Integrating single-cell and bulk RNA sequencing reveals CK19 + cancer stem cells and their specific SPP1 + tumor-associated macrophage niche in HBV-related hepatocellular carcinoma
Purpose Cytokeratin 19-positive cancer stem cells (CK19 + CSCs) and their tumor-associated macrophages (TAMs) have not been fully explored yet in the hepatitis B virus (HBV)-related hepatocellular carcinoma (HCC). Experimental design Single-cell RNA sequencing was performed on the viable cells obtai...
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description | Purpose
Cytokeratin 19-positive cancer stem cells (CK19 + CSCs) and their tumor-associated macrophages (TAMs) have not been fully explored yet in the hepatitis B virus (HBV)-related hepatocellular carcinoma (HCC).
Experimental design
Single-cell RNA sequencing was performed on the viable cells obtained from 11 treatment-naïve HBV-associated HCC patients, including 8 CK19 + patients, to elucidate their transcriptomic landscape, CK19 + CSC heterogeneity, and immune microenvironment. Two in-house primary HCC cohorts (96 cases-related HBV and 89 cases with recurrence), TCGA external cohort, and in vitro and in vivo experiments were used to validate the results.
Results
A total of 64,581 single cells derived from the human HCC and adjacent normal tissues were sequenced, and 11 cell types were identified. The result showed that CK19 + CSCs were phenotypically and transcriptionally heterogeneous, co-expressed multiple hepatics CSC markers, and were positively correlated with worse prognosis. Moreover, the
SPP1
+ TAMs (TAM_SPP1) with strong M2-like features and worse prognosis were specifically enriched in the CK19 + HCC and promoted tumor invasion and metastasis by activating angiogenesis. Importantly, matrix metalloproteinase 9 (MMP9) derived from TAM_SPP1, as the hub gene of CK19 + HCC, was activated by the VEGFA signal.
Conclusions
This study revealed the heterogeneity and stemness characteristics of CK19 + CSCs and specific immunosuppressive TAM_SPP1 in CK19 + HCC. The VEGFA signal can activate TAM_SPP1-derived MMP9 to promote the invasion and metastasis of CK19 + HCC tumors. This might provide novel insights into the clinical treatment of HCC patients.
Graphical abstract
Lay summary: Cytokeratin 19-positive hepatocellular carcinoma is a highly aggressive malignancy with poor therapeutic progress. Understanding the characteristics of CK19 + CSCs and their immune microenvironment better might facilitate the development of effective targeted and immunotherapy. This study identified the heterogeneity and characteristics of CK19 + CSCs and explored their unique immunosuppressive SPP1+TAM niche. The results suggested that the VEGFA signal activates TAM_SPP1-derived MMP9 to promote the invasion and metastasis of CK19 + HCC tumors. The study might have an important therapeutic value. |
doi_str_mv | 10.1007/s12072-023-10615-9 |
format | Article |
