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Dynamic increase of M2 macrophages is associated with disease progression of colorectal cancers following cetuximab-based treatment
We aimed to investigate the dynamic changes of gene expression profiles and immune microenvironment linked to resistance to cetuximab-based treatments in patients with metastatic colorectal cancer (mCRC). A total of 106 patients with RAS-wild type mCRC who were treated with cetuximab-based treatment...
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Published in: | Scientific reports 2022-01, Vol.12 (1), p.1678-1678, Article 1678 |
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description | We aimed to investigate the dynamic changes of gene expression profiles and immune microenvironment linked to resistance to cetuximab-based treatments in patients with metastatic colorectal cancer (mCRC). A total of 106 patients with RAS-wild type mCRC who were treated with cetuximab-based treatments were included as the study population. RNA-sequencing and multiplexed immunohistochemistry were performed using paired or unpaired pre-treatment and post-treatment tumor tissues. Differentially expressed gene analysis of paired pre-treatment and post-treatment tumor tissues that develop acquired resistance (AR) identified the AR signature. Gene ontology analysis of the AR signature indicated enrichment of immune-related pathway genes. Among the immune subsets whose abundance was estimated by CIBERSORT, M2 macrophages showed the most prominent positive correlation with the expression of the AR signature. Among the post-treatment samples, progressive disease (PD) tumors showed a significantly higher abundance of M2 macrophages compared to non-PD tumors. These findings were validated by multiplexed immunohistochemistry analysis: the density of CD68
+
CD206
+
M2 macrophages significantly increased at the time of PD following cetuximab-based treatment, whereas it did not consistently change in the tumor pairs of non-PD. In conclusion, a dynamic increase of M2 macrophages is associated with disease progression during cetuximab-based treatment of mCRCs. Targeting M2 macrophages is a promising immunotherapeutic strategy in this clinical context. |
doi_str_mv | 10.1038/s41598-022-05694-x |
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+
CD206
+
M2 macrophages significantly increased at the time of PD following cetuximab-based treatment, whereas it did not consistently change in the tumor pairs of non-PD. In conclusion, a dynamic increase of M2 macrophages is associated with disease progression during cetuximab-based treatment of mCRCs. Targeting M2 macrophages is a promising immunotherapeutic strategy in this clinical context.</description><identifier>ISSN: 2045-2322</identifier><identifier>EISSN: 2045-2322</identifier><identifier>DOI: 10.1038/s41598-022-05694-x</identifier><identifier>PMID: 35102212</identifier><language>eng</language><publisher>London: Nature Publishing Group UK</publisher><subject>631/250/2161 ; 631/250/2520 ; 692/4028/67 ; Adult ; Aged ; Aged, 80 and over ; Antigens, CD - genetics ; Antigens, CD - metabolism ; Antigens, Differentiation, Myelomonocytic - genetics ; Antigens, Differentiation, Myelomonocytic - metabolism ; Antineoplastic Agents, Immunological - adverse effects ; Antineoplastic Agents, Immunological - therapeutic use ; Cetuximab - adverse effects ; Cetuximab - therapeutic use ; Colorectal cancer ; Colorectal carcinoma ; Colorectal Neoplasms - drug therapy ; Colorectal Neoplasms - genetics ; Colorectal Neoplasms - immunology ; Colorectal Neoplasms - metabolism ; Disease Progression ; Female ; Gene expression ; Humanities and Social Sciences ; Humans ; Immunohistochemistry ; Macrophages ; Male ; Membrane Glycoproteins - genetics ; Membrane Glycoproteins - metabolism ; Metastases ; Microenvironments ; Middle Aged ; Monoclonal antibodies ; multidisciplinary ; Patients ; Phenotype ; Population studies ; Progression-Free Survival ; Receptors, Immunologic - genetics ; Receptors, Immunologic - metabolism ; Retrospective Studies ; Science ; Science (multidisciplinary) ; Targeted cancer therapy ; Time Factors ; Transcriptome ; Tumor Microenvironment ; Tumor-Associated Macrophages - drug effects ; Tumor-Associated Macrophages - immunology ; Tumor-Associated Macrophages - metabolism ; Tumors ; Young Adult</subject><ispartof>Scientific reports, 2022-01, Vol.12 (1), p.1678-1678, Article 1678</ispartof><rights>The Author(s) 2022</rights><rights>2022. The Author(s).