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Identification of potential immune-related mechanisms related to the development of multiple myeloma
Although significant advances have been made in the treatment of multiple myeloma (MM), leading to unprecedented response and survival rates among patients, the majority eventually relapse, and a cure remains elusive. This situation is closely related to an incomplete understanding of the immune mic...
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Published in: | Chinese medical journal 2024-07, Vol.137 (13), p.1603-1613 |
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description | Although significant advances have been made in the treatment of multiple myeloma (MM), leading to unprecedented response and survival rates among patients, the majority eventually relapse, and a cure remains elusive. This situation is closely related to an incomplete understanding of the immune microenvironment, especially monocytes/macrophages in patients with treatment-naïve MM. The aim of this study was to provide insight into the immune microenvironment, especially monocytes/macrophages, in patients with treatment-naïve MM.
This study used the single-cell RNA sequencing (scRNA-seq) data of both patients with MM and heathy donors to identify immune cells, including natural killer (NK) cells, T cells, dendritic cells (DCs), and monocytes/macrophages. Transcriptomic data and flow cytometry analysis of monocytes/macrophages were used to further examine the effect of monocytes/macrophages in treatment-naïve MM patients.
A significant difference was observed between the bone marrow (BM) immune cells of the healthy controls and treatment-naïve MM patients through scRNA-seq. It is noteworthy that, through an scRNA-seq data analysis, this study found that interferon (IFN)-induced NK/T cells, terminally differentiated effector memory (TEMRA) cells, T-helper cells characterized by expression of IFN-stimulated genes (ISG + Th cells), IFN-responding exhausted T cells, mannose receptor C-type 1 (MRC1) + DCs, IFN-responding DCs, MHCII + DCs, and immunosuppressive monocytes/macrophages are enriched in patients with treatment-naïve MM. Significantly, transcriptomic data of monocytes/macrophages demonstrated that "don't eat me"-related genes and IFN-induced genes increase in treatment-naïve MM patients. Furthermore, scRNA-seq, transcriptomic data, and flow cytometry also showed an increased proportion of CD16 + monocytes/macrophages and expression level of CD16. Cell-cell communication analysis indicated that monocytes/macrophages, especially the migration inhibitory factor (MIF) and interleukin 16 (IL-16) signaling pathway, are key players in treatment-naïve MM patients.
Our findings provide a comprehensive and in-depth molecular characterization of BM immune cell census in MM patients, especially for monocytes/macrophages. Targeting macrophages may be a novel treatment strategy for patients with MM. |
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This study used the single-cell RNA sequencing (scRNA-seq) data of both patients with MM and heathy donors to identify immune cells, including natural killer (NK) cells, T cells, dendritic cells (DCs), and monocytes/macrophages. Transcriptomic data and flow cytometry analysis of monocytes/macrophages were used to further examine the effect of monocytes/macrophages in treatment-naïve MM patients.
A significant difference was observed between the bone marrow (BM) immune cells of the healthy controls and treatment-naïve MM patients through scRNA-seq. It is noteworthy that, through an scRNA-seq data analysis, this study found that interferon (IFN)-induced NK/T cells, terminally differentiated effector memory (TEMRA) cells, T-helper cells characterized by expression of IFN-stimulated genes (ISG + Th cells), IFN-responding exhausted T cells, mannose receptor C-type 1 (MRC1) + DCs, IFN-responding DCs, MHCII + DCs, and immunosuppressive monocytes/macrophages are enriched in patients with treatment-naïve MM. Significantly, transcriptomic data of monocytes/macrophages demonstrated that "don't eat me"-related genes and IFN-induced genes increase in treatment-naïve MM patients. Furthermore, scRNA-seq, transcriptomic data, and flow cytometry also showed an increased proportion of CD16 + monocytes/macrophages and expression level of CD16. Cell-cell communication analysis indicated that monocytes/macrophages, especially the migration inhibitory factor (MIF) and interleukin 16 (IL-16) signaling pathway, are key players in treatment-naïve MM patients.
