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Intratumoral heterogeneity and clonal evolution in liver cancer

Clonal evolution of a tumor ecosystem depends on different selection pressures that are principally immune and treatment mediated. We integrate RNA-seq, DNA sequencing, TCR-seq and SNP array data across multiple regions of liver cancer specimens to map spatio-temporal interactions between cancer and...

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Autores principales: Losic, Bojan, Craig, Amanda J., Villacorta-Martin, Carlos, Martins-Filho, Sebastiao N., Akers, Nicholas, Chen, Xintong, Ahsen, Mehmet E., von Felden, Johann, Labgaa, Ismail, DʹAvola, Delia, Allette, Kimaada, Lira, Sergio A., Furtado, Glaucia C., Garcia-Lezana, Teresa, Restrepo, Paula, Stueck, Ashley, Ward, Stephen C., Fiel, Maria I., Hiotis, Spiros P., Gunasekaran, Ganesh, Sia, Daniela, Schadt, Eric E., Sebra, Robert, Schwartz, Myron, Llovet, Josep M., Thung, Swan, Stolovitzky, Gustavo, Villanueva, Augusto
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6962317/
https://www.ncbi.nlm.nih.gov/pubmed/31941899
http://dx.doi.org/10.1038/s41467-019-14050-z
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author Losic, Bojan
Craig, Amanda J.
Villacorta-Martin, Carlos
Martins-Filho, Sebastiao N.
Akers, Nicholas
Chen, Xintong
Ahsen, Mehmet E.
von Felden, Johann
Labgaa, Ismail
DʹAvola, Delia
Allette, Kimaada
Lira, Sergio A.
Furtado, Glaucia C.
Garcia-Lezana, Teresa
Restrepo, Paula
Stueck, Ashley
Ward, Stephen C.
Fiel, Maria I.
Hiotis, Spiros P.
Gunasekaran, Ganesh
Sia, Daniela
Schadt, Eric E.
Sebra, Robert
Schwartz, Myron
Llovet, Josep M.
Thung, Swan
Stolovitzky, Gustavo
Villanueva, Augusto
author_facet Losic, Bojan
Craig, Amanda J.
Villacorta-Martin, Carlos
Martins-Filho, Sebastiao N.
Akers, Nicholas
Chen, Xintong
Ahsen, Mehmet E.
von Felden, Johann
Labgaa, Ismail
DʹAvola, Delia
Allette, Kimaada
Lira, Sergio A.
Furtado, Glaucia C.
Garcia-Lezana, Teresa
Restrepo, Paula
Stueck, Ashley
Ward, Stephen C.
Fiel, Maria I.
Hiotis, Spiros P.
Gunasekaran, Ganesh
Sia, Daniela
Schadt, Eric E.
Sebra, Robert
Schwartz, Myron
Llovet, Josep M.
Thung, Swan
Stolovitzky, Gustavo
Villanueva, Augusto
author_sort Losic, Bojan
collection PubMed
description Clonal evolution of a tumor ecosystem depends on different selection pressures that are principally immune and treatment mediated. We integrate RNA-seq, DNA sequencing, TCR-seq and SNP array data across multiple regions of liver cancer specimens to map spatio-temporal interactions between cancer and immune cells. We investigate how these interactions reflect intra-tumor heterogeneity (ITH) by correlating regional neo-epitope and viral antigen burden with the regional adaptive immune response. Regional expression of passenger mutations dominantly recruits adaptive responses as opposed to hepatitis B virus and cancer-testis antigens. We detect different clonal expansion of the adaptive immune system in distant regions of the same tumor. An ITH-based gene signature improves single-biopsy patient survival predictions and an expression survey of 38,553 single cells across 7 regions of 2 patients further reveals heterogeneity in liver cancer. These data quantify transcriptomic ITH and how the different components of the HCC ecosystem interact during cancer evolution.
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spelling pubmed-69623172020-01-17 Intratumoral heterogeneity and clonal evolution in liver cancer Losic, Bojan Craig, Amanda J. Villacorta-Martin, Carlos Martins-Filho, Sebastiao N. Akers, Nicholas Chen, Xintong Ahsen, Mehmet E. von Felden, Johann Labgaa, Ismail DʹAvola, Delia Allette, Kimaada Lira, Sergio A. Furtado, Glaucia C. Garcia-Lezana, Teresa Restrepo, Paula Stueck, Ashley Ward, Stephen C. Fiel, Maria I. Hiotis, Spiros P. Gunasekaran, Ganesh Sia, Daniela Schadt, Eric E. Sebra, Robert Schwartz, Myron Llovet, Josep M. Thung, Swan Stolovitzky, Gustavo Villanueva, Augusto Nat Commun Article Clonal evolution of a tumor ecosystem depends on different selection pressures that are principally immune and treatment mediated. We integrate RNA-seq, DNA sequencing, TCR-seq and SNP array data across multiple regions of liver cancer specimens to map spatio-temporal interactions between cancer and immune cells. We investigate how these interactions reflect intra-tumor heterogeneity (ITH) by correlating regional neo-epitope and viral antigen burden with the regional adaptive immune response. Regional expression of passenger mutations dominantly recruits adaptive responses as opposed to hepatitis B virus and cancer-testis antigens. We detect different clonal expansion of the adaptive immune system in distant regions of the same tumor. An ITH-based gene signature improves single-biopsy patient survival predictions and an expression survey of 38,553 single cells across 7 regions of 2 patients further reveals heterogeneity in liver cancer. These data quantify transcriptomic ITH and how the different components of the HCC ecosystem interact during cancer evolution. Nature Publishing Group UK 2020-01-15 /pmc/articles/PMC6962317/ /pubmed/31941899 http://dx.doi.org/10.1038/s41467-019-14050-z Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Losic, Bojan
Craig, Amanda J.
Villacorta-Martin, Carlos
Martins-Filho, Sebastiao N.
Akers, Nicholas
Chen, Xintong
Ahsen, Mehmet E.
von Felden, Johann
Labgaa, Ismail
DʹAvola, Delia
Allette, Kimaada
Lira, Sergio A.
Furtado, Glaucia C.
Garcia-Lezana, Teresa
Restrepo, Paula
Stueck, Ashley
Ward, Stephen C.
Fiel, Maria I.
Hiotis, Spiros P.
Gunasekaran, Ganesh
Sia, Daniela
Schadt, Eric E.
Sebra, Robert
Schwartz, Myron
Llovet, Josep M.
Thung, Swan
Stolovitzky, Gustavo
Villanueva, Augusto
Intratumoral heterogeneity and clonal evolution in liver cancer
title Intratumoral heterogeneity and clonal evolution in liver cancer
title_full Intratumoral heterogeneity and clonal evolution in liver cancer
title_fullStr Intratumoral heterogeneity and clonal evolution in liver cancer
title_full_unstemmed Intratumoral heterogeneity and clonal evolution in liver cancer
title_short Intratumoral heterogeneity and clonal evolution in liver cancer
title_sort intratumoral heterogeneity and clonal evolution in liver cancer
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6962317/
https://www.ncbi.nlm.nih.gov/pubmed/31941899
http://dx.doi.org/10.1038/s41467-019-14050-z
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