Spatiotemporal Dynamics of Insulitis in Human Type 1 Diabetes
Authored by Krasimira Tsaneva-Atanasova, Kyle C A Wedgwood, Sarah J Richardson, Noel G Morgan
Date Published: 2016
DOI: 10.3339/fphys.2016.00633
Sponsors:
European Union
United Kingdom Engineering and Physical Sciences Research Council (EPSRC)
Platforms:
No platforms listed
Model Documentation:
Other Narrative
Mathematical description
Model Code URLs:
Model code not found
Abstract
Type 1 diabetes (T1D) is an auto-immune disease characterized by the
selective destruction of the insulin secreting beta cells in the
pancreas during an inflammatory phase known as insulitis. Patients with
T1D are typically dependent on the administration of externally provided
insulin in order to manage blood glucose levels. Whilst technological
developments have significantly improved both the life expectancy and
quality of life of these patients, an understanding of the mechanisms of
the disease remains elusive. Animal models, such as the NOD mouse model, have been widely used to probe the process of insulitis, but there exist
very few data from humans studied at disease onset. In this manuscript, we employ data from human pancreases collected close to the onset of T1D
and propose a spatio-temporal computational model for the progression of
insulitis in human T1D, with particular focus on the mechanisms
underlying the development of insulitis in pancreatic islets. This
framework allows us to investigate how the time-course of insulitis
progression is affected by altering key parameters, such as the number
of the CD20+ B cells present in the inflammatory infiltrate, which has
recently been proposed to influence the aggressiveness of the disease.
Through the analysis of repeated simulations of our stochastic model, which track the number of beta cells within an islet, we find that
increased numbers of B cells in the pen-islet space lead to faster
destruction of the beta cells. We also find that the balance between the
degradation and repair of the basement membrane surrounding the islet is
a critical component in governing the overall destruction rate of the
beta cells and their remaining number. Our model provides a framework
for continued and improved spatio-temporal modeling of human T1D.
Tags
T-cells
Beta-cells
Cellular potts-model
Recent-onset
Parallel implementation
Immunological synapse
Islet transplantation
Adhesion molecules
Peripheral-blood
Mellitus