Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2021
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
_version_ 1784685855699369984
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
work_keys_str_mv AT corredorgerman animagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT toropaula animagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT koyuncucan animagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT lucheng animagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT buzzychristina animagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT berakaustav animagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT fupingfu animagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT mehradmitra animagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT elykima animagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT mokhtarimojgan animagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT yangkailin animagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT chutedeborah animagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT adelsteindavidj animagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT thompsonlesterdr animagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT bishopjustina animagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT farajifarhoud animagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT thorstadwade animagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT castropatricia animagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT sandulachevlad animagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT koyfmanshlomoa animagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT lewisjamess animagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT madabhushianant animagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT corredorgerman imagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT toropaula imagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT koyuncucan imagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT lucheng imagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT buzzychristina imagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT berakaustav imagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT fupingfu imagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT mehradmitra imagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT elykima imagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT mokhtarimojgan imagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT yangkailin imagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT chutedeborah imagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT adelsteindavidj imagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT thompsonlesterdr imagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT bishopjustina imagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT farajifarhoud imagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT thorstadwade imagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT castropatricia imagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT sandulachevlad imagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT koyfmanshlomoa imagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT lewisjamess imagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer
AT madabhushianant imagingbiomarkeroftumorinfiltratinglymphocytestoriskstratifypatientswithhpvassociatedoropharyngealcancer