Modeling and Analyzing the Progression of Retinitis Pigmentosa

abstract: Patients suffering from Retinitis Pigmentosa (RP), the most common type of inherited retinal degeneration, experience irreversible vision loss due to photoreceptor degeneration. The preservation of cone photoreceptors has been deemed medically relevant as a therapy aimed at preventing blin...

Full description

Bibliographic Details
Other Authors: Brager, Danielle Christine (Author)
Format: Doctoral Thesis
Language:English
Published: 2020
Subjects:
Online Access:http://hdl.handle.net/2286/R.I.62815
id ndltd-asu.edu-item-62815
record_format oai_dc
spelling ndltd-asu.edu-item-628152020-12-09T05:00:43Z Modeling and Analyzing the Progression of Retinitis Pigmentosa abstract: Patients suffering from Retinitis Pigmentosa (RP), the most common type of inherited retinal degeneration, experience irreversible vision loss due to photoreceptor degeneration. The preservation of cone photoreceptors has been deemed medically relevant as a therapy aimed at preventing blindness in patients with RP. Cones rely on aerobic glycolysis to supply the metabolites necessary for outer segment (OS) renewal and maintenance. The rod-derived cone viability factor (RdCVF), a protein secreted by the rod photoreceptors that preserves the cones, accelerates the flow of glucose into the cone cell stimulating aerobic glycolysis. This dissertation presents and analyzes ordinary differential equation (ODE) models of cellular and molecular level photoreceptor interactions in health and disease to examine mechanisms leading to blindness in patients with RP. First, a mathematical model composed of four ODEs is formulated to investigate the progression of RP, accounting for the new understanding of RdCVF’s role in enhancing cone survival. A mathematical analysis is performed, and stability and bifurcation analyses are used to explore various pathways to blindness. Experimental data are used for parameter estimation and model validation. The numerical results are framed in terms of four stages in the progression of RP. Sensitivity analysis is used to determine mechanisms that have a significant affect on the cones at each stage of RP. Utilizing a non-dimensional form of the RP model, a numerical bifurcation analysis via MATCONT revealed the existence of stable limit cycles at two stages of RP. Next, a novel eleven dimensional ODE model of molecular and cellular level interactions is described. The subsequent analysis is used to uncover mechanisms that affect cone photoreceptor functionality and vitality. Preliminary simulations show the existence of oscillatory behavior which is anticipated when all processes are functioning properly. Additional simulations are carried out to explore the impact of a reduction in the concentration of RdCVF coupled with disruption in the metabolism associated with cone OS shedding, and confirms cone-on-rod reliance. The simulation results are compared with experimental data. Finally, four cases are considered, and a sensitivity analysis is performed to reveal mechanisms that significantly impact the cones in each case. Dissertation/Thesis Brager, Danielle Christine (Author) Camacho, Erika (Advisor) Wirkus, Stephen (Advisor) Fricks, John (Committee member) Gardner, Carl (Committee member) Platte, Rodrigo (Committee member) Arizona State University (Publisher) Applied mathematics Mathematical Biology Ordinary Differential Equations Photoreceptor Degeneration Retinitis Pigmentosa eng 147 pages Doctoral Dissertation Applied Mathematics 2020 Doctoral Dissertation http://hdl.handle.net/2286/R.I.62815 http://rightsstatements.org/vocab/InC/1.0/ 2020
collection NDLTD
language English
format Doctoral Thesis
sources NDLTD
topic Applied mathematics
Mathematical Biology
Ordinary Differential Equations
Photoreceptor Degeneration
Retinitis Pigmentosa
spellingShingle Applied mathematics
Mathematical Biology
Ordinary Differential Equations
Photoreceptor Degeneration
Retinitis Pigmentosa
Modeling and Analyzing the Progression of Retinitis Pigmentosa
description abstract: Patients suffering from Retinitis Pigmentosa (RP), the most common type of inherited retinal degeneration, experience irreversible vision loss due to photoreceptor degeneration. The preservation of cone photoreceptors has been deemed medically relevant as a therapy aimed at preventing blindness in patients with RP. Cones rely on aerobic glycolysis to supply the metabolites necessary for outer segment (OS) renewal and maintenance. The rod-derived cone viability factor (RdCVF), a protein secreted by the rod photoreceptors that preserves the cones, accelerates the flow of glucose into the cone cell stimulating aerobic glycolysis. This dissertation presents and analyzes ordinary differential equation (ODE) models of cellular and molecular level photoreceptor interactions in health and disease to examine mechanisms leading to blindness in patients with RP. First, a mathematical model composed of four ODEs is formulated to investigate the progression of RP, accounting for the new understanding of RdCVF’s role in enhancing cone survival. A mathematical analysis is performed, and stability and bifurcation analyses are used to explore various pathways to blindness. Experimental data are used for parameter estimation and model validation. The numerical results are framed in terms of four stages in the progression of RP. Sensitivity analysis is used to determine mechanisms that have a significant affect on the cones at each stage of RP. Utilizing a non-dimensional form of the RP model, a numerical bifurcation analysis via MATCONT revealed the existence of stable limit cycles at two stages of RP. Next, a novel eleven dimensional ODE model of molecular and cellular level interactions is described. The subsequent analysis is used to uncover mechanisms that affect cone photoreceptor functionality and vitality. Preliminary simulations show the existence of oscillatory behavior which is anticipated when all processes are functioning properly. Additional simulations are carried out to explore the impact of a reduction in the concentration of RdCVF coupled with disruption in the metabolism associated with cone OS shedding, and confirms cone-on-rod reliance. The simulation results are compared with experimental data. Finally, four cases are considered, and a sensitivity analysis is performed to reveal mechanisms that significantly impact the cones in each case. === Dissertation/Thesis === Doctoral Dissertation Applied Mathematics 2020
author2 Brager, Danielle Christine (Author)
author_facet Brager, Danielle Christine (Author)
title Modeling and Analyzing the Progression of Retinitis Pigmentosa
title_short Modeling and Analyzing the Progression of Retinitis Pigmentosa
title_full Modeling and Analyzing the Progression of Retinitis Pigmentosa
title_fullStr Modeling and Analyzing the Progression of Retinitis Pigmentosa
title_full_unstemmed Modeling and Analyzing the Progression of Retinitis Pigmentosa
title_sort modeling and analyzing the progression of retinitis pigmentosa
publishDate 2020
url http://hdl.handle.net/2286/R.I.62815
_version_ 1719368823451156480