TWAS / FUSION

Models from The Cancer Genome Atlas

Table 1: Model heritability

Heritability estimates across all genes in each cancer type. Cis-locus was defined as +/-500kb of the gene boundary. Samples were restricted to Europeans by principal components analysis. All models were adjusted for 20 gene expression PCs, 2 genetic ancestry PCs, and local structural variation estimated from a SNP array in the tumor. Heritability was estimated using GCTA/REML.

N samples: number of samples; N genes: number of converged genes with heritabiliy estimates; hsq: mean heritability estimate; hsq (se): standard error of the mean heritability estimate; hsq P<0.01: number of genes with heritability p-value < 0.01 (computed by likelihood ratio test), representing nominally predictive models.

Label Cancer N samples N genes hsq hsq (se) hsq P<0.01
TCGA-BLCA.TUMOR Bladder Urothelial Carcinoma 380 16249 0.0157 0.0003 1677
TCGA-BRCA.TUMOR Breast Invasive Carcinoma 1049 16633 0.0188 0.0003 4464
TCGA-CESC.TUMOR Cervical Squamous Cell Carcinoma 277 16224 0.0194 0.0004 1117
TCGA-COAD.TUMOR Colon Adenocarcinoma 275 16253 0.0275 0.0005 2098
TCGA-ESCA.TUMOR Esophageal Carcinoma 170 16468 0.0218 0.0007 697
TCGA-GBM.TUMOR Glioblastoma Multiforme 125 16090 0.0317 0.0007 1039
TCGA-HNSC.TUMOR Head and Neck Squamous Cell Carcinoma 499 16586 0.0190 0.0003 2763
TCGA-KIRC.TUMOR Kidney Renal Clear Cell Carcinoma 506 16608 0.0297 0.0005 4139
TCGA-KIRP.TUMOR Kidney Renal Papillary Cell Carcinoma 283 16098 0.0286 0.0005 2080
TCGA-LGG.TUMOR Brain Lower Grade Glioma 483 16695 0.0316 0.0005 4347
TCGA-LIHC.TUMOR Liver Hepatocellular Carcinoma 352 15593 0.0213 0.0005 1121
TCGA-LUAD.TUMOR Lung Adenocarcinoma 500 16636 0.0195 0.0003 2973
TCGA-LUSC.TUMOR Lung Squamous Cell Carcinoma 464 16781 0.0169 0.0003 2544
TCGA-OV.TUMOR Ovarian Serous Cystadenocarcinoma 284 16671 0.0184 0.0004 1620
TCGA-PAAD.TUMOR Pancreatic Adenocarcinoma 172 16532 0.0325 0.0006 1685
TCGA-PCPG.TUMOR Pheochromocytoma and Paraganglioma 175 15962 0.0291 0.0006 1342
TCGA-PRAD.TUMOR Prostate Adenocarcinoma 468 16634 0.0366 0.0005 4675
TCGA-READ.TUMOR Rectum Adenocarcinoma 89 15954 0.0330 0.0009 707
TCGA-SARC.TUMOR Soft Tissue Sarcoma 249 15966 0.0159 0.0004 1091
TCGA-SKCM.TUMOR Skin Cutaneous Melanoma 103 15538 0.0231 0.0007 541
TCGA-STAD.TUMOR Stomach Adenocarcinoma 387 16654 0.0182 0.0004 1718
TCGA-TGCT.TUMOR Testicular Germ Cell Tumors 149 15675 0.0304 0.0007 1296
TCGA-THCA.TUMOR Thyroid Carcinoma 484 16454 0.0456 0.0006 5211
TCGA-UCEC.TUMOR Uterine Corpus Endometrial Carcinoma 171 15980 0.0197 0.0007 518