Exploring adipogenic and myogenic circulatory biomarkers of recurrent pressure injury risk for persons with spinal cord injury

Purpose: To investigate linkages between circulatory adipogenic and myogenic biomarkers, gluteal intramuscular adipose tissue (IMAT), and pressure injury (PrI) history following spinal cord injury (SCI). Methods: This is an observational repeated-measures study of 30 individuals with SCI. Whole b...

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Main Authors: Kath M. Bogie, Katelyn Schwartz, Youjin Li, Shengxuan Wang, Wei Dai, Jiayang Sun
Format: Article
Language:English
Published: AboutScience Srl 2020-09-01
Series:