Integrated single-cell transcriptome analysis of the tumor ecosystems underlying cervical cancer metastasis
Cervical cancer (CC) is one of the most frequent female malignancies worldwide. However, the molecular mechanism of lymph node metastasis in CC remains unclear. In this study, we investigated the transcriptome profile of 51,507 single cells from primary tumors, positive lymph nodes (P-LN), and negat...
Saved in:
Published in | Frontiers in immunology Vol. 13; p. 966291 |
---|---|
Main Authors | , , , |
Format | Journal Article |
Language | English |
Published |
Switzerland
Frontiers Media S.A
09.12.2022
|
Subjects | |
Online Access | Get full text |
Cover
Loading…
Abstract | Cervical cancer (CC) is one of the most frequent female malignancies worldwide. However, the molecular mechanism of lymph node metastasis in CC remains unclear. In this study, we investigated the transcriptome profile of 51,507 single cells from primary tumors, positive lymph nodes (P-LN), and negative lymph nodes (N-LN) using single-cell sequencing. Validation experiments were performed using bulk transcriptomic datasets and immunohistochemical assays. Our results indicated that epithelial cells in metastatic LN were associated with cell- cycle-related signaling pathways, such as E2F targets, and mitotic spindle, and immune response-related signaling pathways, such as allograft rejection, IL2_STAT5_signaling, and inflammatory response. However, epithelial cells in primary tumors exhibited high enrichment of epithelial-mesenchymal translation (EMT), oxidative phosphorylation, and interferon alpha response. Our analysis then indicated that metastasis LN exhibited an early activated tumor microenvironment (TME) characterized by the decrease of naive T cells and an increase of cytotoxicity CD8 T cells, NK cells, FOXP3+ Treg cells compared with normal LN. By comparing the differently expressed gene of macrophages between tumor and metastatic LN, we discovered that C1QA+ MRC1
low
macrophages were enriched in a tumor, whereas C1QA+ MRC1
high
macrophages were enriched in metastatic LN. Finally, we demonstrated that cancer-associated fibroblasts (CAFs) in P-LN were associated with immune regulation, while CAFs in tumor underwent EMT. Our findings offered novel insights into the mechanisms of research, diagnosis, and therapy of CC metastasis. |
---|---|
AbstractList | Cervical cancer (CC) is one of the most frequent female malignancies worldwide. However, the molecular mechanism of lymph node metastasis in CC remains unclear. In this study, we investigated the transcriptome profile of 51,507 single cells from primary tumors, positive lymph nodes (P-LN), and negative lymph nodes (N-LN) using single-cell sequencing. Validation experiments were performed using bulk transcriptomic datasets and immunohistochemical assays. Our results indicated that epithelial cells in metastatic LN were associated with cell- cycle-related signaling pathways, such as E2F targets, and mitotic spindle, and immune response-related signaling pathways, such as allograft rejection, IL2_STAT5_signaling, and inflammatory response. However, epithelial cells in primary tumors exhibited high enrichment of epithelial-mesenchymal translation (EMT), oxidative phosphorylation, and interferon alpha response. Our analysis then indicated that metastasis LN exhibited an early activated tumor microenvironment (TME) characterized by the decrease of naive T cells and an increase of cytotoxicity CD8 T cells, NK cells, FOXP3+ Treg cells compared with normal LN. By comparing the differently expressed gene of macrophages between tumor and metastatic LN, we discovered that C1QA+ MRC1
low
macrophages were enriched in a tumor, whereas C1QA+ MRC1
high
