肿瘤微环境
外周血
免疫系统
外围设备
免疫学
转录组
生物
癌症研究
医学
内科学
基因
基因表达
生物化学
作者
Yingying Cao,Tiangen Chang,Fiorella Schischlik,Kun Wang,Sanju Sinha,Sridhar Hannenhalli,Peng Jiang,Eytan Ruppin
出处
期刊:Cancer research communications
日期:2024-08-08
卷期号:4 (9): 2335-2348
标识
DOI:10.1158/2767-9764.crc-24-0092
摘要
In this study, we explore the possibility of inferring characteristics of the tumor immune microenvironment from the blood. Specifically, we investigate two datasets of patients with head and neck squamous cell carcinoma with matched single-cell RNA sequencing (scRNA-seq) from peripheral blood mononuclear cells (PBMCs) and tumor tissues. Our analysis shows that the immune cell fractions and gene expression profiles of various immune cells within the tumor microenvironment can be inferred from the matched PBMC scRNA-seq data. We find that the established exhausted T-cell signature can be predicted from the blood and serve as a valuable prognostic blood biomarker of immunotherapy response. Additionally, our study reveals that the inferred ratio between tumor memory B- and regulatory T-cell fractions is predictive of immunotherapy response and is superior to the well-established cytolytic and exhausted T-cell signatures. These results highlight the promising potential of PBMC scRNA-seq in cancer immunotherapy and warrant, and will hopefully facilitate, further investigations on a larger scale. The code for predicting tumor immune microenvironment from PBMC scRNA-seq, TIMEP, is provided, offering other researchers the opportunity to investigate its prospective applications in various other indications.
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