Detecting Lifestyle Risk Factors for Chronic Kidney Disease With Comorbidities: Association Rule Mining Analysis of Web-Based Survey Data.

Suyuan Peng Feichen Shen Xiaoqian Jiang Liwei Wang Yadan Fan Xu-Sheng Liu Hongfang Liu

Published in: Journal of medical Internet research (2019)

We have demonstrated the use of ARM to identify lifestyle risk factors for CKD with common comorbid chronic conditions using data from BRFSS 2017. Our methods can be generalized to advance chronic disease management with more focused and optimized lifestyle modification of NCDs.

Keyphrases

chronic kidney disease
metabolic syndrome
weight loss
physical activity
cardiovascular disease
end stage renal disease
electronic health record
big data
cross sectional
machine learning
artificial intelligence
peritoneal dialysis