4.6 Article

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

Journal

CANCERS
Volume 13, Issue 10, Pages -

Publisher

MDPI
DOI: 10.3390/cancers13102442

Keywords

colorectal cancer; survival; recurrence; lifestyle; random survival forests

Categories

Funding

  1. Wereld Kanker Onderzoek Fonds (WKOF)
  2. World Cancer Research Fund International (WCRF International)
  3. World Cancer Research Fund International Regular Grant Programme [2014/1179]
  4. Alpe d'Huzes/Dutch Cancer Society [UM 2012-5653, UW 2013-5927, UW 2015-7946]
  5. ERA-NET on Translational Cancer Research (TRANSCAN: Dutch Cancer Society) [UW2013-6397, UW2014-6877]
  6. Netherlands Organization for Health Research and Development (ZonMw), Den Haag, The Netherlands

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The current lifestyle recommendations for cancer survivors are the same as those for the general public, but it's uncertain which lifestyle behaviors are most vital for prognosis. A study on colorectal cancer patients found that consuming sugary drinks was linked to increased recurrence risk, while intake of fruits and vegetables, liquid fat and oil, and animal protein affected all-cause mortality. Further research is needed to confirm these potential associations.
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. 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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