macrophages were enriched in metastatic LN. Finally, we demonstrated that cancer-associated fibroblasts (CAFs) in P-LN were associated with immune regulation, while CAFs in tumor underwent EMT. Our findings offered novel insights into the mechanisms of research, diagnosis, and therapy of CC metastasis. Cervical cancer (CC) is one of the most frequent female malignancies worldwide. However, the molecular mechanism of lymph node metastasis in CC remains unclear. In this study, we investigated the transcriptome profile of 51,507 single cells from primary tumors, positive lymph nodes (P-LN), and negative lymph nodes (N-LN) using single-cell sequencing. Validation experiments were performed using bulk transcriptomic datasets and immunohistochemical assays. Our results indicated that epithelial cells in metastatic LN were associated with cell- cycle-related signaling pathways, such as E2F targets, and mitotic spindle, and immune response-related signaling pathways, such as allograft rejection, IL2_STAT5_signaling, and inflammatory response. However, epithelial cells in primary tumors exhibited high enrichment of epithelial-mesenchymal translation (EMT), oxidative phosphorylation, and interferon alpha response. Our analysis then indicated that metastasis LN exhibited an early activated tumor microenvironment (TME) characterized by the decrease of naive T cells and an increase of cytotoxicity CD8 T cells, NK cells, FOXP3+ Treg cells compared with normal LN. By comparing the differently expressed gene of macrophages between tumor and metastatic LN, we discovered that C1QA+ MRC1low macrophages were enriched in a tumor, whereas C1QA+ MRC1high macrophages were enriched in metastatic LN. Finally, we demonstrated that cancer-associated fibroblasts (CAFs) in P-LN were associated with immune regulation, while CAFs in tumor underwent EMT. Our findings offered novel insights into the mechanisms of research, diagnosis, and therapy of CC metastasis. Cervical cancer (CC) is one of the most frequent female malignancies worldwide. However, the molecular mechanism of lymph node metastasis in CC remains unclear. In this study, we investigated the transcriptome profile of 51,507 single cells from primary tumors, positive lymph nodes (P-LN), and negative lymph nodes (N-LN) using single-cell sequencing. Validation experiments were performed using bulk transcriptomic datasets and immunohistochemical assays. Our results indicated that epithelial cells in metastatic LN were associated with cell- cycle-related signaling pathways, such as E2F targets, and mitotic spindle, and immune response-related signaling pathways, such as allograft rejection, IL2_STAT5_signaling, and inflammatory response. However, epithelial cells in primary tumors exhibited high enrichment of epithelial-mesenchymal translation (EMT), oxidative phosphorylation, and interferon alpha response. Our analysis then indicated that metastasis LN exhibited an early activated tumor microenvironment (TME) characterized by the decrease of naive T cells and an increase of cytotoxicity CD8 T cells, NK cells, FOXP3+ Treg cells compared with normal LN. By comparing the differently expressed gene of macrophages between tumor and metastatic LN, we discovered that C1QA+ MRC1low macrophages were enriched in a tumor, whereas C1QA+ MRC1high macrophages were enriched in metastatic LN. Finally, we demonstrated that cancer-associated fibroblasts (CAFs) in P-LN were associated with immune regulation, while CAFs in tumor underwent EMT. Our findings offered novel insights into the mechanisms of research, diagnosis, and therapy of CC metastasis.Cervical cancer (CC) is one of the most frequent female malignancies worldwide. However, the molecular mechanism of lymph node metastasis in CC remains unclear. In this study, we investigated the transcriptome profile of 51,507 single cells from primary tumors, positive lymph nodes (P-LN), and negative lymph nodes (N-LN) using single-cell sequencing. Validation experiments were performed using bulk transcriptomic datasets and immunohistochemical assays. Our results indicated that epithelial cells in metastatic LN were associated with cell- cycle-related signaling pathways, such as E2F targets, and mitotic spindle, and immune response-related signaling pathways, such as allograft rejection, IL2_STAT5_signaling, and inflammatory response. However, epithelial cells in primary tumors exhibited high enrichment of epithelial-mesenchymal