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 |
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container_title | Human molecular genetics |
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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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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.</description><identifier>ISSN: 0964-6906</identifier><identifier>ISSN: 1460-2083</identifier><identifier>EISSN: 1460-2083</identifier><identifier>DOI: 10.1093/hmg/ddad187</identifier><identifier>PMID: 37944069</identifier><language>eng</language><publisher>England: Oxford University Press</publisher><subject>Cell Differentiation ; Cell Transformation, Neoplastic ; Humans ; Leukocytes, Mononuclear ; Neoplasms - diagnosis ; Neoplasms - genetics ; Single-Cell Gene Expression Analysis</subject><ispartof>Human molecular genetics, 2024-02, Vol.33 (4), p.342-354</ispartof><rights>The Author(s) 2023. Published by Oxford University Press. All rights reserved. For Permissions, please email: journals.permissions@oup.com 2023</rights><rights>The Author(s) 2023. Published by Oxford University Press. All rights reserved. For Permissions, please email: journals.permissions@oup.com.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c278t-c25449e362cdb63c42cb39219096893e028174d448be4812ac084c8a215e4e893</cites><orcidid>0000-0003-2158-8424 ; 0000-0001-9138-2347</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,1584,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/37944069$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Zhang, Yuanhang</creatorcontrib><creatorcontrib>Zhou, Xiaorui</creatorcontrib><creatorcontrib>Zhong, Yu</creatorcontrib><creatorcontrib>Chen, Xi</creatorcontrib><creatorcontrib>Li, Zeyu</creatorcontrib><creatorcontrib>Li, Rui</creatorcontrib><creatorcontrib>Qin, Pengfei</creatorcontrib><creatorcontrib>Wang, Shanshan</creatorcontrib><creatorcontrib>Yin, Jianhua</creatorcontrib><creatorcontrib>Liu, Shang</creatorcontrib><creatorcontrib>Jiang, Miaomiao</creatorcontrib><creatorcontrib>Yu, Qichao</creatorcontrib><creatorcontrib>Hou, Yong</creatorcontrib><creatorcontrib>Liu, Shiping</creatorcontrib><creatorcontrib>Wu, Liang</creatorcontrib><title>Pan-cancer scRNA-seq analysis reveals immunological and diagnostic significance of the peripheral blood mononuclear cells</title><title>Human molecular genetics</title><addtitle>Hum Mol Genet</addtitle><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.</description><subject>Cell Differentiation</subject><subject>Cell Transformation, Neoplastic</subject><subject>Humans</subject><subject>Leukocytes, Mononuclear</subject><subject>Neoplasms - diagnosis</subject><subject>Neoplasms - genetics</subject><subject>Single-Cell Gene Expression Analysis</subject><issn>0964-6906</issn><issn>1460-2083</issn><issn>1460-2083</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNp9kMtKAzEUQIMotj5W7iUrEWQ0r84kSxFfUFRE10MmuW0jM8k06Qj9e6OtLt3kLnI43HsQOqHkkhLFrxbd_MpabamsdtCYipIUjEi-i8ZElaIoFSlH6CClD0JoKXi1j0a8UkKQUo3R-kX7wmhvIOJkXp-uiwRLrL1u18klHOETdJuw67rBhzbMndFt_rbYOj33Ia2cwcnNvZu5HwsOM7xaAO4hun4BMdNNG4LFXfDBD6YFHbGBtk1HaG-W1XC8nYfo_e727eahmD7fP95cTwvDKrnK70QIBbxkxjYlN4KZhitGVT5OKg6ESVoJK4RsQEjKtCFSGKkZnYCATByi8423j2E5QFrVnUvfG2gPYUg1k1IxLplgGb3YoCaGlCLM6j66Tsd1TUn93brOrett60yfbsVD04H9Y3_jZuBsA4Sh_9f0BU76iVc</recordid><startdate>20240201</startdate><enddate>20240201</enddate><creator>Zhang, Yuanhang</creator><creator>Zhou, Xiaorui</creator><creator>Zhong, Yu</creator><creator>Chen, Xi</creator><creator>Li, Zeyu</creator><creator>Li, Rui</creator><creator>Qin, Pengfei</creator><creator>Wang, Shanshan</creator><creator>Yin, Jianhua</creator><creator>Liu, Shang</creator><creator>Jiang, Miaomiao</creator><creator>Yu, Qichao</creator><creator>Hou, Yong</creator><creator>Liu, Shiping</creator><creator>Wu, Liang</creator><general>Oxford University Press</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0003-2158-8424</orcidid><orcidid>https://orcid.org/0000-0001-9138-2347</orcidid></search><sort><creationdate>20240201</creationdate><title>Pan-cancer scRNA-seq analysis reveals immunological and diagnostic significance of the peripheral blood mononuclear cells</title><author>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</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c278t-c25449e362cdb63c42cb39219096893e028174d448be4812ac084c8a215e4e893</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Cell Differentiation</topic><topic>Cell Transformation, Neoplastic</topic><topic>Humans</topic><topic>Leukocytes, Mononuclear</topic><topic>Neoplasms - diagnosis</topic><topic>Neoplasms - genetics</topic><topic>Single-Cell Gene Expression Analysis</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Zhang, Yuanhang</creatorcontrib><creatorcontrib>Zhou, Xiaorui</creatorcontrib><creatorcontrib>Zhong, Yu</creatorcontrib><creatorcontrib>Chen, Xi</creatorcontrib><creatorcontrib>Li, Zeyu</creatorcontrib><creatorcontrib>Li, Rui</creatorcontrib><creatorcontrib>Qin, Pengfei</creatorcontrib><creatorcontrib>Wang, Shanshan</creatorcontrib><creatorcontrib>Yin, Jianhua</creatorcontrib><creatorcontrib>Liu, Shang</creatorcontrib><creatorcontrib>Jiang, Miaomiao</creatorcontrib><creatorcontrib>Yu, Qichao</creatorcontrib><creatorcontrib>Hou, Yong</creatorcontrib><creatorcontrib>Liu, Shiping</creatorcontrib><creatorcontrib>Wu, Liang</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>Human molecular genetics</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Zhang, Yuanhang</au><au>Zhou, Xiaorui</au><au>Zhong, Yu</au><au>Chen, Xi</au><au>Li, Zeyu</au><au>Li, Rui</au><au>Qin, Pengfei</au><au>Wang, Shanshan</au><au>Yin, Jianhua</au><au>Liu, Shang</au><au>Jiang, Miaomiao</au><au>Yu, Qichao</au><au>Hou, Yong</au><au>Liu, Shiping</au><au>Wu, Liang</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Pan-cancer scRNA-seq analysis reveals immunological and diagnostic significance of the peripheral blood mononuclear cells</atitle><jtitle>Human molecular genetics</jtitle><addtitle>Hum Mol Genet</addtitle><date>2024-02-01</date><risdate>2024</risdate><volume>33</volume><issue>4</issue><spage>342</spage><epage>354</epage><pages>342-354</pages><issn>0964-6906</issn><issn>1460-2083</issn><eissn>1460-2083</eissn><abstract>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.</abstract><cop>England</cop><pub>Oxford University Press</pub><pmid>37944069</pmid><doi>10.1093/hmg/ddad187</doi><tpages>13</tpages><orcidid>https://orcid.org/0000-0003-2158-8424</orcidid><orcidid>https://orcid.org/0000-0001-9138-2347</orcidid></addata></record> |
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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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