Our findings provide a comprehensive and in-depth molecular characterization of BM immune cell census in MM patients, especially for monocytes/macrophages. Targeting macrophages may be a novel treatment strategy for patients with MM.</description><identifier>ISSN: 0366-6999</identifier><identifier>ISSN: 2542-5641</identifier><identifier>EISSN: 2542-5641</identifier><identifier>DOI: 10.1097/CM9.0000000000003116</identifier><identifier>PMID: 38844445</identifier><language>eng</language><publisher>China: Lippincott Williams & Wilkins Ovid Technologies</publisher><subject>Bone marrow ; Cells ; Flow cytometry ; Gene expression ; Genomics ; Lymphocytes ; Multiple myeloma ; Original ; Software ; Statistical analysis</subject><ispartof>Chinese medical journal, 2024-07, Vol.137 (13), p.1603-1613</ispartof><rights>Copyright © 2024 The Chinese Medical Association, produced by Wolters Kluwer, Inc. under the CC-BY-NC-ND license.</rights><rights>Copyright © 2024 The Chinese Medical Association, produced by Wolters Kluwer, Inc. under the CC-BY-NC-ND license. This work is published under http://creativecommons.org/licenses/by-nc-nd/4.0 (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>Copyright © 2024 The Chinese Medical Association, produced by Wolters Kluwer, Inc. under the CC-BY-NC-ND license. 2024</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c452t-2378e56d3cebb9eb9cf3ccf5531a1412bdf5cd84fee5bbda4f3db66c91c3f1863</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC11230759/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.proquest.com/docview/3076522396?pq-origsite=primo$$EHTML$$P50$$Gproquest$$Hfree_for_read</linktohtml><link.rule.ids>230,314,723,776,780,881,25728,27898,27899,36986,36987,44563,53763,53765</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/38844445$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Wang, Yaomei</creatorcontrib><creatorcontrib>Zhang, Wenli</creatorcontrib><creatorcontrib>Li, Tiandong</creatorcontrib><creatorcontrib>Liu, Mengmeng</creatorcontrib><creatorcontrib>Gao, Mengya</creatorcontrib><creatorcontrib>Li, Xinqing</creatorcontrib><creatorcontrib>Chen, Yufei</creatorcontrib><creatorcontrib>Song, Yongping</creatorcontrib><creatorcontrib>Li, Wei</creatorcontrib><creatorcontrib>Du, Chunyan</creatorcontrib><creatorcontrib>Wang, Fang</creatorcontrib><creatorcontrib>Liu, Lina</creatorcontrib><title>Identification of potential immune-related mechanisms related to the development of multiple myeloma</title><title>Chinese medical journal</title><addtitle>Chin Med J (Engl)</addtitle><description>Although significant advances have been made in the treatment of multiple myeloma (MM), leading to unprecedented response and survival rates among patients, the majority eventually relapse, and a cure remains elusive. This situation is closely related to an incomplete understanding of the immune microenvironment, especially monocytes/macrophages in patients with treatment-naïve MM. The aim of this study was to provide insight into the immune microenvironment, especially monocytes/macrophages, in patients with treatment-naïve MM.
This study used the single-cell RNA sequencing (scRNA-seq) data of both patients with MM and heathy donors to identify immune cells, including natural killer (NK) cells, T cells, dendritic cells (DCs), and monocytes/macrophages. Transcriptomic data and flow cytometry analysis of monocytes/macrophages were used to further examine the effect of monocytes/macrophages in treatment-naïve MM patients.
A significant difference was observed between the bone marrow (BM) immune cells of the healthy controls and treatment-naïve MM patients through scRNA-seq. It is noteworthy that, through an scRNA-seq data analysis, this study found that interferon (IFN)-induced NK/T cells, terminally differentiated effector memory (TEMRA) cells, T-helper cells characterized by expression of IFN-stimulated genes (ISG + Th cells), IFN-responding exhausted T cells, mannose receptor C-type 1 (MRC1) + DCs, IFN-responding DCs, MHCII + DCs, and immunosuppressive monocytes/macrophages are enriched in patients with treatment-naïve MM. Significantly, transcriptomic data of monocytes/macrophages demonstrated that "don't eat me"-related genes and IFN-induced genes increase in treatment-naïve MM patients. Furthermore, scRNA-seq, transcriptomic data, and flow cytometry also showed an increased proportion of CD16 + monocytes/macrophages and expression level of CD16. Cell-cell communication analysis indicated that monocytes/macrophages, especially the migration inhibitory factor (MIF) and interleukin 16 (IL-16) signaling pathway, are key players in treatment-naïve MM patients.
