Single-cell RNA sequencing unveils the communications between malignant T and myeloid cells contributing to tumor growth and immunosuppression in cutaneous T-cell lymphoma

Cutaneous T cell lymphoma (CTCL) is characterized by the accumulation of malignant T cells in the skin. However, advanced CTCL pathophysiology remains elusive and therapeutic options are limited due to the high intratumoral heterogeneity and complicated tumor microenvironment (TME). By comparing the...

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Veröffentlicht in:Cancer letters 2022-12, Vol.551, p.215972, Article 215972
Hauptverfasser: Du, Yuxin, Cai, Yun, Lv, Yan, Zhang, Lishen, Yang, Hao, Liu, Quanzhong, Hong, Ming, Teng, Yue, Tang, Weiyan, Ma, Rong, Wu, Jianqiu, Wu, Jianzhong, Wang, Qianghu, Chen, Hongshan, Li, Kening, Feng, Jifeng
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container_title Cancer letters
container_volume 551
creator Du, Yuxin
Cai, Yun
Lv, Yan
Zhang, Lishen
Yang, Hao
Liu, Quanzhong
Hong, Ming
Teng, Yue
Tang, Weiyan
Ma, Rong
Wu, Jianqiu
Wu, Jianzhong
Wang, Qianghu
Chen, Hongshan
Li, Kening
Feng, Jifeng
description Cutaneous T cell lymphoma (CTCL) is characterized by the accumulation of malignant T cells in the skin. However, advanced CTCL pathophysiology remains elusive and therapeutic options are limited due to the high intratumoral heterogeneity and complicated tumor microenvironment (TME). By comparing the single-cell RNA-seq (scRNA-seq) data from advanced CTCL patients and healthy controls (HCs), we showed that CTCL had a higher enrichment of T/NK and myeloid cells. Subpopulations of T cells (CXCR3+, GNLY+, CREM+, and MKI67+ T cells), with high proliferation, stemness, and copy number variation (CNV) levels, contribute to the malignancy of CTCL. Besides, CCL13+ monocytes/macrophages and LAMP3+ cDC cells were enriched and mediated the immunosuppression via inhibitory interactions with malignant T cells, such as CD47-SIRPA, MIF-CD74, and CCR1-CCL18. Notably, elevated expressions of S100A9 and its receptor TLR4, as well as the activation of downstream toll-like receptor and NF-κB pathway were observed in both malignant cells and myeloid cells in CTCL. Cell co-culture experiments further confirmed that the interaction between malignant CTCL cells and macrophages contributed to tumor growth via S100A9 upregulation and NF-kb activation. Our results showed that blocking the S100A9-TLR4 interaction using tasquinimod could inactivate the NF-κB pathway and inhibit the growth of CTCL tumor cells, and trigger cell apoptosis. Collectively, our study revealed a landscape of immunosuppressive TME mediated by interactions between malignant T cells and myeloid cells, and provided novel targets and potential treatment strategies for advanced CTCL patients. •CTCL has a higher enrichment of T and myeloid cells compared with healthy controls (HCs).•T cell subpopulations with high proliferation, stemness and CNV levels, contribute to the malignancy of CTCL.•CCL13+ mono/macrophages and LAMP3+ cDC cells interact with malignant T cells to shape the immunosuppression of CTCL.•NF-κB pathway induced by S100A9 and TLR4 interaction is activated in both malignant and myeloid cells in CTCL.•Blocking the S100A9-TLR4 interaction could inactivate the NF-κB pathway and inhibit the growth of CTCL tumor cells.
