Homologous recombination deficiency in triple-negative breast cancer: Multi-scale transcriptomics reveals distinct tumor microenvironments and limitations in predicting immunotherapy response

被引:11
作者
Kang, Kai [1 ,2 ]
Wu, Yijun [1 ,2 ]
Han, Chang [3 ]
Wang, Li [4 ]
Wang, Zhile [5 ]
Zhao, Ailin [4 ,6 ]
机构
[1] Sichuan Univ, West China Hosp, Canc Ctr, Div Thorac Tumor Multimodal Treatment, Chengdu, Peoples R China
[2] Sichuan Univ, West China Hosp, Lab Clin Cell Therapy, Chengdu, Peoples R China
[3] Sichuan Univ, West China Hosp, Canc Ctr, Div Abdominal Tumor Multimodal Treatment, Chengdu, Peoples R China
[4] Sichuan Univ, West China Hosp, Dept Hematol, Chengdu, Peoples R China
[5] Sichuan Univ, West China Hosp, Dept Thorac Surg, Chengdu, Peoples R China
[6] 37 Guoxue Alley, Chengdu 610000, Sichuan, Peoples R China
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
Triple -negative breast cancer; Homologous recombination deficiency; Tumor microenvironment; Immune checkpoint inhibitor; Cancer -associated fibroblasts; SINGLE-CELL; EXPRESSION; PROTEIN; INHIBITION; BLOCKADE; FEATURES; GENES; PD-L1; ATLAS;
D O I
10.1016/j.compbiomed.2023.106836
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background: Triple-negative breast cancer (TNBC) is the most aggressive subtype of breast cancer and has the highest proportion of homologous recombination deficiency (HRD). HRD has been considered a biomarker of response to immune checkpoint inhibitors (ICIs), but the reality is more complicated. A comprehensive com-parison of the tumor microenvironment (TME) in HRD and non-HRD TNBC samples may be helpful.Methods: Datasets from single-cell, spatial, and bulk RNA-sequencing were collected to explore the role of HRD in the development of TME at multiple scales. Based on the findings in the TME, machine learning algorithms were used to construct a response prediction model in eleven ICI therapy cohorts.Results: A more exhausted phenotype of T cells and a more tolerogenic phenotype of dendritic cells were found in the non-HRD group. HRD reprograms the predominant phenotype of cancer-associated fibroblasts (CAFs) from myofibroblastic CAFs to inflammatory-like CAFs. As interactions between myofibroblastic CAFs and other cells, DPP4-chemokines associated with reduced immune cell recruitment were unique in the non-HRD group. The prediction model based on DPP4-related genes had acceptable performance in predicting response, prognosis, and immune cell content. Higher HRD scores in bulk RNA-sequencing samples indicated more activated immune cell function, but not higher immune cell content, which may be affected by factors such as antigen-presenting capacity.Conclusions: Based on multi-scale transcriptomics, our findings comprehensively reveal differences in the TME between HRD and non-HRD samples. Combining HRD with the prediction model or other methods for assessing immune cell content, may better predict response to ICIs in TNBC.
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页数:16
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