translation (EMT), oxidative phosphorylation, and interferon alpha response. Our analysis then indicated that metastasis LN exhibited an early activated tumor microenvironment (TME) characterized by the decrease of naive T cells and an increase of cytotoxicity CD8 T cells, NK cells, FOXP3+ Treg cells compared with normal LN. By comparing the differently expressed gene of macrophages between tumor and metastatic LN, we discovered that C1QA+ MRC1low macrophages were enriched in a tumor, whereas C1QA+ MRC1high macrophages were enriched in metastatic LN. Finally, we demonstrated that cancer-associated fibroblasts (CAFs) in P-LN were associated with immune regulation, while CAFs in tumor underwent EMT. Our findings offered novel insights into the mechanisms of research, diagnosis, and therapy of CC metastasis. Cervical cancer (CC) is one of the most frequent female malignancies worldwide. However, the molecular mechanism of lymph node metastasis in CC remains unclear. In this study, we investigated the transcriptome profile of 51,507 single cells from primary tumors, positive lymph nodes (P-LN), and negative lymph nodes (N-LN) using single-cell sequencing. Validation experiments were performed using bulk transcriptomic datasets and immunohistochemical assays. Our results indicated that epithelial cells in metastatic LN were associated with cell- cycle-related signaling pathways, such as E2F targets, and mitotic spindle, and immune response-related signaling pathways, such as allograft rejection, IL2_STAT5_signaling, and inflammatory response. However, epithelial cells in primary tumors exhibited high enrichment of epithelial-mesenchymal translation (EMT), oxidative phosphorylation, and interferon alpha response. Our analysis then indicated that metastasis LN exhibited an early activated tumor microenvironment (TME) characterized by the decrease of naive T cells and an increase of cytotoxicity CD8 T cells, NK cells, FOXP3+ Treg cells compared with normal LN. By comparing the differently expressed gene of macrophages between tumor and metastatic LN, we discovered that C1QA+ MRC1 macrophages were enriched in a tumor, whereas C1QA+ MRC1 macrophages were enriched in metastatic LN. Finally, we demonstrated that cancer-associated fibroblasts (CAFs) in P-LN were associated with immune regulation, while CAFs in tumor underwent EMT. Our findings offered novel insights into the mechanisms of research, diagnosis, and therapy of CC metastasis. |
Author | Yang, Shimin Hua, Keqin Li, Chunbo Liu, Danyang |
AuthorAffiliation | 1 Department of Obstetrics and Gynecology, Obstetrics and Gynecology Hospital of Fudan University , Shanghai , China 2 Department of Pathology, Obstetrics and Gynecology Hospital of Fudan University , Shanghai , China |
AuthorAffiliation_xml | – name: 1 Department of Obstetrics and Gynecology, Obstetrics and Gynecology Hospital of Fudan University , Shanghai , China – name: 2 Department of Pathology, Obstetrics and Gynecology Hospital of Fudan University , Shanghai , China |
Author_xml | – sequence: 1 givenname: Chunbo surname: Li fullname: Li, Chunbo – sequence: 2 givenname: Danyang surname: Liu fullname: Liu, Danyang – sequence: 3 givenname: Shimin surname: Yang fullname: Yang, Shimin – sequence: 4 givenname: Keqin surname: Hua fullname: Hua, Keqin |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/36569924$$D View this record in MEDLINE/PubMed |
BookMark | eNp9Uk1r3DAQFSWl-Wh-QC9Fx168tawPW5dCCf1YCPTSnsVYHm-U2tJWkgP77ytn05DkUCHQMHrvzWj0zsmJDx4JecfqDeed_ji6eV42Td00G61Uo9krcsaUEhVvGnHyJD4llynd1mUJzTmXb8gpV1Jp3Ygz8nvrM-4iZBxocn43YWVxmmiO4JONbp_DjBQ8TIfkEg0jzTdI8zKHSNGGdEgZ50QXP2CcDkWAWox3zsJELfgS0xkzpLJdektejzAlvHw4L8ivr19-Xn2vrn982159vq6sUDJXWnWsRuAtKsWxlaD5yAfNbG-lFnbQFmsU_ch7rSUCsw3TmpWHSt4VAckvyPaoOwS4NfvoZogHE8CZ-0SIOwMxOzuhAegUb0GOg-KCCalZX2IBo-qx7equaH06au2XfsbBoi-TmZ6JPr_x7sbswp3Rhc67tZkPDwIx_FkwZTO7tI4YPIYlmaaVHZe8bdoCff-01mORf79VAOwIsDGkFHF8hLDarKYw96YwqynM0RSF077gWJchu7C266b_MP8ChybAIQ |