</rights><rights>The Author(s) 2022. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c540t-4abece782dddce37ba641c11d17a467c0a45967e724e16b7e439a5280f6ca7463</citedby><cites>FETCH-LOGICAL-c540t-4abece782dddce37ba641c11d17a467c0a45967e724e16b7e439a5280f6ca7463</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.proquest.com/docview/2624042217/fulltextPDF?pq-origsite=primo$$EPDF$$P50$$Gproquest$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.proquest.com/docview/2624042217?pq-origsite=primo$$EHTML$$P50$$Gproquest$$Hfree_for_read</linktohtml><link.rule.ids>230,314,727,780,784,885,25753,27924,27925,37012,37013,44590,53791,53793,75126</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/35102212$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Kim, Hyung-Don</creatorcontrib><creatorcontrib>Kim, Sun Young</creatorcontrib><creatorcontrib>Kim, Jihun</creatorcontrib><creatorcontrib>Kim, Jeong Eun</creatorcontrib><creatorcontrib>Hong, Yong Sang</creatorcontrib><creatorcontrib>Han, Buhm</creatorcontrib><creatorcontrib>Tak, Eunyoung</creatorcontrib><creatorcontrib>Ryu, Yeon-Mi</creatorcontrib><creatorcontrib>Kim, Sang-Yeob</creatorcontrib><creatorcontrib>Kim, Tae Won</creatorcontrib><title>Dynamic increase of M2 macrophages is associated with disease progression of colorectal cancers following cetuximab-based treatment</title><title>Scientific reports</title><addtitle>Sci Rep</addtitle><addtitle>Sci Rep</addtitle><description>We aimed to investigate the dynamic changes of gene expression profiles and immune microenvironment linked to resistance to cetuximab-based treatments in patients with metastatic colorectal cancer (mCRC). A total of 106 patients with RAS-wild type mCRC who were treated with cetuximab-based treatments were included as the study population. RNA-sequencing and multiplexed immunohistochemistry were performed using paired or unpaired pre-treatment and post-treatment tumor tissues. Differentially expressed gene analysis of paired pre-treatment and post-treatment tumor tissues that develop acquired resistance (AR) identified the AR signature. Gene ontology analysis of the AR signature indicated enrichment of immune-related pathway genes. Among the immune subsets whose abundance was estimated by CIBERSORT, M2 macrophages showed the most prominent positive correlation with the expression of the AR signature. Among the post-treatment samples, progressive disease (PD) tumors showed a significantly higher abundance of M2 macrophages compared to non-PD tumors. These findings were validated by multiplexed immunohistochemistry analysis: the density of CD68
+
CD206
+
M2 macrophages significantly increased at the time of PD following cetuximab-based treatment, whereas it did not consistently change in the tumor pairs of non-PD. In conclusion, a dynamic increase of M2 macrophages is associated with disease progression during cetuximab-based treatment of mCRCs. Targeting M2 macrophages is a promising immunotherapeutic strategy in this clinical context.