Our findings provide a comprehensive and in-depth molecular characterization of BM immune cell census in MM patients, especially for monocytes/macrophages. Targeting macrophages may be a novel treatment strategy for patients with MM.</description><subject>Bone marrow</subject><subject>Cells</subject><subject>Flow cytometry</subject><subject>Gene expression</subject><subject>Genomics</subject><subject>Lymphocytes</subject><subject>Multiple myeloma</subject><subject>Original</subject><subject>Software</subject><subject>Statistical analysis</subject><issn>0366-6999</issn><issn>2542-5641</issn><issn>2542-5641</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>PIMPY</sourceid><sourceid>DOA</sourceid><recordid>eNpdkl9rHCEUxaW0NNu036CUgb70ZVIdR2d8KmXpn4WUvrTP4ug166LjVJ1Avn3cbhKS3BfheM4PrxyE3hN8QbAYPm9_iQv8aCgh_AXadKzvWsZ78hJtMOW85UKIM_Qm5wPGHWMDf43O6Dj2ddgGmZ2BuTjrtCouzk20zRLLUVK-cSGsM7QJvCpgmgB6r2aXQ27upRKbsofGwDX4uISaOxLC6otbPDThpspBvUWvrPIZ3t2d5-jv929_tj_by98_dtuvl63uWVfajg4jMG6ohmkSMAltqdaWMUoU6Uk3Gcu0GXsLwKbJqN5SM3GuBdHUkpHTc7Q7cU1UB7kkF1S6kVE5-V-I6UqqVJz2IA2tEaE1CEv6-hkjJiCYtgSoFZMylfXlxFrWKYDRdbWk_BPo05vZ7eVVvJaEdBQPTFTCpztCiv9WyEUGlzV4r2aIa5YUcyZGxgWu1o_PrIe4prn-VXUNnHUdFcf1-pNLp5hzAvvwGoLlsROydkI-70SNfXi8yUPovgT0FgRntSk</recordid><startdate>20240705</startdate><enddate>20240705</enddate><creator>Wang, Yaomei</creator><creator>Zhang, Wenli</creator><creator>Li, Tiandong</creator><creator>Liu, Mengmeng</creator><creator>Gao, Mengya</creator><creator>Li, Xinqing</creator><creator>Chen, Yufei</creator><creator>Song, Yongping</creator><creator>Li, Wei</creator><creator>Du, Chunyan</creator><creator>Wang, Fang</creator><creator>Liu, Lina</creator><general>Lippincott Williams & Wilkins Ovid Technologies</general><general>Lippincott Williams & Wilkins</general><general>Wolters Kluwer</general><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>K9.</scope><scope>M0S</scope><scope>M1P</scope><scope>PHGZM</scope><scope>PHGZT</scope><scope>PIMPY</scope><scope>PJZUB</scope><scope>PKEHL</scope><scope>PPXIY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>7X8</scope><scope>5PM</scope><scope>DOA</scope></search><sort><creationdate>20240705</creationdate><title>Identification of potential immune-related mechanisms related to the development of multiple myeloma</title><author>Wang, Yaomei ; Zhang, Wenli ; Li, Tiandong ; Liu, Mengmeng ; Gao, Mengya ; Li, Xinqing ; Chen, Yufei ; Song, Yongping ; Li, Wei ; Du, Chunyan ; Wang, Fang ; Liu, Lina</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c452t-2378e56d3cebb9eb9cf3ccf5531a1412bdf5cd84fee5bbda4f3db66c91c3f1863</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Bone marrow</topic><topic>Cells</topic><topic>Flow cytometry</topic><topic>Gene expression</topic><topic>Genomics</topic><topic>Lymphocytes</topic><topic>Multiple myeloma</topic><topic>Original</topic><topic>Software</topic><topic>Statistical analysis</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Wang, Yaomei</creatorcontrib><creatorcontrib>Zhang, Wenli</creatorcontrib><creatorcontrib>Li, Tiandong</creatorcontrib><creatorcontrib>Liu, Mengmeng</creatorcontrib><creatorcontrib>Gao, Mengya</creatorcontrib><creatorcontrib>Li, Xinqing</creatorcontrib><creatorcontrib>Chen, Yufei</creatorcontrib><creatorcontrib>Song, Yongping</creatorcontrib><creatorcontrib>Li, Wei</creatorcontrib><creatorcontrib>Du, Chunyan</creatorcontrib><creatorcontrib>Wang, Fang</creatorcontrib><creatorcontrib>Liu, Lina</creatorcontrib><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>Health & Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Medical Database (Alumni Edition)</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest Central UK/Ireland</collection><collection>ProQuest Central Essentials</collection><collection>ProQuest Central</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Health & Medical Collection (Alumni Edition)</collection><collection>Medical Database</collection><collection>ProQuest