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Classification Rule for 5-year Cardiovascular Diseases Risk using decision tree in Primary Care Chinese Patients with Type 2 Diabetes Mellitus

Authors :
Anca Ka Chun Chan
Eric Yuk Fai Wan
Daniel Y. T. Fong
Weng Yee Chin
Cindy L. K. Lam
Esther Yee Tak Yu
Colman Siu Cheung Fung
Source :
Scientific Reports, Vol 7, Iss 1, Pp 1-8 (2017), Scientific Reports
Publication Year :
2017
Publisher :
Nature Publishing Group, 2017.

Abstract

Cardiovascular disease(CVD) is the leading cause of mortality among patients with type 2 diabetes mellitus(T2DM), and a risk classification model for CVD among primary care diabetic patients is pivotal for risk-based interventions and patient information. This study developed a simple tool for a 5-year CVD risk prediction for primary care Chinese patients with T2DM. A retrospective cohort study was conducted on 137,935 primary care Chinese T2DM patients aged 18–79 years without history of CVD between 1 January 2010 and 31 December 2010. New events of CVD of the cohort over a median follow up of 5 years were extracted from the medical records. A classification rule of 5-year CVD risk was obtained from the derivation cohort and validated in the validation cohort. Significant risk factors included in decision tree were age, gender, smoking status, diagnosis duration, obesity, unsatisfactory control on haemoglobin A1c and cholesterol, albuminuria and stage of chronic kidney disease, which categorized patients into five 5-year CVD risk groups(

Details

Language :
English
ISSN :
20452322
Volume :
7
Issue :
1
Database :
OpenAIRE
Journal :
Scientific Reports
Accession number :
edsair.doi.dedup.....f929eac3fdaeccc2f2af37b7985d91e7
Full Text :
https://doi.org/10.1038/s41598-017-15579-z