</description><subject>631/250/2161</subject><subject>631/250/2520</subject><subject>692/4028/67</subject><subject>Adult</subject><subject>Aged</subject><subject>Aged, 80 and over</subject><subject>Antigens, CD - genetics</subject><subject>Antigens, CD - metabolism</subject><subject>Antigens, Differentiation, Myelomonocytic - genetics</subject><subject>Antigens, Differentiation, Myelomonocytic - metabolism</subject><subject>Antineoplastic Agents, Immunological - adverse effects</subject><subject>Antineoplastic Agents, Immunological - therapeutic use</subject><subject>Cetuximab - adverse effects</subject><subject>Cetuximab - therapeutic use</subject><subject>Colorectal cancer</subject><subject>Colorectal carcinoma</subject><subject>Colorectal Neoplasms - drug therapy</subject><subject>Colorectal Neoplasms - genetics</subject><subject>Colorectal Neoplasms - immunology</subject><subject>Colorectal Neoplasms - metabolism</subject><subject>Disease Progression</subject><subject>Female</subject><subject>Gene expression</subject><subject>Humanities and Social Sciences</subject><subject>Humans</subject><subject>Immunohistochemistry</subject><subject>Macrophages</subject><subject>Male</subject><subject>Membrane Glycoproteins - genetics</subject><subject>Membrane Glycoproteins - metabolism</subject><subject>Metastases</subject><subject>Microenvironments</subject><subject>Middle Aged</subject><subject>Monoclonal antibodies</subject><subject>multidisciplinary</subject><subject>Patients</subject><subject>Phenotype</subject><subject>Population studies</subject><subject>Progression-Free Survival</subject><subject>Receptors, Immunologic - genetics</subject><subject>Receptors, Immunologic - metabolism</subject><subject>Retrospective Studies</subject><subject>Science</subject><subject>Science (multidisciplinary)</subject><subject>Targeted cancer therapy</subject><subject>Time Factors</subject><subject>Transcriptome</subject><subject>Tumor Microenvironment</subject><subject>Tumor-Associated Macrophages - drug effects</subject><subject>Tumor-Associated Macrophages - immunology</subject><subject>Tumor-Associated Macrophages - metabolism</subject><subject>Tumors</subject><subject>Young Adult</subject><issn>2045-2322</issn><issn>2045-2322</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><sourceid>PIMPY</sourceid><sourceid>DOA</sourceid><recordid>eNp9Uk1v1DAUjBCIVqV_gAOyxIVLwHYcO7kgofJVqYgLnK0X5yXrVWIvtkO3Z_443k0pLQd8seU3M-_ZM0XxnNHXjFbNmyhY3TYl5byktWxFuX9UnHIq6pJXnD--dz4pzmPc0rxq3grWPi1OqpplIuOnxa_3Nw5ma4h1JiBEJH4gXziZwQS_28CIkdhIIEZvLCTsybVNG9LbeATvgh8Dxmi9OxCNn3xAk2AiBpzBEMngp8lfWzcSg2nZ2xm6ssvUnqTcL83o0rPiyQBTxPPb_az4_vHDt4vP5dXXT5cX765KUwuaSgEdGlQN7_veYKU6kIIZxnqmQEhlKIi6lQoVF8hkp1BULdS8oYM0oISszorLVbf3sNW7kGcJN9qD1ccLH0YNIVkzoVZQGYC26xigaBroGJeV5H1tegGqEVnr7aq1W7oZ8zwuBZgeiD6sOLvRo_-pmya7x9ss8OpWIPgfC8akZxsNThM49EvUXHIhJWX0AH35D3Trl-DyVx1RVGQrVUbxFZWNizHgcDcMo_oQGb1GRmfn9TEyep9JL-4_447yJyAZUK2AmEtuxPC3939kfwO-Y8_Z</recordid><startdate>20220131</startdate><enddate>20220131</enddate><creator>Kim, Hyung-Don</creator><creator>Kim, Sun Young</creator><creator>Kim, Jihun</creator><creator>Kim, Jeong Eun</creator><creator>Hong, Yong Sang</creator><creator>Han, Buhm</creator><creator>Tak, Eunyoung</creator><creator>Ryu, Yeon-Mi</creator><creator>Kim, Sang-Yeob</creator><creator>Kim, Tae Won</creator><general>Nature Publishing Group UK</general><general>Nature Publishing Group</general><general>Nature Portfolio</general><scope>C6C</scope><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>3V.</scope><scope>7X7</scope><scope>7XB</scope><scope>88A</scope><scope>88E</scope><scope>88I</scope><scope>8FE</scope><scope>8FH</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BBNVY</scope><scope>BENPR</scope><scope>BHPHI</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>GNUQQ</scope><scope>HCIFZ</scope><scope>K9.</scope><scope>LK8</scope><scope>M0S</scope><scope>M1P</scope><scope>M2P</scope><scope>M7P</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>Q9U</scope><scope>7X8</scope><scope>5PM</scope><scope>DOA</scope></search><sort><creationdate>20220131</creationdate><title>Dynamic increase of M2 macrophages is associated with disease progression of colorectal cancers following cetuximab-based treatment</title><author>Kim, Hyung-Don ; Kim, Sun Young ; Kim, Jihun ; Kim, Jeong Eun ; Hong, Yong Sang ; Han, Buhm ; Tak, Eunyoung ; Ryu, Yeon-Mi ; Kim, Sang-Yeob ; Kim, Tae