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Neoantigen quality predicts immunoediting in survivors of pancreatic cancer

Cancer immunoediting(1) is a hallmark of cancer(2) that predicts that lymphocytes kill more immunogenic cancer cells to cause less immunogenic clones to dominate a population. Although proven in mice(1,3), whether immunoediting occurs naturally in human cancers remains unclear. Here, to address this...

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Autores principales: Łuksza, Marta, Sethna, Zachary M., Rojas, Luis A., Lihm, Jayon, Bravi, Barbara, Elhanati, Yuval, Soares, Kevin, Amisaki, Masataka, Dobrin, Anton, Hoyos, David, Guasp, Pablo, Zebboudj, Abderezak, Yu, Rebecca, Chandra, Adrienne Kaya, Waters, Theresa, Odgerel, Zagaa, Leung, Joanne, Kappagantula, Rajya, Makohon-Moore, Alvin, Johns, Amber, Gill, Anthony, Gigoux, Mathieu, Wolchok, Jedd, Merghoub, Taha, Sadelain, Michel, Patterson, Erin, Monasson, Remi, Mora, Thierry, Walczak, Aleksandra M., Cocco, Simona, Iacobuzio-Donahue, Christine, Greenbaum, Benjamin D., Balachandran, Vinod P.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9177421/
https://www.ncbi.nlm.nih.gov/pubmed/35589842
http://dx.doi.org/10.1038/s41586-022-04735-9
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author Łuksza, Marta
Sethna, Zachary M.
Rojas, Luis A.
Lihm, Jayon
Bravi, Barbara
Elhanati, Yuval
Soares, Kevin
Amisaki, Masataka
Dobrin, Anton
Hoyos, David
Guasp, Pablo
Zebboudj, Abderezak
Yu, Rebecca
Chandra, Adrienne Kaya
Waters, Theresa
Odgerel, Zagaa
Leung, Joanne
Kappagantula, Rajya
Makohon-Moore, Alvin
Johns, Amber
Gill, Anthony
Gigoux, Mathieu
Wolchok, Jedd
Merghoub, Taha
Sadelain, Michel
Patterson, Erin
Monasson, Remi
Mora, Thierry
Walczak, Aleksandra M.
Cocco, Simona
Iacobuzio-Donahue, Christine
Greenbaum, Benjamin D.
Balachandran, Vinod P.
author_facet Łuksza, Marta
Sethna, Zachary M.
Rojas, Luis A.
Lihm, Jayon
Bravi, Barbara
Elhanati, Yuval
Soares, Kevin
Amisaki, Masataka
Dobrin, Anton
Hoyos, David
Guasp, Pablo
Zebboudj, Abderezak
Yu, Rebecca
Chandra, Adrienne Kaya
Waters, Theresa
Odgerel, Zagaa
Leung, Joanne
Kappagantula, Rajya
Makohon-Moore, Alvin
Johns, Amber
Gill, Anthony
Gigoux, Mathieu
Wolchok, Jedd
Merghoub, Taha
Sadelain, Michel
Patterson, Erin
Monasson, Remi
Mora, Thierry
Walczak, Aleksandra M.
Cocco, Simona
Iacobuzio-Donahue, Christine
Greenbaum, Benjamin D.
Balachandran, Vinod P.
author_sort Łuksza, Marta
collection PubMed
description Cancer immunoediting(1) is a hallmark of cancer(2) that predicts that lymphocytes kill more immunogenic cancer cells to cause less immunogenic clones to dominate a population. Although proven in mice(1,3), whether immunoediting occurs naturally in human cancers remains unclear. Here, to address this, we investigate how 70 human pancreatic cancers evolved over 10 years. We find that, despite having more time to accumulate mutations, rare long-term survivors of pancreatic cancer who have stronger T cell activity in primary tumours develop genetically less heterogeneous recurrent tumours with fewer immunogenic mutations (neoantigens). To quantify whether immunoediting underlies these observations, we infer that a neoantigen is immunogenic (high-quality) by two features—‘non-selfness’  based on neoantigen similarity to known antigens(4,5), and ‘selfness’  based on the antigenic distance required for a neoantigen to differentially bind to the MHC or activate a T cell compared with its wild-type peptide. Using these features, we estimate cancer clone fitness as the aggregate cost of T cells recognizing high-quality neoantigens offset by gains from oncogenic mutations. With this model, we predict the clonal evolution of tumours to reveal that long-term survivors of pancreatic cancer develop recurrent tumours with fewer high-quality neoantigens. Thus, we submit evidence that that the human immune system naturally edits neoantigens. Furthermore, we present a model to predict how immune pressure induces cancer cell populations to evolve over time. More broadly, our results argue that the immune system fundamentally surveils host genetic changes to suppress cancer.
