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An Imaging Biomarker of Tumor-Infiltrating Lymphocytes to Risk-Stratify Patients With HPV-Associated Oropharyngeal Cancer
BACKGROUND: Human papillomavirus (HPV)–associated oropharyngeal squamous cell carcinoma (OPSCC) has excellent control rates compared to nonvirally associated OPSCC. Multiple trials are actively testing whether de-escalation of treatment intensity for these patients can maintain oncologic equipoise w...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9002277/ https://www.ncbi.nlm.nih.gov/pubmed/34850048 http://dx.doi.org/10.1093/jnci/djab215 |
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author | Corredor, Germán Toro, Paula Koyuncu, Can Lu, Cheng Buzzy, Christina Bera, Kaustav Fu, Pingfu Mehrad, Mitra Ely, Kim A Mokhtari, Mojgan Yang, Kailin Chute, Deborah Adelstein, David J Thompson, Lester D R Bishop, Justin A Faraji, Farhoud Thorstad, Wade Castro, Patricia Sandulache, Vlad Koyfman, Shlomo A Lewis, James S Madabhushi, Anant |
author_facet | Corredor, Germán Toro, Paula Koyuncu, Can Lu, Cheng Buzzy, Christina Bera, Kaustav Fu, Pingfu Mehrad, Mitra Ely, Kim A Mokhtari, Mojgan Yang, Kailin Chute, Deborah Adelstein, David J Thompson, Lester D R Bishop, Justin A Faraji, Farhoud Thorstad, Wade Castro, Patricia Sandulache, Vlad Koyfman, Shlomo A Lewis, James S Madabhushi, Anant |
author_sort | Corredor, Germán |
collection | PubMed |
description | BACKGROUND: Human papillomavirus (HPV)–associated oropharyngeal squamous cell carcinoma (OPSCC) has excellent control rates compared to nonvirally associated OPSCC. Multiple trials are actively testing whether de-escalation of treatment intensity for these patients can maintain oncologic equipoise while reducing treatment-related toxicity. We have developed OP-TIL, a biomarker that characterizes the spatial interplay between tumor-infiltrating lymphocytes (TILs) and surrounding cells in histology images. Herein, we sought to test whether OP-TIL can segregate stage I HPV-associated OPSCC patients into low-risk and high-risk groups and aid in patient selection for de-escalation clinical trials. METHODS: Association between OP-TIL and patient outcome was explored on whole slide hematoxylin and eosin images from 439 stage I HPV-associated OPSCC patients across 6 institutional cohorts. One institutional cohort (n = 94) was used to identify the most prognostic features and train a Cox regression model to predict risk of recurrence and death. Survival analysis was used to validate the algorithm as a biomarker of recurrence or death in the remaining 5 cohorts (n = 345). All statistical tests were 2-sided. RESULTS: OP-TIL separated stage I HPV-associated OPSCC patients with 30 or less pack-year smoking history into low-risk (2-year disease-free survival [DFS] = 94.2%; 5-year DFS = 88.4%) and high-risk (2-year DFS = 82.5%; 5-year DFS = 74.2%) groups (hazard ratio = 2.56, 95% confidence interval = 1.52 to 4.32; P < .001), even after adjusting for age, smoking status, T and N classification, and treatment modality on multivariate analysis for DFS (hazard ratio = 2.27, 95% confidence interval = 1.32 to 3.94; P = .003). CONCLUSIONS: OP-TIL can identify stage I HPV-associated OPSCC patients likely to be poor candidates for treatment de-escalation. Following validation on previously completed multi-institutional clinical trials, OP-TIL has the potential to be a biomarker, beyond clinical stage and HPV status, that can be used clinically to optimize patient selection for de-escalation. |
format | Online Article Text |
