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Prediction of new onset of end stage renal disease in Chinese patients with type 2 diabetes mellitus – a population-based retrospective cohort study
- Source :
- BMC Nephrology, BMC Nephrology, Vol 18, Iss 1, Pp 1-9 (2017)
- Publication Year :
- 2017
- Publisher :
- BioMed Central Ltd. The Journal's web site is located at http://www.biomedcentral.com/bmcnephrol, 2017.
-
Abstract
- Background Since diabetes mellitus (DM) is the leading cause of end stage renal disease (ESRD), this study aimed to develop a 5-year ESRD risk prediction model among Chinese patients with Type 2 DM (T2DM) in primary care. Methods A retrospective cohort study was conducted on 149,333 Chinese adult T2DM primary care patients without ESRD in 2010. Using the derivation cohort over a median of 5 years follow-up, the gender-specific models including the interaction effect between predictors and age were derived using Cox regression with a forward stepwise approach. Harrell’s C-statistic and calibration plot were applied to the validation cohort to assess discrimination and calibration of the models. Results Prediction models showed better discrimination with Harrell’s C-statistics of 0.866 (males) and 0.862 (females) and calibration power from the plots than other established models. The predictors included age, usages of anti-hypertensive drugs, anti-glucose drugs, and Hemogloblin A1c, blood pressure, urine albumin/creatinine ratio (ACR) and estimated glomerular filtration rate (eGFR). Specific predictors for male were smoking and presence of sight threatening diabetic retinopathy while additional predictors for female included longer duration of diabetes and quadratic effect of body mass index. Interaction factors with age showed a greater weighting of insulin and urine ACR in younger males, and eGFR in younger females. Conclusions Our newly developed gender-specific models provide a more accurate 5-year ESRD risk predictions for Chinese diabetic primary care patients than other existing models. The models included several modifiable risk factors that clinicians can use to counsel patients, and to target at in the delivery of care to patients. Electronic supplementary material The online version of this article (doi:10.1186/s12882-017-0671-x) contains supplementary material, which is available to authorized users.
- Subjects :
- Risk
Male
China
medicine.medical_specialty
Renal function
030204 cardiovascular system & hematology
lcsh:RC870-923
End stage renal disease
Cohort Studies
03 medical and health sciences
0302 clinical medicine
Predictive Value of Tests
Risk Factors
Internal medicine
Diabetes mellitus
Type 2 diabetes mellitus
medicine
Humans
030212 general & internal medicine
Aged
Retrospective Studies
Proportional hazards model
business.industry
Type 2 Diabetes Mellitus
Retrospective cohort study
Middle Aged
lcsh:Diseases of the genitourinary system. Urology
Primary care
medicine.disease
Diabetes Mellitus, Type 2
Nephrology
Population Surveillance
Kidney Failure, Chronic
Female
Prediction
business
Body mass index
Research Article
Cohort study
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- BMC Nephrology, BMC Nephrology, Vol 18, Iss 1, Pp 1-9 (2017)
- Accession number :
- edsair.doi.dedup.....1da7ac3c16e6600ab9829075e1f99bf8