CitedBy_id | crossref_primary_10_1016_j_radonc_2024_110463 crossref_primary_10_1016_j_canlet_2023_216408 crossref_primary_10_1016_j_ijgc_2025_101755 crossref_primary_10_1063_5_0240772 crossref_primary_10_1186_s12943_025_02256_3 crossref_primary_10_3389_fimmu_2024_1434450 crossref_primary_10_3390_ijms26010233 crossref_primary_10_1007_s12672_024_01290_9 crossref_primary_10_3389_fimmu_2024_1522655 crossref_primary_10_1038_s41698_024_00637_3 crossref_primary_10_3389_fimmu_2024_1409448 |
Cites_doi | 10.1016/j.ceb.2016.06.002 10.3802/jgo.2016.27.e43 10.1016/j.ccell.2021.09.008 10.1016/j.cell.2019.01.031 10.1016/j.cell.2017.10.044 10.18388/abp.2019_2899 10.1634/theoncologist.2015-0393 10.1152/physrev.00048.2019 10.1038/nature15260 10.1007/978-1-0716-0779-4_7 10.1016/j.cell.2015.05.002 10.1002/jcb.27703 10.7554/eLife.57243 10.1016/j.cell.2019.10.003 10.1016/j.cell.2021.09.020 10.1021/acs.jpcb.8b11876 10.1080/2162402X.2020.1830513 10.1038/nm.3394 10.1016/j.cell.2020.11.041 10.1186/s12943-021-01428-1 10.1016/j.immuni.2019.11.014 10.3390/cells10092264 10.1158/2159-8290.CD-21-0316 10.1038/ncomms15081 10.3390/cancers13061399 10.1080/14728222.2018.1451514 10.3390/cancers14102408 10.1093/bioinformatics/bts635 10.1002/ijc.32193 10.1038/nmeth.4402 10.1186/s13045-020-01014-w 10.1038/s41374-020-0428-1 10.3389/fimmu.2019.02278 10.1038/cr.2016.151 10.1016/j.canlet.2021.05.009 10.1038/s41556-020-0477-0 10.1007/s00262-016-1792-y 10.1002/jso.21199 10.21037/atm-21-2227 10.1016/j.celrep.2021.109674 10.1126/science.aav0173 10.1186/s13046-021-01874-1 10.1016/j.cell.2016.11.037 10.1016/j.omtn.2021.03.017 10.1200/EDBK_100024 10.1016/j.devcel.2019.04.012 10.1089/omi.2011.0118 10.3389/fimmu.2022.897366 10.1038/nbt.4096 10.1158/2159-8290.CD-21-0010 10.3390/cancers14040962 10.3389/fimmu.2020.583084 |
ContentType | Journal Article |
Copyright | Copyright © 2022 Li, Liu, Yang and Hua. Copyright © 2022 Li, Liu, Yang and Hua 2022 Li, Liu, Yang and Hua |
Copyright_xml | – notice: Copyright © 2022 Li, Liu, Yang and Hua. – notice: Copyright © 2022 Li, Liu, Yang and Hua 2022 Li, Liu, Yang and Hua |
DBID | AAYXX CITATION CGR CUY CVF ECM EIF NPM 7X8 5PM DOA |
DOI | 10.3389/fimmu.2022.966291 |
DatabaseName | CrossRef Medline MEDLINE MEDLINE (Ovid) MEDLINE MEDLINE PubMed MEDLINE - Academic PubMed Central (Full Participant titles) DOAJ Directory of Open Access Journals |
DatabaseTitle | CrossRef MEDLINE Medline Complete MEDLINE with Full Text PubMed MEDLINE (Ovid) MEDLINE - Academic |
DatabaseTitleList | MEDLINE - Academic CrossRef MEDLINE |
Database_xml | – sequence: 1 dbid: DOA name: DOAJ Directory of Open Access Journals url: https://www.doaj.org/ sourceTypes: Open Website – sequence: 2 dbid: NPM name: PubMed url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed sourceTypes: Index Database – sequence: 3 dbid: EIF name: MEDLINE url: https://proxy.k.utb.cz/login?url=https://www.webofscience.com/wos/medline/basic-search sourceTypes: Index Database |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Biology |
EISSN | 1664-3224 |
ExternalDocumentID | oai_doaj_org_article_aa8637a5fd63414591b5fd4af6be7808 PMC9780385 36569924 10_3389_fimmu_2022_966291 |
Genre | Research Support, Non-U.S. Gov't Journal Article |
GrantInformation_xml | – fundername: ; |
GroupedDBID | 53G 5VS 9T4 AAFWJ AAKDD AAYXX ACGFO ACGFS ACXDI ADBBV ADRAZ AENEX AFPKN ALMA_UNASSIGNED_HOLDINGS AOIJS BAWUL BCNDV CITATION DIK EBS EMOBN GROUPED_DOAJ GX1 HYE KQ8 M48 M~E OK1 PGMZT RNS RPM CGR CUY CVF ECM EIF IAO IEA IHR IHW IPNFZ NPM RIG 7X8 5PM |
ID | FETCH-LOGICAL-c465t-96810ea37e663e75a93f3d91cbc594cd9ce0e4bf3b995ea1c2199122453846553 |
IEDL.DBID | M48 |
ISSN | 1664-3224 |
IngestDate | Wed Aug 27 00:48:54 EDT 2025 Thu Aug 21 18:40:40 EDT 2025 Fri Jul 11 09:44:42 EDT 2025 Thu Jan 02 22:53:31 EST 2025 Tue Jul 01 02:13:31 EDT 2025 Thu Apr 24 22:58:45 EDT 2025 |
IsDoiOpenAccess | true |
IsOpenAccess | true |
IsPeerReviewed | true |
IsScholarly | true |
Keywords | single-cell sequencing tumor microenvironment metastatic lymph node cervical cancer tumor heterogeneity |
Language | English |
License | Copyright © 2022 Li, Liu, Yang and Hua. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
LinkModel | DirectLink |
