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

Abstract 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 unclea...

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Veröffentlicht in:Human molecular genetics 2024-02, Vol.33 (4), p.342-354
Hauptverfasser: Zhang, Yuanhang, Zhou, Xiaorui, Zhong, Yu, Chen, Xi, Li, Zeyu, Li, Rui, Qin, Pengfei, Wang, Shanshan, Yin, Jianhua, Liu, Shang, Jiang, Miaomiao, Yu, Qichao, Hou, Yong, Liu, Shiping, Wu, Liang
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container_end_page 354
container_issue 4
container_start_page 342
container_title Human molecular genetics
container_volume 33
creator Zhang, Yuanhang
Zhou, Xiaorui
Zhong, Yu
Chen, Xi
Li, Zeyu
Li, Rui
Qin, Pengfei
Wang, Shanshan
Yin, Jianhua
Liu, Shang
Jiang, Miaomiao
Yu, Qichao
Hou, Yong
Liu, Shiping
Wu, Liang
description Abstract 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.
doi_str_mv 10.1093/hmg/ddad187
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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. 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source MEDLINE; Oxford University Press Journals All Titles (1996-Current)
subjects Cell Differentiation
Cell Transformation, Neoplastic
Humans
Leukocytes, Mononuclear
Neoplasms - diagnosis
Neoplasms - genetics
Single-Cell Gene Expression Analysis
title Pan-cancer scRNA-seq analysis reveals immunological and diagnostic significance of the peripheral blood mononuclear cells
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