fullrecord | <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_proquest_miscellaneous_2909088477</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>2924290317</sourcerecordid><originalsourceid>FETCH-LOGICAL-c375t-b982151c136a3b2a317667d9a6f8c66c5f9f70ff5494bf5b738b8793bd5bf9df3</originalsourceid><addsrcrecordid>eNp9kctu1DAUhi0Eohd4ARbIEhskZLDj2I6X7ajQigoqbtvIdo5nUhIn2Eml7tjyTjwNT4IzMxSJBQtfZH__f479I_SE0ZeMUvUqsYKqgtCCE0YlE0TfQ4dMc0moKNn9uz3nB-gopWtKhZBMPkQHvGJCF6w6RD8vwgTraKY2rHHKUwfEQddhExps5-4r_vDuBCf4NkNwCxPhBkyX8Oot07--_3iRhzPBQcRpgh4v2rQVTxto8-EIrvWtwx-vrtien-Z-iMSkNLjWTNDg3rg4jBuzBhxatwHcBnx--oVE6Lb3GxjNNCzWc2cidibmVobePEIPfO4FHu_XY_T59dmn1Tm5fP_mYnVySRxXYiJWVwUTzDEuDbeF4UxJqRptpK-clE547RX1XpS6tF5YxStbKc1tI6zXjefH6PnOd4xD_og01X2blnZMgGFOdaGpplVVKpXRZ_-g18McQ-4uU0WZyVw9U8WOyu9OKYKvx9j2Jt7WjNZLtvUu2zpnW2-zrXUWPd1bz7aH5k7yJ8wM8B2Q8lVYQ_xb-z-2vwGvULSm</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2924290317</pqid></control><display><type>article</type><title>Integrating single-cell and bulk RNA sequencing reveals CK19 + cancer stem cells and their specific SPP1 + tumor-associated macrophage niche in HBV-related hepatocellular carcinoma</title><source>MEDLINE</source><source>SpringerLink Journals - AutoHoldings</source><creator>Yang, Cheng-Lei ; Song, Rui ; Hu, Jun-Wen ; Huang, Jun-Tao ; Li, Nan-Nan ; Ni, Hang-Hang ; Li, Yuan-Kuan ; Zhang, Jie ; Lu, Zhan ; Zhou, Min ; Wang, Jun-Duo ; Li, Min-Jun ; Zhan, Guo-Hua ; Peng, Tao ; Yu, Hong-Ping ; Qi, Lu-Nan ; Wang, Qiu-Yan ; Xiang, Bang-De</creator><creatorcontrib>Yang, Cheng-Lei ; Song, Rui ; Hu, Jun-Wen ; Huang, Jun-Tao ; Li, Nan-Nan ; Ni, Hang-Hang ; Li, Yuan-Kuan ; Zhang, Jie ; Lu, Zhan ; Zhou, Min ; Wang, Jun-Duo ; Li, Min-Jun ; Zhan, Guo-Hua ; Peng, Tao ; Yu, Hong-Ping ; Qi, Lu-Nan ; Wang, Qiu-Yan ; Xiang, Bang-De</creatorcontrib><description>Purpose
Cytokeratin 19-positive cancer stem cells (CK19 + CSCs) and their tumor-associated macrophages (TAMs) have not been fully explored yet in the hepatitis B virus (HBV)-related hepatocellular carcinoma (HCC).
Experimental design
Single-cell RNA sequencing was performed on the viable cells obtained from 11 treatment-naïve HBV-associated HCC patients, including 8 CK19 + patients, to elucidate their transcriptomic landscape, CK19 + CSC heterogeneity, and immune microenvironment. Two in-house primary HCC cohorts (96 cases-related HBV and 89 cases with recurrence), TCGA external cohort, and in vitro and in vivo experiments were used to validate the results.
Results
A total of 64,581 single cells derived from the human HCC and adjacent normal tissues were sequenced, and 11 cell types were identified. The result showed that CK19 + CSCs were phenotypically and transcriptionally heterogeneous, co-expressed multiple hepatics CSC markers, and were positively correlated with worse prognosis. Moreover, the
SPP1
+ TAMs (TAM_SPP1) with strong M2-like features and worse prognosis were specifically enriched in the CK19 + HCC and promoted tumor invasion and metastasis by activating angiogenesis. Importantly, matrix metalloproteinase 9 (MMP9) derived from TAM_SPP1, as the hub gene of CK19 + HCC, was activated by the VEGFA signal.
Conclusions
This study revealed the heterogeneity and stemness characteristics of CK19 + CSCs and specific immunosuppressive TAM_SPP1 in CK19 + HCC. The VEGFA signal can activate TAM_SPP1-derived MMP9 to promote the invasion and metastasis of CK19 + HCC tumors. This might provide novel insights into the clinical treatment of HCC patients.