MergedId | FETCHMERGED-LOGICAL-c465t-96810ea37e663e75a93f3d91cbc594cd9ce0e4bf3b995ea1c2199122453846553 |
Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 Reviewed by: Sushil Kumar, Oregon Health and Science University, United States; Bidesh Mahata, University of Cambridge, United Kingdom Edited by: Bin-Zhi Qian, University of Edinburgh, United Kingdom This article was submitted to Cancer Immunity and Immunotherapy, a section of the journal Frontiers in Immunology |
OpenAccessLink | http://journals.scholarsportal.info/openUrl.xqy?doi=10.3389/fimmu.2022.966291 |
PMID | 36569924 |
PQID | 2758353727 |
PQPubID | 23479 |
ParticipantIDs | doaj_primary_oai_doaj_org_article_aa8637a5fd63414591b5fd4af6be7808 pubmedcentral_primary_oai_pubmedcentral_nih_gov_9780385 proquest_miscellaneous_2758353727 pubmed_primary_36569924 crossref_primary_10_3389_fimmu_2022_966291 crossref_citationtrail_10_3389_fimmu_2022_966291 |
ProviderPackageCode | CITATION AAYXX |
PublicationCentury | 2000 |
PublicationDate | 2022-12-09 |
PublicationDateYYYYMMDD | 2022-12-09 |
PublicationDate_xml | – month: 12 year: 2022 text: 2022-12-09 day: 09 |
PublicationDecade | 2020 |
PublicationPlace | Switzerland |
PublicationPlace_xml | – name: Switzerland |
PublicationTitle | Frontiers in immunology |
PublicationTitleAlternate | Front Immunol |
PublicationYear | 2022 |
Publisher | Frontiers Media S.A |
Publisher_xml | – name: Frontiers Media S.A |
References | Zhang (B42) 2019; 179 Davis (B13) 2020; 22 Li (B11) 2021; 24 Farhood (B44) 2019; 120 Chen (B20) 2020; 100 Wu (B31) 2022; 12 Terrén (B38) 2019; 10 Chung (B24) 2017; 8 Nurmik (B32) 2020; 146 Morad (B50) 2021; 184 Mao (B17) 2021; 20 He (B37) 2021; 36 Dobin (B18) 2013; 29 Biffi (B16) 2021; 101 Qiu (B25) 2017; 14 Alldredge (B2) 2016; 21 Aramini (B48) 2022; 14 Li (B1) 2016; 27 Sun (B43) 2021; 184 Joshi (B46) 2021; 13 Nieszporek (B35) 2019; 66 Tanaka (B40) 2017; 27 Zhang (B45) 2021; 514 van Galen (B15) 2019; 176 Becker (B51) 2016; 65 Lambert (B36) 2017; 168 Asciutto (B30) 2019; 123 Butler (B21) 2018; 36 Yu (B22) 2012; 16 Jones (B27) 2020; 40 Barrett (B47) 2020; 9 Gien (B3) 2009; 99 Zhang (B10) 2021; 9 Liu (B52) 2021; 14 Zhang (B6) 2021; 40 Massagué (B5) 2021; 11 Puram (B9) 2017; 171 Li (B34) 2020; 9 Kaminska (B7) 2021; 10 Macosko (B19) 2015; 161 Lee (B33) 2019; 363 Whiteside (B39) 2018; 22 Poon (B49) 2022; 14 Pan (B41) 2020; 11 Lawson (B14) 2015; 526 Chan (B8) 2021; 39 Li (B12) 2022; 13 Diepenbruck (B28) 2016; 43 Quail (B26) 2013; 19 Ng-Blichfeldt (B29) 2021; 2179 Gao (B4) 2019; 49 Cillo (B23) 2020; 52 |
References_xml | – volume: 43 start-page: 7 year: 2016 ident: B28 article-title: Epithelial-mesenchymal transition (EMT) and metastasis: yes, no, maybe publication-title: Curr Opin Cell Biol doi: 10.1016/j.ceb.2016.06.002 – volume: 27 year: 2016 ident: B1 article-title: Advances in diagnosis and treatment of metastatic cervical cancer publication-title: J Gynecol Oncol doi: 10.3802/jgo.2016.27.e43 – volume: 39 start-page: 1479 year: 2021 ident: B8 article-title: Signatures of plasticity, metastasis, and immunosuppression in an atlas of human small cell lung cancer publication-title: Cancer Cell doi: 10.1016/j.ccell.2021.09.008 – volume: 176 start-page: 1265 year: 2019 ident: B15 article-title: Single-cell RNA-seq reveals AML hierarchies relevant to disease progression and immunity publication-title: Cell doi: 10.1016/j.cell.2019.01.031 – volume: 171 start-page: 1611 year: 2017 ident: B9 article-title: Single-cell transcriptomic analysis of primary and metastatic tumor ecosystems in head and neck cancer publication-title: Cell doi: 10.1016/j.cell.2017.10.044 – volume: 66 year: 2019 ident: B35 article-title: Molecular mechanisms of epithelial to mesenchymal transition in tumor metastasis publication-title: Acta Biochim Pol doi: 10.18388/abp.2019_2899 – volume: 21 year: 2016 ident: B2 article-title: Clinical trials of antiangiogenesis therapy in Recurrent/Persistent and metastatic cervical cancer publication-title: Oncologist doi: 10.1634/theoncologist.2015-0393 – volume: 101 year: 2021 ident: B16 article-title: Diversity and