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However, advanced CTCL pathophysiology remains elusive and therapeutic options are limited due to the high intratumoral heterogeneity and complicated tumor microenvironment (TME). By comparing the single-cell RNA-seq (scRNA-seq) data from advanced CTCL patients and healthy controls (HCs), we showed that CTCL had a higher enrichment of T/NK and myeloid cells. Subpopulations of T cells (CXCR3+, GNLY+, CREM+, and MKI67+ T cells), with high proliferation, stemness, and copy number variation (CNV) levels, contribute to the malignancy of CTCL. Besides, CCL13+ monocytes/macrophages and LAMP3+ cDC cells were enriched and mediated the immunosuppression via inhibitory interactions with malignant T cells, such as CD47-SIRPA, MIF-CD74, and CCR1-CCL18. Notably, elevated expressions of S100A9 and its receptor TLR4, as well as the activation of downstream toll-like receptor and NF-κB pathway were observed in both malignant cells and myeloid cells in CTCL. Cell co-culture experiments further confirmed that the interaction between malignant CTCL cells and macrophages contributed to tumor growth via S100A9 upregulation and NF-kb activation. Our results showed that blocking the S100A9-TLR4 interaction using tasquinimod could inactivate the NF-κB pathway and inhibit the growth of CTCL tumor cells, and trigger cell apoptosis. Collectively, our study revealed a landscape of immunosuppressive TME mediated by interactions between malignant T cells and myeloid cells, and provided novel targets and potential treatment strategies for advanced CTCL patients. •CTCL has a higher enrichment of T and myeloid cells compared with healthy controls (HCs).•T cell subpopulations with high proliferation, stemness and CNV levels, contribute to the malignancy of CTCL.•CCL13+ mono/macrophages and LAMP3+ cDC cells interact with malignant T cells to shape the immunosuppression of CTCL.•NF-κB pathway induced by S100A9 and TLR4 interaction is activated in both malignant and myeloid cells in CTCL.•Blocking the S100A9-TLR4 interaction could inactivate the NF-κB pathway and inhibit the growth of CTCL tumor cells.</description><identifier>ISSN: 0304-3835</identifier><identifier>ISSN: 1872-7980</identifier><identifier>EISSN: 1872-7980</identifier><identifier>DOI: 10.1016/j.canlet.2022.215972</identifier><identifier>PMID: 36265653</identifier><language>eng</language><publisher>Ireland: Elsevier B.V</publisher><subject>Apoptosis ; CC chemokine receptors ; CCL18 protein ; CCR1 protein ; Cell culture ; Cell proliferation ; Copy number ; Cutaneous T cell lymphoma ; CXCR3 protein ; Cytotoxicity ; DNA Copy Number Variations ; Ecosystems ; Enzymes ; Humans ; Immunosuppression ; Immunosuppression Therapy ; Intratumoral heterogeneity ; Lymphocytes ; Lymphocytes T ; Lymphoma ; Lymphoma, T-Cell, Cutaneous - drug therapy ; Lymphoma, T-Cell, Cutaneous - genetics ; Lymphoma, T-Cell, Cutaneous - pathology ; Macrophages ; Malignancy ; Medical prognosis ; Monocytes ; Myeloid cells ; Myeloid Cells - metabolism ; NF-kappa B - genetics ; NF-κB protein ; Patients ; S100A9 ; Sequence Analysis, RNA ; Skin Neoplasms - pathology ; Statistical analysis ; T-cell lymphoma ; TLR4 protein ; Toll-Like Receptor 4 - genetics ; Toll-like receptors ; Tumor cells ; Tumor Microenvironment</subject><ispartof>Cancer letters, 2022-12, Vol.551, p.215972, Article 215972</ispartof><rights>2022 The Authors</rights><rights>Copyright © 2022 The Authors. Published by Elsevier B.V. All rights reserved.</rights><rights>2022. The Authors</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c390t-3f9335a6902ff98d1133da4d29fda2ebc347ea1c5621f13a4fa9c09cfc16a4b3</citedby><cites>FETCH-LOGICAL-c390t-3f9335a6902ff98d1133da4d29fda2ebc347ea1c5621f13a4fa9c09cfc16a4b3</cites><orcidid>0000-0001-9750-1810</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://dx.doi.org/10.1016/j.canlet.2022.215972$$EHTML$$P50$$Gelsevier$$Hfree_for_read</linktohtml><link.rule.ids>314,780,784,3550,27924,27925,45995</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/36265653$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Du, Yuxin</creatorcontrib><creatorcontrib>Cai, Yun</creatorcontrib><creatorcontrib>Lv, Yan</creatorcontrib><creatorcontrib>Zhang, Lishen</creatorcontrib><creatorcontrib>Yang, Hao</creatorcontrib><creatorcontrib>Liu, Quanzhong</creatorcontrib><creatorcontrib>Hong, Ming</creatorcontrib><creatorcontrib>Teng, Yue</creatorcontrib><creatorcontrib>Tang, Weiyan</creatorcontrib><creatorcontrib>Ma, Rong</creatorcontrib><creatorcontrib>Wu, Jianqiu</creatorcontrib><creatorcontrib>Wu, Jianzhong</creatorcontrib><creatorcontrib>Wang, Qianghu</creatorcontrib><creatorcontrib>Chen, Hongshan</creatorcontrib><creatorcontrib>Li, Kening</creatorcontrib><creatorcontrib>Feng, Jifeng</creatorcontrib><title>Single-cell RNA sequencing unveils the communications between malignant T and myeloid cells contributing to tumor growth and immunosuppression in cutaneous T-cell lymphoma</title><title>Cancer letters</title><addtitle>Cancer Lett</addtitle><description>Cutaneous T cell lymphoma (CTCL) is characterized by the accumulation of malignant T cells in the skin. However, advanced CTCL pathophysiology remains elusive and therapeutic options are limited due to the high intratumoral heterogeneity and complicated tumor microenvironment (TME). By comparing the single-cell RNA-seq (scRNA-seq) data from advanced CTCL patients and healthy controls (HCs), we showed that CTCL had a higher enrichment of T/NK and myeloid cells. Subpopulations of T cells (CXCR3+, GNLY+, CREM+, and MKI67+ T cells), with high proliferation, stemness, and copy number variation (CNV) levels, contribute to the malignancy of CTCL. Besides, CCL13+ monocytes/macrophages and LAMP3+ cDC cells were enriched and mediated the immunosuppression via inhibitory interactions with malignant T cells, such as CD47-SIRPA, MIF-CD74, and CCR1-CCL18. Notably, elevated expressions of S100A9 and its receptor TLR4, as well as the activation of downstream toll-like receptor and NF-κB pathway were observed in both malignant cells and myeloid cells in CTCL. Cell co-culture experiments further confirmed that the interaction between malignant CTCL cells and macrophages contributed to tumor growth via S100A9 upregulation and NF-kb activation. Our results showed that blocking the S100A9-TLR4 interaction using tasquinimod could inactivate the NF-κB pathway and inhibit the growth of CTCL tumor cells, and trigger cell apoptosis. Collectively, our study revealed a landscape of immunosuppressive TME mediated by interactions between malignant T cells and myeloid cells, and provided novel targets and potential treatment strategies for advanced CTCL patients. •CTCL has a higher enrichment of T and myeloid cells compared with healthy controls (HCs).•T cell subpopulations with high proliferation, stemness and CNV levels, contribute to the malignancy of CTCL.•CCL13+ mono/macrophages and LAMP3+ cDC cells interact with malignant T cells to shape the immunosuppression of CTCL.•NF-κB pathway induced by S100A9 and TLR4 interaction is activated in both malignant and myeloid cells in CTCL.•Blocking the S100A9-TLR4 interaction could inactivate the NF-κB pathway and inhibit the growth of CTCL tumor cells.</description><subject>Apoptosis</subject><subject>CC chemokine receptors</subject><subject>CCL18 protein</subject><subject>CCR1 protein</subject><subject>Cell culture</subject><subject>Cell proliferation</subject><subject>Copy number</subject><subject>Cutaneous T cell lymphoma</subject><subject>CXCR3 protein</subject><subject>Cytotoxicity</subject><subject>DNA Copy Number Variations</subject><subject>Ecosystems</subject><subject>Enzymes</subject><subject>Humans</subject><subject>Immunosuppression</subject><subject>Immunosuppression Therapy</subject><subject>Intratumoral heterogeneity</subject><subject>Lymphocytes</subject><subject>Lymphocytes T</subject><subject>Lymphoma</subject><subject>Lymphoma, T-Cell, Cutaneous - drug therapy</subject><subject>Lymphoma, T-Cell, Cutaneous - genetics</subject><subject>Lymphoma, T-Cell, Cutaneous - pathology</subject><subject>Macrophages</subject><subject>Malignancy</subject><subject>Medical prognosis</subject><subject>Monocytes</subject><subject>Myeloid cells</subject><subject>Myeloid Cells - metabolism</subject><subject>NF-kappa B - genetics</subject><subject>NF-κB