A tumor microenvironment-specific gene expression signature predicts chemotherapy resistance in colorectal cancer patients

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作者
Xiaoqiang Zhu
Xianglong Tian
Linhua Ji
Xinyu Zhang
Yingying Cao
Chaoqin Shen
Ye Hu
Jason W. H. Wong
Jing-Yuan Fang
Jie Hong
Haoyan Chen
机构
[1] Shanghai Jiao Tong University,State Key Laboratory for Oncogenes and Related Genes, Division of Gastroenterology and Hepatology, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Shanghai Institute of Digestive Disease, Renji Hospital,
[2] The University of Hong Kong,School of Biomedical Sciences, Li Ka Shing Faculty of Medicine
[3] Shanghai Jiao Tong University School of Medicine,Department of Gastroenterology, Tongren Hospital
[4] Shanghai Jiao Tong University,Department of Gastrointestinal Surgery, Renji Hospital, School of Medicine
[5] Shanghai Jiao Tong University School of Medicine,Department of Gastroenterology, Xinhua Hospital
[6] Women’s Cancer Program at the Samuel Oschin Comprehensive Cancer Institute,undefined
[7] Cedars-Sinai Medical Center,undefined
来源
npj Precision Oncology | / 5卷
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摘要
Studies have shown that tumor microenvironment (TME) might affect drug sensitivity and the classification of colorectal cancer (CRC). Using TME-specific gene signature to identify CRC subtypes with distinctive clinical relevance has not yet been tested. A total of 18 “bulk” RNA-seq datasets (total n = 2269) and four single-cell RNA-seq datasets were included in this study. We constructed a “Signature associated with FOLFIRI resistant and Microenvironment” (SFM) that could discriminate both TME and drug sensitivity. Further, SFM subtypes were identified using K-means clustering and verified in three independent cohorts. Nearest template prediction algorithm was used to predict drug response. TME estimation was performed by CIBERSORT and microenvironment cell populations-counter (MCP-counter) methods. We identified six SFM subtypes based on SFM signature that discriminated both TME and drug sensitivity. The SFM subtypes were associated with distinct clinicopathological, molecular and phenotypic characteristics, specific enrichments of gene signatures, signaling pathways, prognosis, gut microbiome patterns, and tumor lymphocytes infiltration. Among them, SFM-C and -F were immune suppressive. SFM-F had higher stromal fraction with epithelial-to-mesenchymal transition phenotype, while SFM-C was characterized as microsatellite instability phenotype which was responsive to immunotherapy. SFM-D, -E, and -F were sensitive to FOLFIRI and FOLFOX, while SFM-A, -B, and -C were responsive to EGFR inhibitors. Finally, SFM subtypes had strong prognostic value in which SFM-E and -F had worse survival than other subtypes. SFM subtypes enable the stratification of CRC with potential chemotherapy response thereby providing more precise therapeutic options for these patients.
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