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Estimation of Mortality Risk in Type 2 Diabetic Patients (ENFORCE): An Inexpensive and Parsimonious Prediction Model

Authors :
Giuseppe Penno
Massimiliano Copetti
Claudia Menzaghi
Andrea Fontana
Vincenzo Trischitta
Monia Garofolo
Maria Giovanna Scarale
Maria Rosaria Sorrentino
Hetal Shah
Salvatore De Cosmo
Alessandro Doria
Olga Lamacchia
Copetti, M.
Shah, H.
Fontana, A.
Scarale, M. G.
Menzaghi, C.
De Cosmo, S.
Garofolo, M.
Sorrentino, M. R.
Lamacchia, O.
Penno, G.
Doria, A.
Trischitta, V.
Source :
J Clin Endocrinol Metab
Publication Year :
2019

Abstract

ContextWe previously developed and validated an inexpensive and parsimonious prediction model of 2-year all-cause mortality in real-life patients with type 2 diabetes.ObjectiveThis model, now named ENFORCE (EstimatioN oF mORtality risk in type 2 diabetiC patiEnts), was investigated in terms of (i) prediction performance at 6 years, a more clinically useful time-horizon; (ii) further validation in an independent sample; and (iii) performance comparison in a real-life vs a clinical trial setting.DesignObservational prospective randomized clinical trial.SettingWhite patients with type 2 diabetes.PatientsGargano Mortality Study (GMS; n = 1019), Foggia Mortality Study (FMS; n = 1045), and Pisa Mortality Study (PMS; n = 972) as real-life samples and the standard glycemic arm of the ACCORD (Action to Control Cardiovascular Risk in Diabetes) clinical trial (n = 3150).Main Outcome MeasureThe endpoint was all-cause mortality. Prediction accuracy and calibration were estimated to assess the model's performances.ResultsENFORCE yielded 6-year mortality C-statistics of 0.79, 0.78, and 0.75 in GMS, FMS, and PMS, respectively (P heterogeneity = 0.71). Pooling the three cohorts showed a 6-year mortality C-statistic of 0.80. In the ACCORD trial, ENFORCE achieved a C-statistic of 0.68, a value significantly lower than that obtained in the pooled real-life samples (P < 0.0001). This difference resembles that observed with other models comparing real-life vs clinical trial settings, thus suggesting it is a true, replicable phenomenon.ConclusionsThe time horizon of ENFORCE has been extended to 6 years and validated in three independent samples. ENFORCE is a free and user-friendly risk calculator of all-cause mortality in white patients with type 2 diabetes from a real-life setting.

Details

Language :
English
Database :
OpenAIRE
Journal :
J Clin Endocrinol Metab
Accession number :
edsair.doi.dedup.....c6442078bb78f50750c6b20733971f06