biology of cancer-associated fibroblasts publication-title: Physiol Rev doi: 10.1152/physrev.00048.2019 – volume: 526 year: 2015 ident: B14 article-title: Single-cell analysis reveals a stem-cell program in human metastatic breast cancer cells publication-title: Nature doi: 10.1038/nature15260 – volume: 2179 start-page: 43 year: 2021 ident: B29 article-title: Mesenchymal-to-Epithelial transitions in development and cancer publication-title: Methods Mol Biol doi: 10.1007/978-1-0716-0779-4_7 – volume: 161 year: 2015 ident: B19 article-title: Highly parallel genome-wide expression profiling of individual cells using nanoliter droplets publication-title: Cell doi: 10.1016/j.cell.2015.05.002 – volume: 120 year: 2019 ident: B44 article-title: Cancer-associated fibroblasts: Secretions, interactions, and therapy publication-title: J Cell Biochem doi: 10.1002/jcb.27703 – volume: 9 year: 2020 ident: B47 article-title: Cancer-associated fibroblasts and their influence on tumor immunity and immunotherapy publication-title: Elife doi: 10.7554/eLife.57243 – volume: 179 start-page: 829 year: 2019 ident: B42 article-title: Landscape and dynamics of single immune cells in hepatocellular carcinoma publication-title: Cell doi: 10.1016/j.cell.2019.10.003 – volume: 184 year: 2021 ident: B50 article-title: Hallmarks of response, resistance, and toxicity to immune checkpoint blockade publication-title: Cell doi: 10.1016/j.cell.2021.09.020 – volume: 123 year: 2019 ident: B30 article-title: Phage-Display-Derived peptide binds to human CD206 and modeling reveals a new binding site on the receptor publication-title: J Phys Chem B doi: 10.1021/acs.jpcb.8b11876 – volume: 9 year: 2020 ident: B34 article-title: Single-cell analysis reveals immune modulation and metabolic switch in tumor-draining lymph nodes publication-title: Oncoimmunology doi: 10.1080/2162402X.2020.1830513 – volume: 19 year: 2013 ident: B26 article-title: Microenvironmental regulation of tumor progression and metastasis publication-title: Nat Med doi: 10.1038/nm.3394 – volume: 184 start-page: 404 year: 2021 ident: B43 article-title: Single-cell landscape of the ecosystem in early-relapse hepatocellular carcinoma publication-title: Cell doi: 10.1016/j.cell.2020.11.041 – volume: 20 start-page: 131 year: 2021 ident: B17 article-title: Crosstalk between cancer-associated fibroblasts and immune cells in the tumor microenvironment: new findings and future perspectives publication-title: Mol Cancer doi: 10.1186/s12943-021-01428-1 – volume: 52 start-page: 183 year: 2020 ident: B23 article-title: Immune landscape of viral- and carcinogen-driven head and neck cancer publication-title: Immunity doi: 10.1016/j.immuni.2019.11.014 – volume: 10 year: 2021 ident: B7 article-title: Single-cell omics in dissecting immune microenvironment of malignant gliomas-challenges and perspectives publication-title: Cells doi: 10.3390/cells10092264 – volume: 12 year: 2022 ident: B31 article-title: Spatiotemporal immune landscape of colorectal cancer liver metastasis at single-cell level publication-title: Cancer Discovery doi: 10.1158/2159-8290.CD-21-0316 – volume: 8 year: 2017 ident: B24 article-title: Single-cell RNA-seq enables comprehensive tumour and immune cell profiling in primary breast cancer publication-title: Nat Commun doi: 10.1038/ncomms15081 – volume: 13 year: 2021 ident: B46 article-title: The role of cancer-associated fibroblasts in tumor progression publication-title: Cancers (Basel) doi: 10.3390/cancers13061399 – volume: 22 year: 2018 ident: B39 article-title: FOXP3+ treg as a therapeutic target for promoting anti-tumor immunity publication-title: Expert Opin Ther Targets doi: 10.1080/14728222.2018.1451514 – volume: 14 year: 2022 ident: B48 article-title: Cancer stem cells (CSCs), circulating tumor cells (CTCs) and their interplay with cancer associated fibroblasts (CAFs): A new world of targets and treatments publication-title: Cancers (Basel) doi: 10.3390/cancers14102408 – volume: 29 start-page: 15 year: 2013 ident: B18 article-title: STAR: ultrafast universal RNA-seq aligner publication-title: