Literature DB >> 25223234

Model-based control of plasma glycemia: Tests on populations of virtual patients.

P Palumbo1, G Pizzichelli2, S Panunzi3, P Pepe4, A De Gaetano3.   

Abstract

Closed-loop devices delivering medical treatments in an automatic fashion clearly require a thorough preliminary phase according to which the proposed control law is tested and validated as realistically as possible, before arranging in vivo experiments in a clinical setting. The present note develops a virtual environment aiming to validate a recently proposed model-based glucose control law on a solid simulation framework. From a theoretical viewpoint, the artificial pancreas has been designed by suitably exploiting a minimal set of delay differential equations modeling the glucose-insulin regulatory system; on the other hand, the validation platform makes use of a different, multi-compartmental model to build up a population of virtual patients. Simulations are carried out by properly addressing the available technological limits and the unavoidable uncertainties in real-time continuous glucose sensors as well as possible malfunctioning on the insulin delivery devices. The results show the robustness of the proposed control law that turns out to be efficient and extremely safe on a heterogenous population of virtual patients.
Copyright © 2014 Elsevier Inc. All rights reserved.

Entities:  

Keywords:  Artificial pancreas; Feedback control law; Time-delay systems

Mesh:

Substances:

Year:  2014        PMID: 25223234     DOI: 10.1016/j.mbs.2014.09.003

Source DB:  PubMed          Journal:  Math Biosci        ISSN: 0025-5564            Impact factor:   2.144


  3 in total

1.  The Virtual Anemia Trial: An Assessment of Model-Based In Silico Clinical Trials of Anemia Treatment Algorithms in Patients With Hemodialysis.

Authors:  Doris H Fuertinger; Alice Topping; Franz Kappel; Stephan Thijssen; Peter Kotanko
Journal:  CPT Pharmacometrics Syst Pharmacol       Date:  2018-01-31

2.  Consistency of compact and extended models of glucose-insulin homeostasis: The role of variable pancreatic reserve.

Authors:  Andrea De Gaetano; Claudio Gaz; Simona Panunzi
Journal:  PLoS One       Date:  2019-02-15       Impact factor: 3.240

3.  A novel fast-slow model of diabetes progression: Insights into mechanisms of response to the interventions in the Diabetes Prevention Program.

Authors:  Andrea De Gaetano; Thomas Andrew Hardy
Journal:  PLoS One       Date:  2019-10-10       Impact factor: 3.240

  3 in total

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