Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2025 Aug 25.
doi: 10.1038/s43018-025-01039-5. Online ahead of print.

Spatiotemporal analyses of the pan-cancer single-cell landscape reveal widespread profibrotic ecotypes associated with tumor immunity

Affiliations

Spatiotemporal analyses of the pan-cancer single-cell landscape reveal widespread profibrotic ecotypes associated with tumor immunity

Ya Han et al. Nat Cancer. .

Abstract

The tumor microenvironment evolves during tumor development and influences the cells in the microenvironment to orchestrate a supportive environment for tumor growth. Here we collected 4,483,367 cells across 36 cancer types and constructed a pan-cancer resource named TabulaTIME. Our integrated analyses reveal that CTHRC1 is a hallmark of extracellular matrix-related cancer-associated fibroblasts (CAFs) that are enriched in different cancer types. Spatiotemporal analyses further indicated that CTHRC1+ CAFs are located at the leading edge between the malignant and normal regions, potentially preventing immune infiltration. Moreover, we identified that SLPI+ macrophages exhibit profibrotic-associated phenotypes and colocalize with CTHRC1+ CAFs to form unique spatial ecotypes. Finally, we demonstrated that TabulaTIME can be used to analyze tumor ecotype composition and can serve as a reference for cell-type annotation. This work establishes a comprehensive single-cell landscape of the heterogenous TME and offers a potential therapeutic strategy for targeting the profibrotic ecotype in cancer treatment.

PubMed Disclaimer

Conflict of interest statement

Competing interests: The authors declare no competing interests.

References

    1. Gavish, A. et al. Hallmarks of transcriptional intratumour heterogeneity across a thousand tumours. Nature 618, 598–606 (2023). - PubMed
    1. Hanahan, D. & Weinberg, R. A. Hallmarks of cancer: the next generation. Cell 144, 646–674 (2011). - PubMed
    1. De Visser, K. E. & Joyce, J. A. The evolving tumor microenvironment: from cancer initiation to metastatic outgrowth. Cancer Cell 41, 374–403 (2023). - PubMed
    1. Luca, B. A. et al. Atlas of clinically distinct cell states and ecosystems across human solid tumors. Cell 184, 5482–5496 (2021). - PubMed - PMC
    1. Mulder, K. et al. Cross-tissue single-cell landscape of human monocytes and macrophages in health and disease. Immunity 54, 1883–1900 (2021). - PubMed

LinkOut - more resources