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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...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2022
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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. |
format | Online Article Text |
id | pubmed-9177421 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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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