4.6 Article

Bioinformatics reveal macrophages marker genes signature in breast cancer to predict prognosis

期刊

ANNALS OF MEDICINE
卷 53, 期 1, 页码 1019-1031

出版社

TAYLOR & FRANCIS LTD
DOI: 10.1080/07853890.2021.1914343

关键词

Breast cancer; macrophages marker genes; prognostic signature; bioinformatics

资金

  1. National Natural Science Foundation of China [81672622, 81630074, 81872141]
  2. Guangdong Science and Technology Department [2019A1515010146]
  3. Guangzhou Science and Technology plan key projects [201804020076]

向作者/读者索取更多资源

This study developed a prognostic macrophage marker genes signature (MMGS) for breast cancer, which showed effectiveness in stratifying patients and providing reference for immunotherapy decision-making.
Background: Breast cancer is a pivotal cause of global women cancer death. Immunotherapy has become a promising means to cure breast cancer. As constitutes of immune microenvironment of breast cancer, macrophages exert complicated functions in the tumour development and treatment. This study aims to develop a prognostic macrophage marker genes signature (MMGS). Methods: Single cell RNA sequence data analysis was performed to identify macrophage marker genes in breast cancer. TCGA database was used to construct MMGS model as a training cohort, and GSE96058 dataset was used to validate the MMGS as a validation cohort. Results: Genes included in the MMGS model were: SERPINA1, CD74, STX11, ADAM9, CD24, NFKBIA, PGK1. MMGS risk score stratified by overall survival of patients divided them into high- and low-risk groups. And MMGS risk score remained independent prognostic factor in multivariate analysis after adjusting for classical clinical factors in both training and validation cohorts. Besides, hormone receptors negative and human epidermal growth factor receptor 2 (HER2) positive patients had higher risk score. MMGS showed better distinguishing capability between high-risk and low-risk groups in hormone receptor positive and HER2 negative subgroup. Conclusion: MMGS provides a new understanding of immune cell marker genes in breast cancer prognosis and may offer reference for immunotherapy decision for breast cancer patients.

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