.91 | TRUE |
69 | The Cancer Genome Atlas | Head and Neck Squamous Cell Carcinoma | SLC22A5 | 0.06 | 0.05 | blup | 93 | 0.08 | 1.2e-09 | -5.3 | -6.1 | 8.0e-10 | -0.76 | 0.84 | 0.16 | FALSE |
70 | The Cancer Genome Atlas | Kidney Renal Clear Cell Carcinoma | SLC22A4 | 0.03 | 0.03 | lasso | 1 | 0.02 | 3.5e-03 | -5.3 | -5.2 | 1.5e-07 | -0.66 | 0.45 | 0.06 | FALSE |
71 | The Cancer Genome Atlas | Kidney Renal Clear Cell Carcinoma | SLC22A5 | 0.06 | 0.04 | blup | 93 | 0.04 | 8.9e-06 | -1.8 | 5.7 | 1.0e-08 | 0.42 | 0.48 | 0.28 | FALSE |
72 | The Cancer Genome Atlas | Brain Lower Grade Glioma | C5orf56 | 0.03 | 0.01 | blup | 98 | 0.02 | 4.2e-03 | -5.6 | 7.7 | 1.1e-14 | 0.73 | 0.08 | 0.45 | FALSE |
73 | The Cancer Genome Atlas | Lung Adenocarcinoma | SLC22A5 | 0.06 | 0.03 | lasso | 4 | 0.02 | 9.3e-04 | -6.7 | -6.8 | 8.3e-12 | -0.65 | 0.10 | 0.53 | TRUE |
74 | The Cancer Genome Atlas | Lung Squamous Cell Carcinoma | SLC22A4 | 0.04 | 0.01 | blup | 111 | 0.03 | 3.0e-04 | -4.4 | -6.2 | 6.9e-10 | -0.68 | 0.06 | 0.71 | FALSE |
75 | The Cancer Genome Atlas | Lung Squamous Cell Carcinoma | SLC22A5 | 0.05 | 0.03 | blup | 93 | 0.05 | 1.9e-06 | -4.1 | -5.3 | 1.2e-07 | -0.69 | 0.55 | 0.44 | FALSE |
76 | The Cancer Genome Atlas | Ovarian Serous Cystadenocarcinoma | SLC22A5 | 0.12 | 0.04 | blup | 92 | 0.07 | 2.2e-05 | -6.7 | -6.1 | 1.1e-09 | -0.52 | 0.10 | 0.65 | FALSE |
77 | The Cancer Genome Atlas | Prostate Adenocarcinoma | SLC22A4 | 0.09 | 0.07 | blup | 108 | 0.09 | 3.0e-09 | -5.3 | -7.2 | 6.1e-13 | -0.74 | 0.24 | 0.76 | FALSE |
78 | The Cancer Genome Atlas | Thyroid Carcinoma | C5orf56 | 0.06 | 0.04 | blup | 98 | 0.03 | 1.3e-03 | -5.5 | 5.4 | 7.1e-08 | 0.59 | 0.61 | 0.32 | TRUE |
79 | The Cancer Genome Atlas | Thyroid Carcinoma | IRF1 | 0.05 | 0.02 | blup | 83 | 0.03 | 1.5e-03 | 9.2 | 8.0 | 1.1e-15 | 0.87 | 0.00 | 0.91 | FALSE |
80 | The Cancer Genome Atlas | Thyroid Carcinoma | P4HA2 | 0.21 | 0.35 | enet | 10 | 0.35 | 4.7e-35 | 7.1 | 7.6 | 2.4e-14 | 0.76 | 0.42 | 0.58 | FALSE |
81 | The Cancer Genome Atlas | Thyroid Carcinoma | SLC22A5 | 0.03 | 0.02 | lasso | 1 | 0.01 | 2.6e-02 | -6.7 | -6.7 | 2.4e-11 | -0.70 | 0.02 | 0.54 | FALSE |