Bioinformatics doi: 10.1093/bioinformatics/bts635 – volume: 146 start-page: 895 year: 2020 ident: B32 article-title: In search of definitions: Cancer-associated fibroblasts and their markers publication-title: Int J Cancer doi: 10.1002/ijc.32193 – volume: 14 year: 2017 ident: B25 article-title: Reversed graph embedding resolves complex single-cell trajectories publication-title: Nat Methods doi: 10.1038/nmeth.4402 – volume: 14 start-page: 7 year: 2021 ident: B52 article-title: NK cell-based cancer immunotherapy: from basic biology to clinical development publication-title: J Hematol Oncol doi: 10.1186/s13045-020-01014-w – volume: 100 year: 2020 ident: B20 article-title: Identification of differentially expressed genes in lung adenocarcinoma cells using single-cell RNA sequencing not detected using traditional RNA sequencing and microarray publication-title: Lab Invest doi: 10.1038/s41374-020-0428-1 – volume: 10 year: 2019 ident: B38 article-title: NK cell metabolism and tumor microenvironment publication-title: Front Immunol doi: 10.3389/fimmu.2019.02278 – volume: 27 year: 2017 ident: B40 article-title: Regulatory T cells in cancer immunotherapy publication-title: Cell Res doi: 10.1038/cr.2016.151 – volume: 514 start-page: 38 year: 2021 ident: B45 article-title: Cancer-associated fibroblasts in non-small cell lung cancer: Recent advances and future perspectives publication-title: Cancer Lett doi: 10.1016/j.canlet.2021.05.009 – volume: 22 year: 2020 ident: B13 article-title: Transcriptional diversity and bioenergetic shift in human breast cancer metastasis revealed by single-cell RNA sequencing publication-title: Nat Cell Biol doi: 10.1038/s41556-020-0477-0 – volume: 65 year: 2016 ident: B51 article-title: Selection and expansion of natural killer cells for NK cell-based immunotherapy publication-title: Cancer Immunol Immunother doi: 10.1007/s00262-016-1792-y – volume: 99 year: 2009 ident: B3 article-title: Lymph node assessment in cervical cancer: prognostic and therapeutic implications publication-title: J Surg Oncol doi: 10.1002/jso.21199 – volume: 9 start-page: 889 year: 2021 ident: B10 article-title: Single-cell RNA-seq reveals transcriptional landscape and intratumor heterogenicity in gallbladder cancer liver metastasis microenvironment publication-title: Ann Transl Med doi: 10.21037/atm-21-2227 – volume: 36 year: 2021 ident: B37 article-title: Tumor-initiating stem cell shapes its microenvironment into an immunosuppressive barrier and pro-tumorigenic niche publication-title: Cell Rep doi: 10.1016/j.celrep.2021.109674 – volume: 363 year: 2019 ident: B33 article-title: Tumor metastasis to lymph nodes requires YAP-dependent metabolic adaptation publication-title: Science doi: 10.1126/science.aav0173 – volume: 40 start-page: 81 year: 2021 ident: B6 article-title: Single-cell RNA sequencing in cancer research publication-title: J Exp Clin Cancer Res doi: 10.1186/s13046-021-01874-1 – volume: 168 year: 2017 ident: B36 article-title: Emerging biological principles of metastasis publication-title: Cell doi: 10.1016/j.cell.2016.11.037 – volume: 24 year: 2021 ident: B11 article-title: Single-cell transcriptomics reveals the landscape of intra-tumoral heterogeneity and transcriptional activities of ECs in CC publication-title: Mol Ther Nucleic Acids doi: 10.1016/j.omtn.2021.03.017 – volume: 40 year: 2020 ident: B27 article-title: Molecular profiling in drug development: Paving a way forward publication-title: Am Soc Clin Oncol Educ Book doi: 10.1200/EDBK_100024 – volume: 49 year: 2019 ident: B4 article-title: Metastasis organotropism: Redefining the congenial soil publication-title: Dev Cell doi: 10.1016/j.devcel.2019.04.012 – volume: 16 year: 2012 ident: B22 article-title: clusterProfiler: an r package for comparing biological themes among gene clusters publication-title: OMICS doi: 10.1089/omi.2011.0118 – volume: 13 year: 2022 ident: B12 article-title: Dissecting the Single-Cell Transcriptome Network of Immune Environment Underlying Cervical Premalignant Lesion, Cervical Cancer and Metastatic Lymph Nodes publication-title: Front