Central (New)</collection><collection>ProQuest One Academic (New)</collection><collection>Publicly Available Content Database</collection><collection>ProQuest Health & Medical Research Collection</collection><collection>ProQuest One Academic Middle East (New)</collection><collection>ProQuest One Health & Nursing</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>Chinese medical journal</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Wang, Yaomei</au><au>Zhang, Wenli</au><au>Li, Tiandong</au><au>Liu, Mengmeng</au><au>Gao, Mengya</au><au>Li, Xinqing</au><au>Chen, Yufei</au><au>Song, Yongping</au><au>Li, Wei</au><au>Du, Chunyan</au><au>Wang, Fang</au><au>Liu, Lina</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Identification of potential immune-related mechanisms related to the development of multiple myeloma</atitle><jtitle>Chinese medical journal</jtitle><addtitle>Chin Med J (Engl)</addtitle><date>2024-07-05</date><risdate>2024</risdate><volume>137</volume><issue>13</issue><spage>1603</spage><epage>1613</epage><pages>1603-1613</pages><issn>0366-6999</issn><issn>2542-5641</issn><eissn>2542-5641</eissn><abstract>Although significant advances have been made in the treatment of multiple myeloma (MM), leading to unprecedented response and survival rates among patients, the majority eventually relapse, and a cure remains elusive. This situation is closely related to an incomplete understanding of the immune microenvironment, especially monocytes/macrophages in patients with treatment-naïve MM. The aim of this study was to provide insight into the immune microenvironment, especially monocytes/macrophages, in patients with treatment-naïve MM.
This study used the single-cell RNA sequencing (scRNA-seq) data of both patients with MM and heathy donors to identify immune cells, including natural killer (NK) cells, T cells, dendritic cells (DCs), and monocytes/macrophages. Transcriptomic data and flow cytometry analysis of monocytes/macrophages were used to further examine the effect of monocytes/macrophages in treatment-naïve MM patients.
A significant difference was observed between the bone marrow (BM) immune cells of the healthy controls and treatment-naïve MM patients through scRNA-seq. It is noteworthy that, through an scRNA-seq data analysis, this study found that interferon (IFN)-induced NK/T cells, terminally differentiated effector memory (TEMRA) cells, T-helper cells characterized by expression of IFN-stimulated genes (ISG + Th cells), IFN-responding exhausted T cells, mannose receptor C-type 1 (MRC1) + DCs, IFN-responding DCs, MHCII + DCs, and immunosuppressive monocytes/macrophages are enriched in patients with treatment-naïve MM. Significantly, transcriptomic data of monocytes/macrophages demonstrated that "don't eat me"-related genes and IFN-induced genes increase in treatment-naïve MM patients. Furthermore, scRNA-seq, transcriptomic data, and flow cytometry also showed an increased proportion of CD16 + monocytes/macrophages and expression level of CD16. Cell-cell communication analysis indicated that monocytes/macrophages, especially the migration inhibitory factor (MIF) and interleukin 16 (IL-16) signaling pathway, are key players in treatment-naïve MM patients.
Our findings provide a comprehensive and in-depth molecular characterization of BM immune cell census in MM patients, especially for monocytes/macrophages. Targeting macrophages may be a novel treatment strategy for patients with MM.</abstract><cop>China</cop><pub>Lippincott Williams & Wilkins Ovid Technologies</pub><pmid>38844445</pmid><doi>10.1097/CM9.0000000000003116</doi><tpages>11</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Bone marrow Cells Flow cytometry Gene expression Genomics Lymphocytes Multiple myeloma Original Software Statistical analysis |
title | Identification of potential immune-related mechanisms related to the development of multiple myeloma |
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