Graphical abstract
Lay summary: Cytokeratin 19-positive hepatocellular carcinoma is a highly aggressive malignancy with poor therapeutic progress. Understanding the characteristics of CK19 + CSCs and their immune microenvironment better might facilitate the development of effective targeted and immunotherapy. This study identified the heterogeneity and characteristics of CK19 + CSCs and explored their unique immunosuppressive SPP1+TAM niche. The results suggested that the VEGFA signal activates TAM_SPP1-derived MMP9 to promote the invasion and metastasis of CK19 + HCC tumors. The study might have an important therapeutic value.</description><identifier>ISSN: 1936-0533</identifier><identifier>EISSN: 1936-0541</identifier><identifier>DOI: 10.1007/s12072-023-10615-9</identifier><identifier>PMID: 38159218</identifier><language>eng</language><publisher>New Delhi: Springer India</publisher><subject>Angiogenesis ; Cancer ; Carcinoma, Hepatocellular - pathology ; Colorectal Surgery ; Cytokeratin ; Design of experiments ; Experimental design ; Gelatinase B ; Gene sequencing ; Hepatitis B ; Hepatitis B virus - genetics ; Hepatocellular carcinoma ; Hepatology ; Heterogeneity ; Humans ; Immunotherapy ; Keratin-19 - genetics ; Keratin-19 - metabolism ; Liver cancer ; Liver Neoplasms - pathology ; Macrophages ; Malignancy ; Matrix metalloproteinase ; Matrix Metalloproteinase 9 - genetics ; Matrix metalloproteinases ; Medicine ; Medicine & Public Health ; Metalloproteinase ; Metastases ; Metastasis ; Microenvironments ; Neoplastic Stem Cells ; Original Article ; Osteopontin - genetics ; Osteopontin - metabolism ; Patients ; Prognosis ; Ribonucleic acid ; RNA ; Sequence Analysis, RNA ; Stem cells ; Surgery ; Transcriptomics ; Tumor Microenvironment ; Tumor-Associated Macrophages - metabolism ; Tumor-Associated Macrophages - pathology ; Tumors</subject><ispartof>Hepatology international, 2024-02, Vol.18 (1), p.73-90</ispartof><rights>Asian Pacific Association for the Study of the Liver 2023. Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.</rights><rights>2023. Asian Pacific Association for the Study of the Liver.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c375t-b982151c136a3b2a317667d9a6f8c66c5f9f70ff5494bf5b738b8793bd5bf9df3</citedby><cites>FETCH-LOGICAL-c375t-b982151c136a3b2a317667d9a6f8c66c5f9f70ff5494bf5b738b8793bd5bf9df3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://link.springer.com/content/pdf/10.1007/s12072-023-10615-9$$EPDF$$P50$$Gspringer$$H</linktopdf><linktohtml>$$Uhttps://link.springer.com/10.1007/s12072-023-10615-9$$EHTML$$P50$$Gspringer$$H</linktohtml><link.rule.ids>314,776,780,27901,27902,41464,42533,51294</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/38159218$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Yang, Cheng-Lei</creatorcontrib><creatorcontrib>Song, Rui</creatorcontrib><creatorcontrib>Hu, Jun-Wen</creatorcontrib><creatorcontrib>Huang, Jun-Tao</creatorcontrib><creatorcontrib>Li, Nan-Nan</creatorcontrib><creatorcontrib>Ni, Hang-Hang</creatorcontrib><creatorcontrib>Li, Yuan-Kuan</creatorcontrib><creatorcontrib>Zhang, Jie</creatorcontrib><creatorcontrib>Lu, Zhan</creatorcontrib><creatorcontrib>Zhou, Min</creatorcontrib><creatorcontrib>Wang, Jun-Duo</creatorcontrib><creatorcontrib>Li, Min-Jun</creatorcontrib><creatorcontrib>Zhan, Guo-Hua</creatorcontrib><creatorcontrib>Peng, Tao</creatorcontrib><creatorcontrib>Yu, Hong-Ping</creatorcontrib><creatorcontrib>Qi, Lu-Nan</creatorcontrib><creatorcontrib>Wang, Qiu-Yan</creatorcontrib><creatorcontrib>Xiang, Bang-De</creatorcontrib><title>Integrating single-cell and bulk RNA sequencing reveals CK19 + cancer stem cells and their specific SPP1 + tumor-associated macrophage niche in HBV-related hepatocellular carcinoma</title><title>Hepatology international</title><addtitle>Hepatol Int</addtitle><addtitle>Hepatol Int</addtitle><description>Purpose
Cytokeratin 19-positive cancer stem cells (CK19 + CSCs) and their tumor-associated macrophages (TAMs) have not been fully explored yet in the hepatitis B virus (HBV)-related hepatocellular carcinoma (HCC).