protein</subject><subject>Patients</subject><subject>S100A9</subject><subject>Sequence Analysis, RNA</subject><subject>Skin Neoplasms - pathology</subject><subject>Statistical analysis</subject><subject>T-cell lymphoma</subject><subject>TLR4 protein</subject><subject>Toll-Like Receptor 4 - genetics</subject><subject>Toll-like receptors</subject><subject>Tumor cells</subject><subject>Tumor Microenvironment</subject><issn>0304-3835</issn><issn>1872-7980</issn><issn>1872-7980</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNp9kcuKFDEUhoMoTjv6BiIBN26qza1uG2EYnFEYFLT3IZU61Z2mkrS5zNDP5EuaskYXLlwFDt_583M-hF5TsqWENu-PW63cDGnLCGNbRuu-ZU_QhnYtq9q-I0_RhnAiKt7x-gK9iPFICKlFWz9HF7xhTd3UfIN-fjduP0OlYZ7xty9XOMKPDE6XKc7uHswccToA1t7a7IxWyXgX8QDpAcBhq2azd8olvMPKjdieYfZmxEtcLEsuBTPktKQlj1O2PuB98A_p8Bs3S6iP-XQKEGNJxsZhnZNy4HPEu7XWfLang7fqJXo2qTnCq8f3Eu1uPu6uP1V3X28_X1_dVZr3JFV86jmvVdMTNk19N1LK-ajEyPppVAwGzUULiuq6YXSiXIlJ9Zr0etK0UWLgl-jdGnsKvtwiJmlNXIqsrSRrWdsI0YmmoG__QY8-B1fKLVRfk1awtlBipXTwMQaY5CkYq8JZUiIXl_IoV5dycSlXl2XtzWN4HiyMf5f-yCvAhxWAcox7A0FGbYo7GE0AneTozf9_-AUdK7Yy</recordid><startdate>20221228</startdate><enddate>20221228</enddate><creator>Du, Yuxin</creator><creator>Cai, Yun</creator><creator>Lv, Yan</creator><creator>Zhang, Lishen</creator><creator>Yang, Hao</creator><creator>Liu, Quanzhong</creator><creator>Hong, Ming</creator><creator>Teng, Yue</creator><creator>Tang, Weiyan</creator><creator>Ma, Rong</creator><creator>Wu, Jianqiu</creator><creator>Wu, Jianzhong</creator><creator>Wang, Qianghu</creator><creator>Chen, Hongshan</creator><creator>Li, Kening</creator><creator>Feng, Jifeng</creator><general>Elsevier B.V</general><general>Elsevier Limited</general><scope>6I.</scope><scope>AAFTH</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>7TO</scope><scope>7U9</scope><scope>H94</scope><scope>K9.</scope><scope>NAPCQ</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0001-9750-1810</orcidid></search><sort><creationdate>20221228</creationdate><title>Single-cell RNA sequencing unveils the communications between malignant T and myeloid cells contributing to tumor growth and immunosuppression in cutaneous T-cell lymphoma</title><author>Du, Yuxin ; Cai, Yun ; Lv, Yan ; Zhang, Lishen ; Yang, Hao ; Liu, Quanzhong ; Hong, Ming ; Teng, Yue ; Tang, Weiyan ; Ma, Rong ; Wu, Jianqiu ; Wu, Jianzhong ; Wang, Qianghu ; Chen, Hongshan ; Li, Kening ; Feng, Jifeng</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c390t-3f9335a6902ff98d1133da4d29fda2ebc347ea1c5621f13a4fa9c09cfc16a4b3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>Apoptosis</topic><topic>CC chemokine receptors</topic><topic>CCL18 protein</topic><topic>CCR1 protein</topic><topic>Cell culture</topic><topic>Cell proliferation</topic><topic>Copy number</topic><topic>Cutaneous T cell lymphoma</topic><topic>CXCR3 protein</topic><topic>Cytotoxicity</topic><topic>DNA Copy Number Variations</topic><topic>Ecosystems</topic><topic>Enzymes</topic><topic>Humans</topic><topic>Immunosuppression</topic><topic>Immunosuppression Therapy</topic><topic>Intratumoral heterogeneity</topic><topic>Lymphocytes</topic><topic>Lymphocytes T</topic><topic>Lymphoma</topic><topic>Lymphoma, T-Cell, Cutaneous - drug therapy</topic><topic>Lymphoma, T-Cell, Cutaneous - genetics</topic><topic>Lymphoma, T-Cell, Cutaneous - pathology</topic><topic>Macrophages</topic><topic>Malignancy</topic><topic>Medical prognosis</topic><topic>Monocytes</topic><topic>Myeloid cells</topic><topic>Myeloid Cells - metabolism</topic><topic>NF-kappa B - genetics</topic><topic>NF-κB protein</topic><topic>Patients</topic><topic>S100A9</topic><topic>Sequence Analysis, RNA</topic><topic>Skin Neoplasms - pathology</topic><topic>Statistical analysis</topic><topic>T-cell lymphoma</topic><topic>TLR4 protein</topic><topic>Toll-Like Receptor 4 - genetics</topic><topic>Toll-like receptors</topic><topic>Tumor cells</topic><topic>Tumor