Literature DB >> 20144358

In silico preclinical trials: methodology and engineering guide to closed-loop control in type 1 diabetes mellitus.

Stephen D Patek1, B Wayne Bequette, Marc Breton, Bruce A Buckingham, Eyal Dassau, Francis J Doyle, John Lum, Lalo Magni, Howard Zisser.   

Abstract

This article sets forth guidelines for in silico (simulation-based) proof-of-concept testing of artificial pancreas control algorithms. The goal was to design a test procedure that can facilitate regulatory approval [e.g., Food and Drug Administration Investigational Device Exemption] for General Clinical Research Center experiments without preliminary testing on animals. The methodology is designed around a software package, based on a recent meal simulation model of the glucose-insulin system. Putting a premium on generality, this document starts by specifying a generic, rather abstract, meta-algorithm for control. The meta-algorithm has two main components: (1) patient assessment and tuning of control parameters, i.e., algorithmic processes for collection and processing patient data prior to closed-loop operation, and (2) controller warm-up and run-time operation, i.e., algorithmic processes for initializing controller states and managing blood glucose. The simulation-based testing methodology is designed to reveal the conceptual/mathematical operation of both main components, as applied to a large population of in silico patients with type 1 diabetes mellitus. (c) 2009 Diabetes Technology Society.

Entities:  

Mesh:

Substances:

Year:  2009        PMID: 20144358      PMCID: PMC2771529          DOI: 10.1177/193229680900300207

Source DB:  PubMed          Journal:  J Diabetes Sci Technol        ISSN: 1932-2968


  23 in total

Review 1.  Implantable closed-loop glucose-sensing and insulin delivery: the future for insulin pump therapy.

Authors:  Eric Renard
Journal:  Curr Opin Pharmacol       Date:  2002-12       Impact factor: 5.547

2.  A model-based algorithm for blood glucose control in type I diabetic patients.

Authors:  R S Parker; F J Doyle; N A Peppas
Journal:  IEEE Trans Biomed Eng       Date:  1999-02       Impact factor: 4.538

3.  Feasibility of automating insulin delivery for the treatment of type 1 diabetes.

Authors:  Garry M Steil; Kerstin Rebrin; Christine Darwin; Farzam Hariri; Mohammed F Saad
Journal:  Diabetes       Date:  2006-12       Impact factor: 9.461

4.  Quantifying temporal glucose variability in diabetes via continuous glucose monitoring: mathematical methods and clinical application.

Authors:  Boris P Kovatchev; William L Clarke; Marc Breton; Kenneth Brayman; Anthony McCall
Journal:  Diabetes Technol Ther       Date:  2005-12       Impact factor: 6.118

5.  Model predictive control of type 1 diabetes: an in silico trial.

Authors:  Lalo Magni; Davide M Raimondo; Luca Bossi; Chiara Dalla Man; Giuseppe De Nicolao; Boris Kovatchev; Claudio Cobelli
Journal:  J Diabetes Sci Technol       Date:  2007-11

6.  Modular artificial beta-cell system: a prototype for clinical research.

Authors:  Eyal Dassau; Howard Zisser; Cesar C Palerm; Bruce A Buckingham; Lois Jovanovic; Francis J Doyle
Journal:  J Diabetes Sci Technol       Date:  2008-09

7.  Meal simulation model of the glucose-insulin system.

Authors:  Chiara Dalla Man; Robert A Rizza; Claudio Cobelli
Journal:  IEEE Trans Biomed Eng       Date:  2007-10       Impact factor: 4.538

8.  Analysis, modeling, and simulation of the accuracy of continuous glucose sensors.

Authors:  Marc Breton; Boris Kovatchev
Journal:  J Diabetes Sci Technol       Date:  2008-09

9.  Continuous glucose monitoring and intensive treatment of type 1 diabetes.

Authors:  William V Tamborlane; Roy W Beck; Bruce W Bode; Bruce Buckingham; H Peter Chase; Robert Clemons; Rosanna Fiallo-Scharer; Larry A Fox; Lisa K Gilliam; Irl B Hirsch; Elbert S Huang; Craig Kollman; Aaron J Kowalski; Lori Laffel; Jean M Lawrence; Joyce Lee; Nelly Mauras; Michael O'Grady; Katrina J Ruedy; Michael Tansey; Eva Tsalikian; Stuart Weinzimer; Darrell M Wilson; Howard Wolpert; Tim Wysocki; Dongyuan Xing
Journal:  N Engl J Med       Date:  2008-09-08       Impact factor: 91.245

10.  In silico evaluation platform for artificial pancreatic beta-cell development--a dynamic simulator for closed-loop control with hardware-in-the-loop.

