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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley & Sons, Inc.
2021
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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. |
format | Online Article Text |
id | pubmed-8717112 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | John Wiley & Sons, Inc. |
record_format | MEDLINE/PubMed |
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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