Microenvironment</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Du, Yuxin</creatorcontrib><creatorcontrib>Cai, Yun</creatorcontrib><creatorcontrib>Lv, Yan</creatorcontrib><creatorcontrib>Zhang, Lishen</creatorcontrib><creatorcontrib>Yang, Hao</creatorcontrib><creatorcontrib>Liu, Quanzhong</creatorcontrib><creatorcontrib>Hong, Ming</creatorcontrib><creatorcontrib>Teng, Yue</creatorcontrib><creatorcontrib>Tang, Weiyan</creatorcontrib><creatorcontrib>Ma, Rong</creatorcontrib><creatorcontrib>Wu, Jianqiu</creatorcontrib><creatorcontrib>Wu, Jianzhong</creatorcontrib><creatorcontrib>Wang, Qianghu</creatorcontrib><creatorcontrib>Chen, Hongshan</creatorcontrib><creatorcontrib>Li, Kening</creatorcontrib><creatorcontrib>Feng, Jifeng</creatorcontrib><collection>ScienceDirect Open Access Titles</collection><collection>Elsevier:ScienceDirect:Open Access</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Oncogenes and Growth Factors Abstracts</collection><collection>Virology and AIDS Abstracts</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>ProQuest Health &amp; 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However, advanced CTCL pathophysiology remains elusive and therapeutic options are limited due to the high intratumoral heterogeneity and complicated tumor microenvironment (TME). By comparing the single-cell RNA-seq (scRNA-seq) data from advanced CTCL patients and healthy controls (HCs), we showed that CTCL had a higher enrichment of T/NK and myeloid cells. Subpopulations of T cells (CXCR3+, GNLY+, CREM+, and MKI67+ T cells), with high proliferation, stemness, and copy number variation (CNV) levels, contribute to the malignancy of CTCL. Besides, CCL13+ monocytes/macrophages and LAMP3+ cDC cells were enriched and mediated the immunosuppression via inhibitory interactions with malignant T cells, such as CD47-SIRPA, MIF-CD74, and CCR1-CCL18. Notably, elevated expressions of S100A9 and its receptor TLR4, as well as the activation of downstream toll-like receptor and NF-κB pathway were observed in both malignant cells and myeloid cells in CTCL. Cell co-culture experiments further confirmed that the interaction between malignant CTCL cells and macrophages contributed to tumor growth via S100A9 upregulation and NF-kb activation. Our results showed that blocking the S100A9-TLR4 interaction using tasquinimod could inactivate the NF-κB pathway and inhibit the growth of CTCL tumor cells, and trigger cell apoptosis. Collectively, our study revealed a landscape of immunosuppressive TME mediated by interactions between malignant T cells and myeloid cells, and provided novel targets and potential treatment strategies for advanced CTCL patients. •CTCL has a higher enrichment of T and myeloid cells compared with healthy controls (HCs).•T cell subpopulations with high proliferation, stemness and CNV levels, contribute to the malignancy of CTCL.•CCL13+ mono/macrophages and LAMP3+ cDC cells interact with malignant T cells to shape the immunosuppression of CTCL.•NF-κB pathway induced by S100A9 and TLR4 interaction is activated in both malignant and myeloid cells in CTCL.•Blocking the S100A9-TLR4 interaction could inactivate the NF-κB pathway and inhibit the growth of CTCL tumor cells.</abstract><cop>Ireland</cop><pub>Elsevier B.V</pub><pmid>36265653</pmid><doi>10.1016/j.canlet.2022.215972</doi><orcidid>https://orcid.org/0000-0001-9750-1810</orcidid><oa>free_for_read</oa></addata></record>
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subjects Apoptosis
CC chemokine receptors
CCL18 protein
CCR1 protein
Cell culture
Cell proliferation
Copy number
Cutaneous T cell lymphoma
CXCR3 protein
Cytotoxicity
DNA Copy Number Variations
Ecosystems
Enzymes
Humans
Immunosuppression
Immunosuppression Therapy
Intratumoral heterogeneity
Lymphocytes
Lymphocytes T
Lymphoma
Lymphoma, T-Cell, Cutaneous - drug therapy
Lymphoma, T-Cell, Cutaneous - genetics
Lymphoma, T-Cell, Cutaneous - pathology
Macrophages
Malignancy
Medical prognosis
Monocytes
Myeloid cells
Myeloid Cells - metabolism
NF-kappa B - genetics
NF-κB protein
Patients
S100A9
Sequence Analysis, RNA
Skin Neoplasms - pathology
Statistical analysis
T-cell lymphoma
TLR4 protein
Toll-Like Receptor 4 - genetics
Toll-like receptors
Tumor cells
Tumor Microenvironment
title Single-cell RNA sequencing unveils the communications between malignant T and myeloid cells contributing to tumor growth and immunosuppression in cutaneous T-cell lymphoma
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