Won</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c540t-4abece782dddce37ba641c11d17a467c0a45967e724e16b7e439a5280f6ca7463</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>631/250/2161</topic><topic>631/250/2520</topic><topic>692/4028/67</topic><topic>Adult</topic><topic>Aged</topic><topic>Aged, 80 and over</topic><topic>Antigens, CD - genetics</topic><topic>Antigens, CD - metabolism</topic><topic>Antigens, Differentiation, Myelomonocytic - genetics</topic><topic>Antigens, Differentiation, Myelomonocytic - metabolism</topic><topic>Antineoplastic Agents, Immunological - adverse effects</topic><topic>Antineoplastic Agents, Immunological - therapeutic use</topic><topic>Cetuximab - adverse effects</topic><topic>Cetuximab - therapeutic use</topic><topic>Colorectal cancer</topic><topic>Colorectal carcinoma</topic><topic>Colorectal Neoplasms - drug therapy</topic><topic>Colorectal Neoplasms - genetics</topic><topic>Colorectal Neoplasms - immunology</topic><topic>Colorectal Neoplasms - metabolism</topic><topic>Disease Progression</topic><topic>Female</topic><topic>Gene expression</topic><topic>Humanities and Social Sciences</topic><topic>Humans</topic><topic>Immunohistochemistry</topic><topic>Macrophages</topic><topic>Male</topic><topic>Membrane Glycoproteins - genetics</topic><topic>Membrane Glycoproteins - metabolism</topic><topic>Metastases</topic><topic>Microenvironments</topic><topic>Middle Aged</topic><topic>Monoclonal antibodies</topic><topic>multidisciplinary</topic><topic>Patients</topic><topic>Phenotype</topic><topic>Population studies</topic><topic>Progression-Free Survival</topic><topic>Receptors, Immunologic - genetics</topic><topic>Receptors, Immunologic - metabolism</topic><topic>Retrospective Studies</topic><topic>Science</topic><topic>Science (multidisciplinary)</topic><topic>Targeted cancer therapy</topic><topic>Time Factors</topic><topic>Transcriptome</topic><topic>Tumor Microenvironment</topic><topic>Tumor-Associated Macrophages - drug effects</topic><topic>Tumor-Associated Macrophages - immunology</topic><topic>Tumor-Associated Macrophages - metabolism</topic><topic>Tumors</topic><topic>Young Adult</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Kim, Hyung-Don</creatorcontrib><creatorcontrib>Kim, Sun Young</creatorcontrib><creatorcontrib>Kim, Jihun</creatorcontrib><creatorcontrib>Kim, Jeong Eun</creatorcontrib><creatorcontrib>Hong, Yong Sang</creatorcontrib><creatorcontrib>Han, Buhm</creatorcontrib><creatorcontrib>Tak, Eunyoung</creatorcontrib><creatorcontrib>Ryu, Yeon-Mi</creatorcontrib><creatorcontrib>Kim, Sang-Yeob</creatorcontrib><creatorcontrib>Kim, Tae Won</creatorcontrib><collection>Springer Nature OA Free Journals</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><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>Biology Database (Alumni Edition)</collection><collection>Medical Database (Alumni Edition)</collection><collection>Science Database (Alumni Edition)</collection><collection>ProQuest SciTech Collection</collection><collection>ProQuest Natural Science Collection</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)</collection><collection>ProQuest Central</collection><collection>ProQuest Central Essentials</collection><collection>Biological Science Collection</collection><collection>AUTh Library subscriptions: ProQuest Central</collection><collection>ProQuest Natural Science Collection</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>ProQuest Central Student</collection><collection>SciTech Premium Collection</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>ProQuest Biological Science Collection</collection><collection>Health & Medical Collection (Alumni Edition)</collection><collection>PML(ProQuest Medical Library)</collection><collection>Science Database</collection><collection>Biological Science Database</collection><collection>ProQuest - Publicly Available Content Database</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 Basic</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>Scientific