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Identification of Lifestyle Behaviors Associated with Recurrence and Survival in Colorectal Cancer Patients Using Random Survival Forests

SIMPLE SUMMARY: Current lifestyle recommendations for cancer survivors are the same as those for the general public to decrease their risk of cancer. However, it is unclear what kind of lifestyle behaviors are important for prognosis after a cancer diagnosis. In an observational study among 1180 col...

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Autores principales: van Zutphen, Moniek, van Duijnhoven, Fränzel J. B., Wesselink, Evertine, Schrauwen, Ruud W. M., Kouwenhoven, Ewout A., van Halteren, Henk K., de Wilt, Johannes H. W., Winkels, Renate M., Kok, Dieuwertje E., Boshuizen, Hendriek C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8157840/
https://www.ncbi.nlm.nih.gov/pubmed/34069979
http://dx.doi.org/10.3390/cancers13102442
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author van Zutphen, Moniek
van Duijnhoven, Fränzel J. B.
Wesselink, Evertine
Schrauwen, Ruud W. M.
Kouwenhoven, Ewout A.
van Halteren, Henk K.
de Wilt, Johannes H. W.
Winkels, Renate M.
Kok, Dieuwertje E.
Boshuizen, Hendriek C.
author_facet van Zutphen, Moniek
van Duijnhoven, Fränzel J. B.
Wesselink, Evertine
Schrauwen, Ruud W. M.
Kouwenhoven, Ewout A.
van Halteren, Henk K.
de Wilt, Johannes H. W.
Winkels, Renate M.
Kok, Dieuwertje E.
Boshuizen, Hendriek C.
author_sort van Zutphen, Moniek
collection PubMed
description SIMPLE SUMMARY: Current lifestyle recommendations for cancer survivors are the same as those for the general public to decrease their risk of cancer. However, it is unclear what kind of lifestyle behaviors are important for prognosis after a cancer diagnosis. In an observational study among 1180 colorectal cancer patients, we aimed to identify which lifestyle behaviors were most important regarding cancer recurrence and all-cause mortality. We simultaneously evaluated lifestyle behaviors, related to diet, physical activity, adiposity, alcohol use, and smoking. Higher intakes of sugary drinks were associated with increased recurrence risk. For all-cause mortality, fruit and vegetable, liquid fat and oil, and animal protein intake were identified as important lifestyle behaviors. Our exploratory findings identified several lifestyle behaviors related to prognosis after colorectal cancer. These findings should be confirmed in other observational studies before they can be translated into clinical practice. ABSTRACT: Current lifestyle recommendations for cancer survivors are the same as those for the general public to decrease their risk of cancer. However, it is unclear which lifestyle behaviors are most important for prognosis. We aimed to identify which lifestyle behaviors were most important regarding colorectal cancer (CRC) recurrence and all-cause mortality with a data-driven method. The study consisted of 1180 newly diagnosed stage I–III CRC patients from a prospective cohort study. Lifestyle behaviors included in the current recommendations, as well as additional lifestyle behaviors related to diet, physical activity, adiposity, alcohol use, and smoking were assessed six months after diagnosis. These behaviors were simultaneously analyzed as potential predictors of recurrence or all-cause mortality with Random Survival Forests (RSFs). We observed 148 recurrences during 2.6-year median follow-up and 152 deaths during 4.8-year median follow-up. Higher intakes of sugary drinks were associated with increased recurrence risk. For all-cause mortality, fruit and vegetable, liquid fat and oil, and animal protein intake were identified as the most important lifestyle behaviors. These behaviors showed non-linear associations with all-cause mortality. Our exploratory RSF findings give new ideas on potential associations between certain lifestyle behaviors and CRC prognosis that still need to be confirmed in other cohorts of CRC survivors.