id | pubmed-9002277 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-90022772022-04-12 An Imaging Biomarker of Tumor-Infiltrating Lymphocytes to Risk-Stratify Patients With HPV-Associated Oropharyngeal Cancer Corredor, Germán Toro, Paula Koyuncu, Can Lu, Cheng Buzzy, Christina Bera, Kaustav Fu, Pingfu Mehrad, Mitra Ely, Kim A Mokhtari, Mojgan Yang, Kailin Chute, Deborah Adelstein, David J Thompson, Lester D R Bishop, Justin A Faraji, Farhoud Thorstad, Wade Castro, Patricia Sandulache, Vlad Koyfman, Shlomo A Lewis, James S Madabhushi, Anant J Natl Cancer Inst Articles BACKGROUND: Human papillomavirus (HPV)–associated oropharyngeal squamous cell carcinoma (OPSCC) has excellent control rates compared to nonvirally associated OPSCC. Multiple trials are actively testing whether de-escalation of treatment intensity for these patients can maintain oncologic equipoise while reducing treatment-related toxicity. We have developed OP-TIL, a biomarker that characterizes the spatial interplay between tumor-infiltrating lymphocytes (TILs) and surrounding cells in histology images. Herein, we sought to test whether OP-TIL can segregate stage I HPV-associated OPSCC patients into low-risk and high-risk groups and aid in patient selection for de-escalation clinical trials. METHODS: Association between OP-TIL and patient outcome was explored on whole slide hematoxylin and eosin images from 439 stage I HPV-associated OPSCC patients across 6 institutional cohorts. One institutional cohort (n = 94) was used to identify the most prognostic features and train a Cox regression model to predict risk of recurrence and death. Survival analysis was used to validate the algorithm as a biomarker of recurrence or death in the remaining 5 cohorts (n = 345). All statistical tests were 2-sided. RESULTS: OP-TIL separated stage I HPV-associated OPSCC patients with 30 or less pack-year smoking history into low-risk (2-year disease-free survival [DFS] = 94.2%; 5-year DFS = 88.4%) and high-risk (2-year DFS = 82.5%; 5-year DFS = 74.2%) groups (hazard ratio = 2.56, 95% confidence interval = 1.52 to 4.32; P < .001), even after adjusting for age, smoking status, T and N classification, and treatment modality on multivariate analysis for DFS (hazard ratio = 2.27, 95% confidence interval = 1.32 to 3.94; P = .003). CONCLUSIONS: OP-TIL can identify stage I HPV-associated OPSCC patients likely to be poor candidates for treatment de-escalation. Following validation on previously completed multi-institutional clinical trials, OP-TIL has the potential to be a biomarker, beyond clinical stage and HPV status, that can be used clinically to optimize patient selection for de-escalation. Oxford University Press 2021-11-29 /pmc/articles/PMC9002277/ /pubmed/34850048 http://dx.doi.org/10.1093/jnci/djab215 Text en © The Author(s) 2021. Published by Oxford University Press. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial License (https://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Articles Corredor, Germán Toro, Paula Koyuncu, Can Lu, Cheng Buzzy, Christina Bera, Kaustav Fu, Pingfu Mehrad, Mitra Ely, Kim A Mokhtari, Mojgan Yang, Kailin Chute, Deborah Adelstein, David J Thompson, Lester D R Bishop, Justin A Faraji, Farhoud Thorstad, Wade Castro, Patricia Sandulache, Vlad Koyfman, Shlomo A Lewis, James S Madabhushi, Anant An Imaging Biomarker of Tumor-Infiltrating Lymphocytes to Risk-Stratify Patients With HPV-Associated Oropharyngeal Cancer |
title | An Imaging Biomarker of Tumor-Infiltrating Lymphocytes to Risk-Stratify Patients With HPV-Associated Oropharyngeal Cancer |
title_full | An Imaging Biomarker of Tumor-Infiltrating Lymphocytes to Risk-Stratify Patients With HPV-Associated Oropharyngeal Cancer |
title_fullStr | An Imaging Biomarker of Tumor-Infiltrating Lymphocytes to Risk-Stratify Patients With HPV-Associated Oropharyngeal Cancer |
title_full_unstemmed | An Imaging Biomarker of Tumor-Infiltrating Lymphocytes to Risk-Stratify Patients With HPV-Associated Oropharyngeal Cancer |
title_short | An Imaging Biomarker of Tumor-Infiltrating Lymphocytes to Risk-Stratify Patients With HPV-Associated Oropharyngeal Cancer |
title_sort | imaging biomarker of tumor-infiltrating lymphocytes to risk-stratify patients with hpv-associated oropharyngeal cancer |
topic | Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9002277/ https://www.ncbi.nlm.nih.gov/pubmed/34850048 http://dx.doi.org/10.1093/jnci/djab215 |
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