Authors:  Eyal Dassau; Cesar C Palerm; Howard Zisser; Bruce A Buckingham; Lois Jovanovic; Francis J Doyle
Journal:  Diabetes Technol Ther       Date:  2009-03       Impact factor: 6.118

View more
  18 in total

1.  A closed-loop artificial pancreas using model predictive control and a sliding meal size estimator.

Authors:  Hyunjin Lee; Bruce A Buckingham; Darrell M Wilson; B Wayne Bequette
Journal:  J Diabetes Sci Technol       Date:  2009-09-01

2.  Autoregressive Modeling of Drift and Random Error to Characterize a Continuous Intravascular Glucose Monitoring Sensor.

Authors:  Tony Zhou; Jennifer L Dickson; J Geoffrey Chase
Journal:  J Diabetes Sci Technol       Date:  2017-07-14

3.  A computational proof of concept of a machine-intelligent artificial pancreas using Lyapunov stability and differential game theory.

Authors:  Nigel J C Greenwood; Jenny E Gunton
Journal:  J Diabetes Sci Technol       Date:  2014-07-04

Review 4.  The mathematician's control toolbox for management of type 1 diabetes.

Authors:  Marie Csete; John Doyle
Journal:  Interface Focus       Date:  2014-10-06       Impact factor: 3.906

5.  Closed-Loop Control Performance of the Hypoglycemia-Hyperglycemia Minimizer (HHM) System in a Feasibility Study.

Authors:  Daniel A Finan; Thomas W McCann; Linda Mackowiak; Eyal Dassau; Stephen D Patek; Boris P Kovatchev; Francis J Doyle; Howard Zisser; Henry Anhalt; Ramakrishna Venugopalan
Journal:  J Diabetes Sci Technol       Date:  2014-01-01

6.  Overnight closed-loop insulin delivery with model predictive control: assessment of hypoglycemia and hyperglycemia risk using simulation studies.

Authors:  Malgorzata E Wilinska; Erwin S Budiman; Marc B Taub; Daniela Elleri; Janet M Allen; Carlo L Acerini; David B Dunger; Roman Hovorka
Journal:  J Diabetes Sci Technol       Date:  2009-09-01

7.  Diabetes: Models, Signals, and Control.

Authors:  Claudio Cobelli; Chiara Dalla Man; Giovanni Sparacino; Lalo Magni; Giuseppe De Nicolao; Boris P Kovatchev
Journal:  IEEE Rev Biomed Eng       Date:  2009-01-01

8.  Connecting Rodent and Human Pharmacokinetic Models for the Design and Translation of Glucose-Responsive Insulin.

Authors:  Jing Fan Yang; Xun Gong; Naveed A Bakh; Kelley Carr; Nelson F B Phillips; Faramarz Ismail-Beigi; Michael A Weiss; Michael S Strano
Journal:  Diabetes       Date:  2020-03-09       Impact factor: 9.461

Review 9.  Treating type 1 diabetes: from strategies for insulin delivery to dual hormonal control.

Authors:  A L McCall; L S Farhy
Journal:  Minerva Endocrinol       Date:  2013-06       Impact factor: 2.184

10.  Population-Specific Models of Glycemic Control in Intensive Care: Towards a Simulation-Based Methodology for Protocol Optimization.

Authors:  Stephen D Patek; E Andy Ortiz; Leon S Farhy; Jennifer Mason Lobo; James Isbell; Jennifer L Kirby; Anthony McCall
Journal:  Proc Am Control Conf       Date:  2015-07-30
View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.