reports</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Kim, Hyung-Don</au><au>Kim, Sun Young</au><au>Kim, Jihun</au><au>Kim, Jeong Eun</au><au>Hong, Yong Sang</au><au>Han, Buhm</au><au>Tak, Eunyoung</au><au>Ryu, Yeon-Mi</au><au>Kim, Sang-Yeob</au><au>Kim, Tae Won</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Dynamic increase of M2 macrophages is associated with disease progression of colorectal cancers following cetuximab-based treatment</atitle><jtitle>Scientific reports</jtitle><stitle>Sci Rep</stitle><addtitle>Sci Rep</addtitle><date>2022-01-31</date><risdate>2022</risdate><volume>12</volume><issue>1</issue><spage>1678</spage><epage>1678</epage><pages>1678-1678</pages><artnum>1678</artnum><issn>2045-2322</issn><eissn>2045-2322</eissn><abstract>We aimed to investigate the dynamic changes of gene expression profiles and immune microenvironment linked to resistance to cetuximab-based treatments in patients with metastatic colorectal cancer (mCRC). A total of 106 patients with RAS-wild type mCRC who were treated with cetuximab-based treatments were included as the study population. RNA-sequencing and multiplexed immunohistochemistry were performed using paired or unpaired pre-treatment and post-treatment tumor tissues. Differentially expressed gene analysis of paired pre-treatment and post-treatment tumor tissues that develop acquired resistance (AR) identified the AR signature. Gene ontology analysis of the AR signature indicated enrichment of immune-related pathway genes. Among the immune subsets whose abundance was estimated by CIBERSORT, M2 macrophages showed the most prominent positive correlation with the expression of the AR signature. Among the post-treatment samples, progressive disease (PD) tumors showed a significantly higher abundance of M2 macrophages compared to non-PD tumors. These findings were validated by multiplexed immunohistochemistry analysis: the density of CD68
+
CD206
+
M2 macrophages significantly increased at the time of PD following cetuximab-based treatment, whereas it did not consistently change in the tumor pairs of non-PD. In conclusion, a dynamic increase of M2 macrophages is associated with disease progression during cetuximab-based treatment of mCRCs. Targeting M2 macrophages is a promising immunotherapeutic strategy in this clinical context.</abstract><cop>London</cop><pub>Nature Publishing Group UK</pub><pmid>35102212</pmid><doi>10.1038/s41598-022-05694-x</doi><tpages>1</tpages><oa>free_for_read</oa></addata></record> |
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subjects | 631/250/2161 631/250/2520 692/4028/67 Adult Aged Aged, 80 and over Antigens, CD - genetics Antigens, CD - metabolism Antigens, Differentiation, Myelomonocytic - genetics Antigens, Differentiation, Myelomonocytic - metabolism Antineoplastic Agents, Immunological - adverse effects Antineoplastic Agents, Immunological - therapeutic use Cetuximab - adverse effects Cetuximab - therapeutic use Colorectal cancer Colorectal carcinoma Colorectal Neoplasms - drug therapy Colorectal Neoplasms - genetics Colorectal Neoplasms - immunology Colorectal Neoplasms - metabolism Disease Progression Female Gene expression Humanities and Social Sciences Humans Immunohistochemistry Macrophages Male Membrane Glycoproteins - genetics Membrane Glycoproteins - metabolism Metastases Microenvironments Middle Aged Monoclonal antibodies multidisciplinary Patients Phenotype Population studies Progression-Free Survival Receptors, Immunologic - genetics Receptors, Immunologic - metabolism Retrospective Studies Science Science (multidisciplinary) Targeted cancer therapy Time Factors Transcriptome Tumor Microenvironment Tumor-Associated Macrophages - drug effects Tumor-Associated Macrophages - immunology Tumor-Associated Macrophages - metabolism Tumors Young Adult |
title | Dynamic increase of M2 macrophages is associated with disease progression of colorectal cancers following cetuximab-based treatment |
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