Immunol doi: 10.3389/fimmu.2022.897366 – volume: 36 year: 2018 ident: B21 article-title: Integrating single-cell transcriptomic data across different conditions, technologies, and species publication-title: Nat Biotechnol doi: 10.1038/nbt.4096 – volume: 11 year: 2021 ident: B5 article-title: Metastasis-initiating cells and ecosystems publication-title: Cancer Discovery doi: 10.1158/2159-8290.CD-21-0010 – volume: 14 year: 2022 ident: B49 article-title: Modeling the role of cancer-associated fibroblasts in tumor cell invasion publication-title: Cancers (Basel) doi: 10.3390/cancers14040962 – volume: 11 year: 2020 ident: B41 article-title: Tumor-associated macrophages in tumor immunity publication-title: Front Immunol doi: 10.3389/fimmu.2020.583084 |
SSID | ssj0000493335 |
Score | 2.4063616 |
Snippet | Cervical cancer (CC) is one of the most frequent female malignancies worldwide. However, the molecular mechanism of lymph node metastasis in CC remains... |
SourceID | doaj pubmedcentral proquest pubmed crossref |
SourceType | Open Website Open Access Repository Aggregation Database Index Database Enrichment Source |
StartPage | 966291 |
SubjectTerms | CD8-Positive T-Lymphocytes cervical cancer Ecosystem Female Humans Immunology metastatic lymph node Single-Cell Gene Expression Analysis single-cell sequencing T-Lymphocytes, Regulatory tumor heterogeneity tumor microenvironment Tumor Microenvironment - genetics Uterine Cervical Neoplasms |
SummonAdditionalLinks | – databaseName: DOAJ Directory of Open Access Journals dbid: DOA link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1Nb9QwELVQJSQuCMpXoK2MxAkpdJOxk_gIqFVBghOVerNsZywKm6TaZg_8-87E2dUuQnDhFiW2bHnGnjfxzBsh3oB3NSlKmy9aBbmCtsi9VnxTaBxi433wnDv85Wt1cak-X-mrnVJfHBOW6IHTwp0611RQOx3big5cpU3h6Vm5WHmsm5TmSzZvx5n6kXAvAOh0jUlemDmN1123Jn-wLN8Rwi9NsWeIJr7-P4HM32Mld4zP-SPxcEaN8n2a7WNxD_tDcT_Vkfz1RPz8tCF9aCX7_kvM-Ye8HNkQTcfC0KF0M_-IHKIk2CfHdTesJLmfic35VnI-2WrJeU8yTEcIDRlYK1ayw9ERjqTeT8Xl-dm3jxf5XEUhD6rSY26YcQwd1EjgAmvtDERoTRF80EaF1gRcoPIRvDEaXRFKjoYiy05HIZOrwTNx0A89vhCy1hUWZMy8Cpy_610EB6ExMZqyQoeZWGyW1IaZYpwrXSwtuRosBTtJwbIUbJJCJt5uu9wkfo2_Nf7Acto2ZGrs6QUpjJ0Vxv5LYTLxeiNlS1uJxeF6HNa3tiTfCTQQosvE8yT17VBAuNeQr5qJek8f9uay_6W__j7RdTPHEzT65f-Y_CvxgNdjiqcxR-JgXK3xmFDR6E-mDXAH79oOpw priority: 102 providerName: Directory of Open Access Journals |
Title | Integrated single-cell transcriptome analysis of the tumor ecosystems underlying cervical cancer metastasis |
URI | https://www.ncbi.nlm.nih.gov/pubmed/36569924 https://www.proquest.com/docview/2758353727 https://pubmed.ncbi.nlm.nih.gov/PMC9780385 https://doaj.org/article/aa8637a5fd63414591b5fd4af6be7808 |
Volume | 13 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV1Nb9QwELWqIlAvqHyHQmUkTkgpm9hO4kNVAaIUpHJipb1FtjOmhU0C2axE_z0zTrJi0cIlihI7TjJjzxvb84axl8KaHBWlimeVFLEUVRJbJWmlUBuAwlpnKXb48nN2MZefFmqxx6b0VuMPXO107Sif1Lxbnvz6eXOGHf6UPE60t6_9dV2v0dVL0xME7ynFst9Cw5RTQoPLEe1_G8CwEEINa5u7ax6wOwIRjtap3DJUgc9_Fwj9ey_lH8bp_JDdHVElfzOowT22B819dnvIM3nzgH3_OJFCVJzmBpYQ04Q978lQhWGjrYGbkZ-Et54jLOT9um47ju7pwPa84hRv1i0pLoq7MMRgk460puM19AZxJtZ-yObn77-8u4jHLAuxk5nqY02MZGBEDgg-IFdGCy8qnTjrlJau0g5mIK0XVmsFJnEp7ZZCy49DJZGviUdsv2kbeMJ4rjJI0NhZ6Si-1xovjHCF9l6nGRiI2Gz6paUbKcgpE8ayRFeEBFIGgZQkkHIQSMRebar8GPg3_lf4LclpU5Cos8OFtvtajj2xNKbIRG6UrzK04FLpxOK5ND6zkBezImIvJimX2NVIHKaBdr0qU_SthBKI-CL2eJD6pqlJayKWb-nD1rts32murwKdN3FAiUI9_eczj9gBfWTYRKOfsf2-W8NzhEK9PQ5TCHj8sEiOg7L_BsZVC7k |
linkProvider | Scholars Portal |
openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Integrated+single-cell+transcriptome+analysis+of+the+tumor+ecosystems+underlying+cervical+cancer+metastasis&rft.jtitle=Frontiers+in+immunology&rft.au=Li%2C+Chunbo&rft.au=Liu%2C+Danyang&rft.au=Yang%2C+Shimin&rft.au=Hua%2C+Keqin&rft.date=2022-12-09&rft.eissn=1664-3224&rft.volume=13&rft.spage=966291&rft_id=info:doi/10.3389%2Ffimmu.2022.966291&rft_id=info%3Apmid%2F36569924&rft.externalDocID=36569924 |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1664-3224&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1664-3224&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1664-3224&client=summon |