Experimental design
Single-cell RNA sequencing was performed on the viable cells obtained from 11 treatment-naïve HBV-associated HCC patients, including 8 CK19 + patients, to elucidate their transcriptomic landscape, CK19 + CSC heterogeneity, and immune microenvironment. Two in-house primary HCC cohorts (96 cases-related HBV and 89 cases with recurrence), TCGA external cohort, and in vitro and in vivo experiments were used to validate the results.
Results
A total of 64,581 single cells derived from the human HCC and adjacent normal tissues were sequenced, and 11 cell types were identified. The result showed that CK19 + CSCs were phenotypically and transcriptionally heterogeneous, co-expressed multiple hepatics CSC markers, and were positively correlated with worse prognosis. Moreover, the
SPP1
+ TAMs (TAM_SPP1) with strong M2-like features and worse prognosis were specifically enriched in the CK19 + HCC and promoted tumor invasion and metastasis by activating angiogenesis. Importantly, matrix metalloproteinase 9 (MMP9) derived from TAM_SPP1, as the hub gene of CK19 + HCC, was activated by the VEGFA signal.
Conclusions
This study revealed the heterogeneity and stemness characteristics of CK19 + CSCs and specific immunosuppressive TAM_SPP1 in CK19 + HCC. The VEGFA signal can activate TAM_SPP1-derived MMP9 to promote the invasion and metastasis of CK19 + HCC tumors. This might provide novel insights into the clinical treatment of HCC patients.
Graphical abstract
Lay summary: Cytokeratin 19-positive hepatocellular carcinoma is a highly aggressive malignancy with poor therapeutic progress. Understanding the characteristics of CK19 + CSCs and their immune microenvironment better might facilitate the development of effective targeted and immunotherapy. This study identified the heterogeneity and characteristics of CK19 + CSCs and explored their unique immunosuppressive SPP1+TAM niche. The results suggested that the VEGFA signal activates TAM_SPP1-derived MMP9 to promote the invasion and metastasis of CK19 + HCC tumors. The study might have an important therapeutic value.</description><subject>Angiogenesis</subject><subject>Cancer</subject><subject>Carcinoma, Hepatocellular - pathology</subject><subject>Colorectal Surgery</subject><subject>Cytokeratin</subject><subject>Design of experiments</subject><subject>Experimental design</subject><subject>Gelatinase B</subject><subject>Gene sequencing</subject><subject>Hepatitis B</subject><subject>Hepatitis B virus - genetics</subject><subject>Hepatocellular carcinoma</subject><subject>Hepatology</subject><subject>Heterogeneity</subject><subject>Humans</subject><subject>Immunotherapy</subject><subject>Keratin-19 - genetics</subject><subject>Keratin-19 - metabolism</subject><subject>Liver cancer</subject><subject>Liver Neoplasms - pathology</subject><subject>Macrophages</subject><subject>Malignancy</subject><subject>Matrix metalloproteinase</subject><subject>Matrix Metalloproteinase 9 - genetics</subject><subject>Matrix metalloproteinases</subject><subject>Medicine</subject><subject>Medicine & Public Health</subject><subject>Metalloproteinase</subject><subject>Metastases</subject><subject>Metastasis</subject><subject>Microenvironments</subject><subject>Neoplastic Stem Cells</subject><subject>Original Article</subject><subject>Osteopontin - genetics</subject><subject>Osteopontin - metabolism</subject><subject>Patients</subject><subject>Prognosis</subject><subject>Ribonucleic acid</subject><subject>RNA</subject><subject>Sequence Analysis, RNA</subject><subject>Stem cells</subject><subject>Surgery</subject><subject>Transcriptomics</subject><subject>Tumor Microenvironment</subject><subject>Tumor-Associated Macrophages - metabolism</subject><subject>Tumor-Associated Macrophages - pathology</subject><subject>Tumors</subject><issn>1936-0533</issn><issn>1936-0541</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNp9kctu1DAUhi0Eohd4ARbIEhskZLDj2I6X7ajQigoqbtvIdo5nUhIn2Eml7tjyTjwNT4IzMxSJBQtfZH__f479I_SE0ZeMUvUqsYKqgtCCE0YlE0TfQ4dMc0moKNn9uz3nB-gopWtKhZBMPkQHvGJCF6w6RD8vwgTraKY2rHHKUwfEQddhExps5-4r_vDuBCf4NkNwCxPhBkyX8Oot07--_3iRhzPBQcRpgh4v2rQVTxto8-EIrvWtwx-vrtien-Z-iMSkNLjWTNDg3rg4jBuzBhxatwHcBnx--oVE6Lb3GxjNNCzWc2cidibmVobePEIPfO4FHu_XY_T59dmn1Tm5fP_mYnVySRxXYiJWVwUTzDEuDbeF4UxJqRptpK-clE547RX1XpS6tF5YxStbKc1tI6zXjefH6PnOd4xD_og01X2blnZMgGFOdaGpplVVKpXRZ_-g18McQ-4uU0WZyVw9U8WOyu9OKYKvx9j2Jt7WjNZLtvUu2zpnW2-zrXUWPd1bz7aH5k7yJ8wM8B2Q8lVYQ_xb-z-2vwGvULSm</recordid><startdate>20240201</startdate><enddate>20240201</enddate><creator>Yang, Cheng-Lei</creator><creator>Song, Rui</creator><creator>Hu, Jun-Wen</creator><creator>Huang, Jun-Tao</creator><creator>Li, Nan-Nan</creator><creator>Ni, Hang-Hang</creator><creator>Li, Yuan-Kuan</creator><creator>Zhang, Jie</creator><creator>Lu, Zhan</creator><creator>Zhou, Min</creator><creator>Wang, Jun-Duo</creator><creator>Li, Min-Jun</creator><creator>Zhan, Guo-Hua</creator><creator>Peng, Tao</creator><creator>Yu, Hong-Ping</creator><creator>Qi, Lu-Nan</creator><creator>Wang, Qiu-Yan</creator><creator>Xiang, Bang-De</creator><general>Springer India</general><general>Springer Nature B.V</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>7U7</scope><scope>C1K</scope><scope>K9.</scope><scope>NAPCQ</scope><scope>7X8</scope></search><sort><creationdate>20240201</creationdate><title>Integrating single-cell and bulk RNA sequencing reveals CK19 + cancer stem cells and their specific SPP1 + tumor-associated macrophage niche in HBV-related hepatocellular carcinoma</title><author>Yang, Cheng-Lei ; Song, Rui ; Hu, Jun-Wen ; Huang, Jun-Tao ; Li, Nan-Nan ; Ni, Hang-Hang ; Li, Yuan-Kuan ; Zhang, Jie ; Lu, Zhan ; Zhou, Min ; Wang, Jun-Duo ; Li, Min-Jun ; Zhan, Guo-Hua ; Peng, Tao ; Yu, Hong-Ping ; Qi, Lu-Nan ; Wang, Qiu-Yan ; Xiang, Bang-De</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c375t-b982151c136a3b2a317667d9a6f8c66c5f9f70ff5494bf5b738b8793bd5bf9df3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Angiogenesis</topic><topic>Cancer</topic><topic>Carcinoma, Hepatocellular - pathology</topic><topic>Colorectal Surgery</topic><topic>Cytokeratin</topic><topic>Design of experiments</topic><topic>Experimental design</topic><topic>Gelatinase B</topic><topic>Gene sequencing</topic><topic>Hepatitis B</topic><topic>Hepatitis B virus - genetics</topic><topic>Hepatocellular carcinoma</topic><topic>Hepatology</topic><topic>Heterogeneity</topic><topic>Humans</topic><topic>Immunotherapy</topic><topic>Keratin-19 - genetics</topic><topic>Keratin-19 - metabolism</topic><topic>Liver cancer</topic><topic>Liver Neoplasms - pathology</topic><topic>Macrophages</topic><topic>Malignancy</topic><topic>Matrix metalloproteinase</topic><topic>Matrix Metalloproteinase 9 - genetics</topic><topic>Matrix metalloproteinases</topic><topic>Medicine</topic><topic>Medicine & Public Health</topic><topic>Metalloproteinase</topic><topic>Metastases</topic><topic>Metastasis</topic><topic>Microenvironments</topic><topic>Neoplastic Stem Cells</topic><topic>Original Article</topic><topic>Osteopontin - genetics</topic><topic>Osteopontin - metabolism</topic><topic>Patients</topic><topic>Prognosis</topic><topic>Ribonucleic acid</topic><topic>RNA</topic><topic>Sequence Analysis, RNA</topic><topic>Stem cells</topic><topic>Surgery</topic><topic>Transcriptomics</topic><topic>Tumor Microenvironment</topic><topic>Tumor-Associated Macrophages - metabolism</topic><topic>Tumor-Associated Macrophages - pathology</topic><topic>Tumors</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Yang, Cheng-Lei</creatorcontrib><creatorcontrib>Song, Rui</creatorcontrib><creatorcontrib>Hu, Jun-Wen</creatorcontrib><creatorcontrib>Huang, Jun-Tao</creatorcontrib><creatorcontrib>Li, Nan-Nan</creatorcontrib><creatorcontrib>Ni, Hang-Hang</creatorcontrib><creatorcontrib>Li, Yuan-Kuan</creatorcontrib><creatorcontrib>Zhang, Jie</creatorcontrib><creatorcontrib>Lu, Zhan</creatorcontrib><creatorcontrib>Zhou, Min</creatorcontrib><creatorcontrib>Wang, Jun-Duo</creatorcontrib><creatorcontrib>Li, Min-Jun</creatorcontrib><creatorcontrib>Zhan, Guo-Hua</creatorcontrib><creatorcontrib>Peng, Tao</creatorcontrib><creatorcontrib>Yu, Hong-Ping</creatorcontrib><creatorcontrib>Qi, Lu-Nan</creatorcontrib><creatorcontrib>Wang, Qiu-Yan</creatorcontrib><creatorcontrib>Xiang, Bang-De</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Toxicology Abstracts</collection><collection>Environmental Sciences and Pollution Management</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Nursing & Allied Health Premium</collection><collection>MEDLINE - Academic</collection><jtitle>Hepatology international</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Yang, Cheng-Lei</au><au>Song, Rui</au><au>Hu, Jun-Wen</au><au>Huang, Jun-Tao</au><au>Li, Nan-Nan</au><au>Ni, Hang-Hang</au><au>Li, Yuan-Kuan</au><au>Zhang, Jie</au><au>Lu, Zhan</au><au>Zhou, Min</au><au>Wang, Jun-Duo</au><au>Li, Min-Jun</au><au>Zhan, Guo-Hua</au><au>Peng, Tao</au><au>Yu, Hong-Ping</au><au>Qi, Lu-Nan</au><au>Wang, Qiu-Yan</au><au>Xiang, Bang-De</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Integrating single-cell and bulk RNA sequencing reveals CK19 + cancer stem cells and their specific SPP1 + tumor-associated macrophage niche in HBV-related hepatocellular carcinoma</atitle><jtitle>Hepatology international</jtitle><stitle>Hepatol Int</stitle><addtitle>Hepatol Int</addtitle><date>2024-02-01</date><risdate>2024</risdate><volume>18</volume><issue>1</issue><spage>73</spage><epage>90</epage><pages>73-90</pages><issn>1936-0533</issn><eissn>1936-0541</eissn><abstract>Purpose
Cytokeratin 19-positive cancer stem cells (CK19 + CSCs) and their tumor-associated macrophages (TAMs) have not been fully explored yet in the hepatitis B virus (HBV)-related hepatocellular carcinoma (HCC).
Experimental design
Single-cell RNA sequencing was performed on the viable cells obtained from 11 treatment-naïve HBV-associated HCC patients, including 8 CK19 + patients, to elucidate their transcriptomic landscape, CK19 + CSC heterogeneity, and immune microenvironment. Two in-house primary HCC cohorts (96 cases-related HBV and 89 cases with recurrence), TCGA external cohort, and in vitro and in vivo experiments were used to validate the results.
