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Patient‐specific apparent diffusion maps used to model nutrient availability in degenerated intervertebral discs

INTRODUCTION: In this study, magnetic resonance imaging data was used to (1) model IVD‐specific gradients of glucose, oxygen, lactate, and pH; and (2) investigate possible effects of covariate factors (i.e., disc geometry, and mean apparent diffusion coefficient values) on the IVD’s microenvironment...

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Autores principales: Shalash, Ward, Ahrens, Sonia R., Bardonova, Liudmila A., Byvaltsev, Vadim A., Giers, Morgan B.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley & Sons, Inc. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8717112/
https://www.ncbi.nlm.nih.gov/pubmed/35005445
http://dx.doi.org/10.1002/jsp2.1179
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author Shalash, Ward
Ahrens, Sonia R.
Bardonova, Liudmila A.
Byvaltsev, Vadim A.
Giers, Morgan B.
author_facet Shalash, Ward
Ahrens, Sonia R.
Bardonova, Liudmila A.
Byvaltsev, Vadim A.
Giers, Morgan B.
author_sort Shalash, Ward
collection PubMed
description INTRODUCTION: In this study, magnetic resonance imaging data was used to (1) model IVD‐specific gradients of glucose, oxygen, lactate, and pH; and (2) investigate possible effects of covariate factors (i.e., disc geometry, and mean apparent diffusion coefficient values) on the IVD’s microenvironment. Mathematical modeling of the patient’s specific IVD microenvironment could be important when selecting patients for stem cell therapy due to the increased nutrient demand created by that treatment. MATERIALS AND METHODS: Disc geometry and water diffusion coefficients were extracted from MRIs of 37 patients using sagittal T1‐weighted images, T2‐weighted images, and ADC Maps. A 2‐D steady state finite element mathematical model was developed in COMSOL Multiphysics® 5.4 to compute concentration maps of glucose, oxygen, lactate and pH. RESULTS: Concentration of nutrients (i.e., glucose, and oxygen) dropped with increasing distance from the cartilaginous endplates (CEP), whereas acidity levels increased. Most discs experienced poor nutrient levels along with high acidity values in the inner annulus fibrosus (AF). The disc’s physiological microenvironment became more deficient as degeneration progressed. For example, minimum glucose concentration in grade 4 dropped by 31.1% compared to grade 3 (p < 0.0001). The model further suggested a strong effect of the following parameters: disc size, AF and CEP diffusivities, metabolic reactions, and cell density on solute concentrations in the disc (p < 0.05). CONCLUSION: The significance of this work implies that the individual morphology and physiological conditions of each disc, even among discs of the same Pfirrmann grade, should be evaluated when modeling IVD solute concentrations.
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spelling pubmed-87171122022-01-06 Patient‐specific apparent diffusion maps used to model nutrient availability in degenerated intervertebral discs Shalash, Ward Ahrens, Sonia R. Bardonova, Liudmila A. Byvaltsev, Vadim A. Giers, Morgan B. JOR Spine Research Articles INTRODUCTION: In this study, magnetic resonance imaging data was used to (1) model IVD‐specific gradients of glucose, oxygen, lactate, and pH; and (2) investigate possible effects of covariate factors (i.e., disc geometry, and mean apparent diffusion coefficient values) on the IVD’s microenvironment. Mathematical modeling of the patient’s specific IVD microenvironment could be important when selecting patients for stem cell therapy due to the increased nutrient demand created by that treatment. MATERIALS AND METHODS: Disc geometry and water diffusion coefficients were extracted from MRIs of 37 patients using sagittal T1‐weighted images, T2‐weighted images, and ADC Maps. A 2‐D steady state finite element mathematical model was developed in COMSOL Multiphysics® 5.4 to compute concentration maps of glucose, oxygen, lactate and pH. RESULTS: Concentration of nutrients (i.e., glucose, and oxygen) dropped with increasing distance from the cartilaginous endplates (CEP), whereas acidity levels increased. Most discs experienced poor nutrient levels along with high acidity values in the inner annulus fibrosus (AF). The disc’s physiological microenvironment became more deficient as degeneration progressed. For example, minimum glucose concentration in grade 4 dropped by 31.1% compared to grade 3 (p < 0.0001). The model further suggested a strong effect of the following parameters: disc size, AF and CEP diffusivities, metabolic reactions, and cell density on solute concentrations in the disc (p < 0.05). CONCLUSION: The significance of this work implies that the individual morphology and physiological conditions of each disc, even among discs of the same Pfirrmann grade, should be evaluated when modeling IVD solute concentrations. John Wiley & Sons, Inc. 2021-11-22 /pmc/articles/PMC8717112/ /pubmed/35005445 http://dx.doi.org/10.1002/jsp2.1179 Text en © 2021 The Authors. JOR Spine published by Wiley Periodicals LLC on behalf of Orthopaedic Research Society. https://creativecommons.org/licenses/by-nc/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.
spellingShingle Research Articles
Shalash, Ward
Ahrens, Sonia R.
Bardonova, Liudmila A.
Byvaltsev, Vadim A.
Giers, Morgan B.
Patient‐specific apparent diffusion maps used to model nutrient availability in degenerated intervertebral discs
title Patient‐specific apparent diffusion maps used to model nutrient availability in degenerated intervertebral discs
title_full Patient‐specific apparent diffusion maps used to model nutrient availability in degenerated intervertebral discs
title_fullStr Patient‐specific apparent diffusion maps used to model nutrient availability in degenerated intervertebral discs
title_full_unstemmed Patient‐specific apparent diffusion maps used to model nutrient availability in degenerated intervertebral discs
title_short Patient‐specific apparent diffusion maps used to model nutrient availability in degenerated intervertebral discs
title_sort patient‐specific apparent diffusion maps used to model nutrient availability in degenerated intervertebral discs
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8717112/
https://www.ncbi.nlm.nih.gov/pubmed/35005445
http://dx.doi.org/10.1002/jsp2.1179
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