Pan-cancer scRNA-seq analysis reveals immunological and diagnostic significance of the peripheral blood mononuclear cells

外周血单个核细胞 生物 癌症 免疫系统 免疫学 免疫抑制 癌细胞 医学 癌症研究 内科学 体外 遗传学
作者
Yuanhang Zhang,Xiaorui Zhou,Yu Zhong,Xi Chen,Zeyu Li,Rui Li,Pengfei Qin,Shanshan Wang,Jianhua Yin,Shang Liu,Miaomiao Jiang,Qichao Yu,Yong Hou,Shiping Liu,Liang Wu
出处
期刊:Human Molecular Genetics [Oxford University Press]
卷期号:33 (4): 342-354 被引量:13
标识
DOI:10.1093/hmg/ddad187
摘要

Peripheral blood mononuclear cells (PBMCs) reflect systemic immune response during cancer progression. However, a comprehensive understanding of the composition and function of PBMCs in cancer patients is lacking, and the potential of these features to assist cancer diagnosis is also unclear. Here, the compositional and status differences between cancer patients and healthy donors in PBMCs were investigated by single-cell RNA sequencing (scRNA-seq), involving 262,025 PBMCs from 68 cancer samples and 14 healthy samples. We observed an enhanced activation and differentiation of most immune subsets in cancer patients, along with reduction of naïve T cells, expansion of macrophages, impairment of NK cells and myeloid cells, as well as tumor promotion and immunosuppression. Based on characteristics including differential cell type abundances and/or hub genes identified from weight gene co-expression network analysis (WGCNA) modules of each major cell type, we applied logistic regression to construct cancer diagnosis models. Furthermore, we found that the above models can distinguish cancer patients and healthy donors with high sensitivity. Our study provided new insights into using the features of PBMCs in non-invasive cancer diagnosis.
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