4.5 Article

Estimating the population abundance of tissue-infiltrating immune and stromal cell populations using gene expression

期刊

GENOME BIOLOGY
卷 17, 期 -, 页码 -

出版社

BMC
DOI: 10.1186/s13059-016-1070-5

关键词

Transcriptomic markers; Gene signatures; Deconvolution; Tumor microenvironment

资金

  1. Institut National de la Sante et de la Recherche Medicale
  2. University Paris-Descartes
  3. University Pierre et Marie Curie
  4. Institut National du Cancer [2011-1-PLBIO-06-INSERM 6-1, PLBIO09-088-IDF-KROEMER]
  5. CARPEM (CAncer Research for PErsonalized Medicine)
  6. Labex Immuno-Oncology [LAXE62_9UMS872 FRIDMAN]
  7. Fondation ARC pour la recherche sur le cancer
  8. Canceropole Ile-de-France
  9. Universidad de los Andes School of Medicine
  10. Colciencias
  11. CARPEM post-doctorate fellowship
  12. PPATH doctorate fellowship

向作者/读者索取更多资源

We introduce the Microenvironment Cell Populations-counter (MCP-counter) method, which allows the robust quantification of the absolute abundance of eight immune and two stromal cell populations in heterogeneous tissues from transcriptomic data. We present in vitro mRNA mixture and ex vivo immunohistochemical data that quantitatively support the validity of our method's estimates. Additionally, we demonstrate that MCP-counter overcomes several limitations or weaknesses of previously proposed computational approaches. MCP-counter is applied to draw a global picture of immune infiltrates across human healthy tissues and non-hematopoietic human tumors and recapitulates microenvironment-based patient stratifications associated with overall survival in lung adenocarcinoma and colorectal and breast cancer.

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