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Prediction of quality of life in early breast cancer upon completion of adjuvant chemotherapy
Quality of life (QoL) is a complex, ordinal endpoint with multiple conditioning factors. A predictive model of QoL after adjuvant chemotherapy can support decision making or the communication of information about the range of treatment options available. Patients with localized breast cancer (n = 21...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8277774/ https://www.ncbi.nlm.nih.gov/pubmed/34257315 http://dx.doi.org/10.1038/s41523-021-00296-8 |
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author | Carmona-Bayonas, Alberto Calderón, Caterina Hernández, Raquel Fernández Montes, Ana Castelo, Beatriz Ciria-Suarez, Laura Antoñanzas, Mónica Rogado, Jacobo Pacheco-Barcia, Vilma Asensio Martínez, Elena Ivars, Alejandra Ayala de la Peña, Francisco Jimenez-Fonseca, Paula |
author_facet | Carmona-Bayonas, Alberto Calderón, Caterina Hernández, Raquel Fernández Montes, Ana Castelo, Beatriz Ciria-Suarez, Laura Antoñanzas, Mónica Rogado, Jacobo Pacheco-Barcia, Vilma Asensio Martínez, Elena Ivars, Alejandra Ayala de la Peña, Francisco Jimenez-Fonseca, Paula |
author_sort | Carmona-Bayonas, Alberto |
collection | PubMed |
description | Quality of life (QoL) is a complex, ordinal endpoint with multiple conditioning factors. A predictive model of QoL after adjuvant chemotherapy can support decision making or the communication of information about the range of treatment options available. Patients with localized breast cancer (n = 219) were prospectively recruited at 17 centers. Participants completed the EORTC QLQ-C30 questionnaire. The primary aim was to predict health status upon completion of adjuvant chemotherapy adjusted for multiple covariates. We developed a Bayesian model with six covariates (chemotherapy regimen, TNM stage, axillary lymph node dissection, perceived risk of recurrence, age, type of surgery, and baseline EORTC scores). This model allows both prediction and causal inference. The patients with mastectomy reported a discrete decline on all QoL scores. The effect of surgery depended on the interaction with age. Women with ages on either end of the range displayed worse scores, especially with mastectomy. The perceived risk of recurrence had a striking effect on health status. In conclusion, we have developed a predictive model of health status in patients with early breast cancer based on the individual’s profile. |
format | Online Article Text |
id | pubmed-8277774 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-82777742021-07-19 Prediction of quality of life in early breast cancer upon completion of adjuvant chemotherapy Carmona-Bayonas, Alberto Calderón, Caterina Hernández, Raquel Fernández Montes, Ana Castelo, Beatriz Ciria-Suarez, Laura Antoñanzas, Mónica Rogado, Jacobo Pacheco-Barcia, Vilma Asensio Martínez, Elena Ivars, Alejandra Ayala de la Peña, Francisco Jimenez-Fonseca, Paula NPJ Breast Cancer Article Quality of life (QoL) is a complex, ordinal endpoint with multiple conditioning factors. A predictive model of QoL after adjuvant chemotherapy can support decision making or the communication of information about the range of treatment options available. Patients with localized breast cancer (n = 219) were prospectively recruited at 17 centers. Participants completed the EORTC QLQ-C30 questionnaire. The primary aim was to predict health status upon completion of adjuvant chemotherapy adjusted for multiple covariates. We developed a Bayesian model with six covariates (chemotherapy regimen, TNM stage, axillary lymph node dissection, perceived risk of recurrence, age, type of surgery, and baseline EORTC scores). This model allows both prediction and causal inference. The patients with mastectomy reported a discrete decline on all QoL scores. The effect of surgery depended on the interaction with age. Women with ages on either end of the range displayed worse scores, especially with mastectomy. The perceived risk of recurrence had a striking effect on health status. In conclusion, we have developed a predictive model of health status in patients with early breast cancer based on the individual’s profile. Nature Publishing Group UK 2021-07-13 /pmc/articles/PMC8277774/ /pubmed/34257315 http://dx.doi.org/10.1038/s41523-021-00296-8 Text en © The Author(s) 2021 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 Carmona-Bayonas, Alberto Calderón, Caterina Hernández, Raquel Fernández Montes, Ana Castelo, Beatriz Ciria-Suarez, Laura Antoñanzas, Mónica Rogado, Jacobo Pacheco-Barcia, Vilma Asensio Martínez, Elena Ivars, Alejandra Ayala de la Peña, Francisco Jimenez-Fonseca, Paula Prediction of quality of life in early breast cancer upon completion of adjuvant chemotherapy |
title | Prediction of quality of life in early breast cancer upon completion of adjuvant chemotherapy |
title_full | Prediction of quality of life in early breast cancer upon completion of adjuvant chemotherapy |
title_fullStr | Prediction of quality of life in early breast cancer upon completion of adjuvant chemotherapy |
title_full_unstemmed | Prediction of quality of life in early breast cancer upon completion of adjuvant chemotherapy |
title_short | Prediction of quality of life in early breast cancer upon completion of adjuvant chemotherapy |
title_sort | prediction of quality of life in early breast cancer upon completion of adjuvant chemotherapy |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8277774/ https://www.ncbi.nlm.nih.gov/pubmed/34257315 http://dx.doi.org/10.1038/s41523-021-00296-8 |
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