TCGA (The Cancer Genome Atlas), an integrated effort through the application of advanced genome technologies, is a treasure trove to facilitate our understanding of molecular basis of cancer. Here we introduce the collections of various cancer type and the standardized pipeline of data analysis, and summarize important findings from recent publications by TCGA teams.