Core Viewpoint - The study highlights the dynamic changes in the tumor microenvironment (TME) across various cancer types and stages, emphasizing the importance of understanding cellular interactions within the TME as a promising therapeutic target [3][7]. Group 1: Research Overview - The research published in Nature Cancer integrates data from 36 cancer types and 746 samples, analyzing over 4 million single cells and spatial transcriptomics data from 6 cancer types [4][5]. - A comprehensive atlas of TME heterogeneity, named TabulaTIME, was established, detailing six major cell lineages and 56 cell subtypes within the TME [7][9]. Group 2: Key Findings - The study identified CTHRC1 as a marker for cancer-associated fibroblasts (CAFs) that are enriched in various cancer types, indicating their role in immune cell infiltration prevention [9]. - The research demonstrated that TabulaTIME can be utilized for analyzing tumor ecotype composition and serves as a reference for cell type annotation, providing insights into potential therapeutic strategies targeting profibrotic ecotypes [9].