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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
- 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(
- Subjects :
- Adult
Male
medicine.medical_specialty
China
Adolescent
lcsh:Medicine
030209 endocrinology & metabolism
030204 cardiovascular system & hematology
Article
Cohort Studies
03 medical and health sciences
0302 clinical medicine
Asian People
Risk Factors
Internal medicine
medicine
Humans
Intensive care medicine
lcsh:Science
Aged
Proportional Hazards Models
Multidisciplinary
Primary Health Care
Proportional hazards model
business.industry
Medical record
Hazard ratio
Decision Trees
lcsh:R
Type 2 Diabetes Mellitus
Retrospective cohort study
Middle Aged
Diabetes Mellitus, Type 2
Cardiovascular Diseases
Cohort
Albuminuria
Female
lcsh:Q
medicine.symptom
business
Cohort study
Subjects
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