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spelling pubmed-91774212022-06-10 Neoantigen quality predicts immunoediting in survivors of pancreatic cancer Łuksza, Marta Sethna, Zachary M. Rojas, Luis A. Lihm, Jayon Bravi, Barbara Elhanati, Yuval Soares, Kevin Amisaki, Masataka Dobrin, Anton Hoyos, David Guasp, Pablo Zebboudj, Abderezak Yu, Rebecca Chandra, Adrienne Kaya Waters, Theresa Odgerel, Zagaa Leung, Joanne Kappagantula, Rajya Makohon-Moore, Alvin Johns, Amber Gill, Anthony Gigoux, Mathieu Wolchok, Jedd Merghoub, Taha Sadelain, Michel Patterson, Erin Monasson, Remi Mora, Thierry Walczak, Aleksandra M. Cocco, Simona Iacobuzio-Donahue, Christine Greenbaum, Benjamin D. Balachandran, Vinod P. Nature Article Cancer immunoediting(1) is a hallmark of cancer(2) that predicts that lymphocytes kill more immunogenic cancer cells to cause less immunogenic clones to dominate a population. Although proven in mice(1,3), whether immunoediting occurs naturally in human cancers remains unclear. Here, to address this, we investigate how 70 human pancreatic cancers evolved over 10 years. We find that, despite having more time to accumulate mutations, rare long-term survivors of pancreatic cancer who have stronger T cell activity in primary tumours develop genetically less heterogeneous recurrent tumours with fewer immunogenic mutations (neoantigens). To quantify whether immunoediting underlies these observations, we infer that a neoantigen is immunogenic (high-quality) by two features—‘non-selfness’  based on neoantigen similarity to known antigens(4,5), and ‘selfness’  based on the antigenic distance required for a neoantigen to differentially bind to the MHC or activate a T cell compared with its wild-type peptide. Using these features, we estimate cancer clone fitness as the aggregate cost of T cells recognizing high-quality neoantigens offset by gains from oncogenic mutations. With this model, we predict the clonal evolution of tumours to reveal that long-term survivors of pancreatic cancer develop recurrent tumours with fewer high-quality neoantigens. Thus, we submit evidence that that the human immune system naturally edits neoantigens. Furthermore, we present a model to predict how immune pressure induces cancer cell populations to evolve over time. More broadly, our results argue that the immune system fundamentally surveils host genetic changes to suppress cancer. Nature Publishing Group UK 2022-05-19 2022 /pmc/articles/PMC9177421/ /pubmed/35589842 http://dx.doi.org/10.1038/s41586-022-04735-9 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/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/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Łuksza, Marta
Sethna, Zachary M.
Rojas, Luis A.
Lihm, Jayon
Bravi, Barbara
Elhanati, Yuval
Soares, Kevin
Amisaki, Masataka
Dobrin, Anton
Hoyos, David
Guasp, Pablo
Zebboudj, Abderezak
Yu, Rebecca
Chandra, Adrienne Kaya
Waters, Theresa
Odgerel, Zagaa
Leung, Joanne
Kappagantula, Rajya
Makohon-Moore, Alvin
Johns, Amber
Gill, Anthony
Gigoux, Mathieu
Wolchok, Jedd
Merghoub, Taha
Sadelain, Michel
Patterson, Erin
Monasson, Remi
Mora, Thierry
Walczak, Aleksandra M.
Cocco, Simona
Iacobuzio-Donahue, Christine
Greenbaum, Benjamin D.
Balachandran, Vinod P.
Neoantigen quality predicts immunoediting in survivors of pancreatic cancer
title Neoantigen quality predicts immunoediting in survivors of pancreatic cancer
title_full Neoantigen quality predicts immunoediting in survivors of pancreatic cancer
title_fullStr Neoantigen quality predicts immunoediting in survivors of pancreatic cancer
title_full_unstemmed Neoantigen quality predicts immunoediting in survivors of pancreatic cancer
title_short Neoantigen quality predicts immunoediting in survivors of pancreatic cancer
title_sort neoantigen quality predicts immunoediting in survivors of pancreatic cancer
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9177421/
https://www.ncbi.nlm.nih.gov/pubmed/35589842
http://dx.doi.org/10.1038/s41586-022-04735-9
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