Literature DB >> 15738705

Grading system to assess clinical performance of closed-loop glucose control.

Ludovic J Chassin1, Malgorzata E Wilinska, Roman Hovorka.   

Abstract

Closed-loop control of the glucose concentration in type 1 diabetes has been the subject of extensive research over the last 3 decades. Building on the recent progress in continuous glucose sensing techniques, several prototypes of a closed-loop system have been developed. To complement existing measures of glucose control, we designed a grading system specifically designed to provide clinical assessment of closed-loop systems including that of glucose controllers. The system introduces six grades, A-F, describing the level of control and the therapeutic intervention during outside-meal and postprandial conditions. Grades A and B represent excellent and good glucose control, respectively, without the need for a corrective therapeutic action. Grade C represents suboptimal control with a recommendation for a corrective action. Grade D represents poor control requiring a corrective action. Grades E and F represent very poor and life-threatening control, respectively, with a need for an immediate corrective action or requiring external assistance. The outcome of grading is the quantification of time spent in each grade. The grading system is exemplified using data obtained with a model predictive controller within an in silico simulation environment. We conclude that the grading system provides suitable means to assess efficacy and safety of glucose controllers complementing existing measures of glucose control.

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Year:  2005        PMID: 15738705     DOI: 10.1089/dia.2005.7.72

Source DB:  PubMed          Journal:  Diabetes Technol Ther        ISSN: 1520-9156            Impact factor:   6.118


  6 in total

1.  Development of a multi-parametric model predictive control algorithm for insulin delivery in type 1 diabetes mellitus using clinical parameters.

Authors:  M W Percival; Y Wang; B Grosman; E Dassau; H Zisser; L Jovanovič; F J Doyle
Journal:  J Process Control       Date:  2011-03-01       Impact factor: 3.666

2.  Comparative Simulation Study of Glucose Control Methods Designed for Use in the Intensive Care Unit Setting via a Novel Controller Scoring Metric.

Authors:  Jeremy DeJournett; Leon DeJournett
Journal:  J Diabetes Sci Technol       Date:  2017-06-22

3.  A stepwise approach toward closed-loop blood glucose control for intensive care unit patients: results from a feasibility study in type 1 diabetic subjects using vascular microdialysis with infrared spectrometry and a model predictive control algorithm.

Authors:  Franz Feichtner; Julia K Mader; Roland Schaller; Lukas Schaupp; Martin Ellmerer; Stefan Korsatko; Venkata R Kondepati; H Michael Heise; Malgorzata E Wilinska; Roman Hovorka; Thomas R Pieber
Journal:  J Diabetes Sci Technol       Date:  2011-07-01

4.  Simulation environment to evaluate closed-loop insulin delivery systems in type 1 diabetes.

Authors:  Malgorzata E Wilinska; Ludovic J Chassin; Carlo L Acerini; Janet M Allen; David B Dunger; Roman Hovorka
Journal:  J Diabetes Sci Technol       Date:  2010-01-01

5.  The artificial pancreas: how sweet engineering will solve bitter problems.

Authors:  David C Klonoff
Journal:  J Diabetes Sci Technol       Date:  2007-01

6.  A Feedforward-Feedback Glucose Control Strategy for Type 1 Diabetes Mellitus.

Authors:  Gianni Marchetti; Massimiliano Barolo; Lois Jovanovič; Howard Zisser; Dale E Seborg
Journal:  J Process Control       Date:  2008-02       Impact factor: 3.666

  6 in total

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