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Head and neck cancers survival in Europe, Taiwan, and Japan: results from RARECAREnet Asia based on a privacy-preserving federated infrastructure
BACKGROUND: The head and neck cancers (HNCs) incidence differs between Europe and East Asia. Our objective was to determine whether survival of HNC also differs between European and Asian countries. METHODS: We used population-based cancer registry data to calculate 5-year relative survival (RS) for...
Autores principales: | , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10534949/ https://www.ncbi.nlm.nih.gov/pubmed/37781187 http://dx.doi.org/10.3389/fonc.2023.1219111 |
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author | Botta, Laura Matsuda, Tomohiro Charvat, Hadrien Chiang, Chun-ju Lee, Wen-Chung van Gestel, Anna Jacoba Martin, Frank Geleijnse, Gijs Cellamare, Matteo Bonfarnuzzo, Simone Marcos-Gragera, Rafael Guevara, Marcela Mousavi, Mohsen Craig, Stephanie Rodrigues, Jessica Rubió-Casadevall, Jordi Licitra, Lisa Cavalieri, Stefano Resteghini, Carlo Gatta, Gemma Trama, Annalisa |
author_facet | Botta, Laura Matsuda, Tomohiro Charvat, Hadrien Chiang, Chun-ju Lee, Wen-Chung van Gestel, Anna Jacoba Martin, Frank Geleijnse, Gijs Cellamare, Matteo Bonfarnuzzo, Simone Marcos-Gragera, Rafael Guevara, Marcela Mousavi, Mohsen Craig, Stephanie Rodrigues, Jessica Rubió-Casadevall, Jordi Licitra, Lisa Cavalieri, Stefano Resteghini, Carlo Gatta, Gemma Trama, Annalisa |
author_sort | Botta, Laura |
collection | PubMed |
description | BACKGROUND: The head and neck cancers (HNCs) incidence differs between Europe and East Asia. Our objective was to determine whether survival of HNC also differs between European and Asian countries. METHODS: We used population-based cancer registry data to calculate 5-year relative survival (RS) for the oral cavity, hypopharynx, larynx, nasal cavity, and major salivary gland in Europe, Taiwan, and Japan. We modeled RS with a generalized linear model adjusting for time since diagnosis, sex, age, subsite, and histological grouping. Analyses were performed using federated learning, which enables analyses without sharing sensitive data. FINDINGS: Five-year RS for HNC varied between geographical areas. For each HNC site, Europe had a lower RS than both Japan and Taiwan. HNC subsites and histologies distribution and survival differed between the three areas. Differences between Europe and both Asian countries persisted even after adjustments for all HNC sites but nasal cavity and paranasal sinuses, when comparing Europe and Taiwan. INTERPRETATION: Survival differences can be attributed to different factors including different period of diagnosis, more advanced stage at diagnosis, or different availability/access of treatment. Cancer registries did not have stage and treatment information to further explore the reasons of the observed survival differences. Our analyses have confirmed federated learning as a feasible approach for data analyses that addresses the challenges of data sharing and urge for further collaborative studies including relevant prognostic factors. |
format | Online Article Text |
id | pubmed-10534949 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-105349492023-09-29 Head and neck cancers survival in Europe, Taiwan, and Japan: results from RARECAREnet Asia based on a privacy-preserving federated infrastructure Botta, Laura Matsuda, Tomohiro Charvat, Hadrien Chiang, Chun-ju Lee, Wen-Chung van Gestel, Anna Jacoba Martin, Frank Geleijnse, Gijs Cellamare, Matteo Bonfarnuzzo, Simone Marcos-Gragera, Rafael Guevara, Marcela Mousavi, Mohsen Craig, Stephanie Rodrigues, Jessica Rubió-Casadevall, Jordi Licitra, Lisa Cavalieri, Stefano Resteghini, Carlo Gatta, Gemma Trama, Annalisa Front Oncol Oncology BACKGROUND: The head and neck cancers (HNCs) incidence differs between Europe and East Asia. Our objective was to determine whether survival of HNC also differs between European and Asian countries. METHODS: We used population-based cancer registry data to calculate 5-year relative survival (RS) for the oral cavity, hypopharynx, larynx, nasal cavity, and major salivary gland in Europe, Taiwan, and Japan. We modeled RS with a generalized linear model adjusting for time since diagnosis, sex, age, subsite, and histological grouping. Analyses were performed using federated learning, which enables analyses without sharing sensitive data. FINDINGS: Five-year RS for HNC varied between geographical areas. For each HNC site, Europe had a lower RS than both Japan and Taiwan. HNC subsites and histologies distribution and survival differed between the three areas. Differences between Europe and both Asian countries persisted even after adjustments for all HNC sites but nasal cavity and paranasal sinuses, when comparing Europe and Taiwan. INTERPRETATION: Survival differences can be attributed to different factors including different period of diagnosis, more advanced stage at diagnosis, or different availability/access of treatment. Cancer registries did not have stage and treatment information to further explore the reasons of the observed survival differences. Our analyses have confirmed federated learning as a feasible approach for data analyses that addresses the challenges of data sharing and urge for further collaborative studies including relevant prognostic factors. Frontiers Media S.A. 2023-09-13 /pmc/articles/PMC10534949/ /pubmed/37781187 http://dx.doi.org/10.3389/fonc.2023.1219111 Text en Copyright © 2023 Botta, Matsuda, Charvat, Chiang, Lee, van Gestel, Martin, Geleijnse, Cellamare, Bonfarnuzzo, Marcos-Gragera, Guevara, Mousavi, Craig, Rodrigues, Rubió-Casadevall, Licitra, Cavalieri, Resteghini, Gatta, Trama and the RARECAREnet working group https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Oncology Botta, Laura Matsuda, Tomohiro Charvat, Hadrien Chiang, Chun-ju Lee, Wen-Chung van Gestel, Anna Jacoba Martin, Frank Geleijnse, Gijs Cellamare, Matteo Bonfarnuzzo, Simone Marcos-Gragera, Rafael Guevara, Marcela Mousavi, Mohsen Craig, Stephanie Rodrigues, Jessica Rubió-Casadevall, Jordi Licitra, Lisa Cavalieri, Stefano Resteghini, Carlo Gatta, Gemma Trama, Annalisa Head and neck cancers survival in Europe, Taiwan, and Japan: results from RARECAREnet Asia based on a privacy-preserving federated infrastructure |
title | Head and neck cancers survival in Europe, Taiwan, and Japan: results from RARECAREnet Asia based on a privacy-preserving federated infrastructure |
title_full | Head and neck cancers survival in Europe, Taiwan, and Japan: results from RARECAREnet Asia based on a privacy-preserving federated infrastructure |
title_fullStr | Head and neck cancers survival in Europe, Taiwan, and Japan: results from RARECAREnet Asia based on a privacy-preserving federated infrastructure |
title_full_unstemmed | Head and neck cancers survival in Europe, Taiwan, and Japan: results from RARECAREnet Asia based on a privacy-preserving federated infrastructure |
title_short | Head and neck cancers survival in Europe, Taiwan, and Japan: results from RARECAREnet Asia based on a privacy-preserving federated infrastructure |
title_sort | head and neck cancers survival in europe, taiwan, and japan: results from rarecarenet asia based on a privacy-preserving federated infrastructure |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10534949/ https://www.ncbi.nlm.nih.gov/pubmed/37781187 http://dx.doi.org/10.3389/fonc.2023.1219111 |
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