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spelling pubmed-81578402021-05-28 Identification of Lifestyle Behaviors Associated with Recurrence and Survival in Colorectal Cancer Patients Using Random Survival Forests van Zutphen, Moniek van Duijnhoven, Fränzel J. B. Wesselink, Evertine Schrauwen, Ruud W. M. Kouwenhoven, Ewout A. van Halteren, Henk K. de Wilt, Johannes H. W. Winkels, Renate M. Kok, Dieuwertje E. Boshuizen, Hendriek C. Cancers (Basel) Article SIMPLE SUMMARY: Current lifestyle recommendations for cancer survivors are the same as those for the general public to decrease their risk of cancer. However, it is unclear what kind of lifestyle behaviors are important for prognosis after a cancer diagnosis. In an observational study among 1180 colorectal cancer patients, we aimed to identify which lifestyle behaviors were most important regarding cancer recurrence and all-cause mortality. We simultaneously evaluated lifestyle behaviors, related to diet, physical activity, adiposity, alcohol use, and smoking. Higher intakes of sugary drinks were associated with increased recurrence risk. For all-cause mortality, fruit and vegetable, liquid fat and oil, and animal protein intake were identified as important lifestyle behaviors. Our exploratory findings identified several lifestyle behaviors related to prognosis after colorectal cancer. These findings should be confirmed in other observational studies before they can be translated into clinical practice. ABSTRACT: Current lifestyle recommendations for cancer survivors are the same as those for the general public to decrease their risk of cancer. However, it is unclear which lifestyle behaviors are most important for prognosis. We aimed to identify which lifestyle behaviors were most important regarding colorectal cancer (CRC) recurrence and all-cause mortality with a data-driven method. The study consisted of 1180 newly diagnosed stage I–III CRC patients from a prospective cohort study. Lifestyle behaviors included in the current recommendations, as well as additional lifestyle behaviors related to diet, physical activity, adiposity, alcohol use, and smoking were assessed six months after diagnosis. These behaviors were simultaneously analyzed as potential predictors of recurrence or all-cause mortality with Random Survival Forests (RSFs). We observed 148 recurrences during 2.6-year median follow-up and 152 deaths during 4.8-year median follow-up. Higher intakes of sugary drinks were associated with increased recurrence risk. For all-cause mortality, fruit and vegetable, liquid fat and oil, and animal protein intake were identified as the most important lifestyle behaviors. These behaviors showed non-linear associations with all-cause mortality. Our exploratory RSF findings give new ideas on potential associations between certain lifestyle behaviors and CRC prognosis that still need to be confirmed in other cohorts of CRC survivors. MDPI 2021-05-18 /pmc/articles/PMC8157840/ /pubmed/34069979 http://dx.doi.org/10.3390/cancers13102442 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
van Zutphen, Moniek
van Duijnhoven, Fränzel J. B.
Wesselink, Evertine
Schrauwen, Ruud W. M.
Kouwenhoven, Ewout A.
van Halteren, Henk K.
de Wilt, Johannes H. W.
Winkels, Renate M.
Kok, Dieuwertje E.
Boshuizen, Hendriek C.
Identification of Lifestyle Behaviors Associated with Recurrence and Survival in Colorectal Cancer Patients Using Random Survival Forests
title Identification of Lifestyle Behaviors Associated with Recurrence and Survival in Colorectal Cancer Patients Using Random Survival Forests
title_full Identification of Lifestyle Behaviors Associated with Recurrence and Survival in Colorectal Cancer Patients Using Random Survival Forests
title_fullStr Identification of Lifestyle Behaviors Associated with Recurrence and Survival in Colorectal Cancer Patients Using Random Survival Forests
title_full_unstemmed Identification of Lifestyle Behaviors Associated with Recurrence and Survival in Colorectal Cancer Patients Using Random Survival Forests
title_short Identification of Lifestyle Behaviors Associated with Recurrence and Survival in Colorectal Cancer Patients Using Random Survival Forests
title_sort identification of lifestyle behaviors associated with recurrence and survival in colorectal cancer patients using random survival forests
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8157840/
https://www.ncbi.nlm.nih.gov/pubmed/34069979
http://dx.doi.org/10.3390/cancers13102442
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