Results
A total of 64,581 single cells derived from the human HCC and adjacent normal tissues were sequenced, and 11 cell types were identified. The result showed that CK19 + CSCs were phenotypically and transcriptionally heterogeneous, co-expressed multiple hepatics CSC markers, and were positively correlated with worse prognosis. Moreover, the
SPP1
+ TAMs (TAM_SPP1) with strong M2-like features and worse prognosis were specifically enriched in the CK19 + HCC and promoted tumor invasion and metastasis by activating angiogenesis. Importantly, matrix metalloproteinase 9 (MMP9) derived from TAM_SPP1, as the hub gene of CK19 + HCC, was activated by the VEGFA signal.
Conclusions
This study revealed the heterogeneity and stemness characteristics of CK19 + CSCs and specific immunosuppressive TAM_SPP1 in CK19 + HCC. The VEGFA signal can activate TAM_SPP1-derived MMP9 to promote the invasion and metastasis of CK19 + HCC tumors. This might provide novel insights into the clinical treatment of HCC patients.
Graphical abstract
Lay summary: Cytokeratin 19-positive hepatocellular carcinoma is a highly aggressive malignancy with poor therapeutic progress. Understanding the characteristics of CK19 + CSCs and their immune microenvironment better might facilitate the development of effective targeted and immunotherapy. This study identified the heterogeneity and characteristics of CK19 + CSCs and explored their unique immunosuppressive SPP1+TAM niche. The results suggested that the VEGFA signal activates TAM_SPP1-derived MMP9 to promote the invasion and metastasis of CK19 + HCC tumors. The study might have an important therapeutic value.</abstract><cop>New Delhi</cop><pub>Springer India</pub><pmid>38159218</pmid><doi>10.1007/s12072-023-10615-9</doi><tpages>18</tpages></addata></record> |
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subjects | Angiogenesis Cancer Carcinoma, Hepatocellular - pathology Colorectal Surgery Cytokeratin Design of experiments Experimental design Gelatinase B Gene sequencing Hepatitis B Hepatitis B virus - genetics Hepatocellular carcinoma Hepatology Heterogeneity Humans Immunotherapy Keratin-19 - genetics Keratin-19 - metabolism Liver cancer Liver Neoplasms - pathology Macrophages Malignancy Matrix metalloproteinase Matrix Metalloproteinase 9 - genetics Matrix metalloproteinases Medicine Medicine & Public Health Metalloproteinase Metastases Metastasis Microenvironments Neoplastic Stem Cells Original Article Osteopontin - genetics Osteopontin - metabolism Patients Prognosis Ribonucleic acid RNA Sequence Analysis, RNA Stem cells Surgery Transcriptomics Tumor Microenvironment Tumor-Associated Macrophages - metabolism Tumor-Associated Macrophages - pathology Tumors |
title | Integrating single-cell and bulk RNA sequencing reveals CK19 + cancer stem cells and their specific SPP1 + tumor-associated macrophage niche in HBV-related hepatocellular carcinoma |
url | https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-28T20%3A37%3A47IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_cross&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Integrating%20single-cell%20and%20bulk%20RNA%20sequencing%20reveals%20CK19%E2%80%89+%E2%80%89cancer%20stem%20cells%20and%20their%20specific%20SPP1%E2%80%89+%E2%80%89tumor-associated%20macrophage%20niche%20in%20HBV-related%20hepatocellular%20carcinoma&rft.jtitle=Hepatology%20international&rft.au=Yang,%20Cheng-Lei&rft.date=2024-02-01&rft.volume=18&rft.issue=1&rft.spage=73&rft.epage=90&rft.pages=73-90&rft.issn=1936-0533&rft.eissn=1936-0541&rft_id=info:doi/10.1007/s12072-023-10615-9&rft_dat=%3Cproquest_cross%3E2924290317%3C/proquest_cross%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=2924290317&rft_id=info:pmid/38159218&rfr_iscdi=true |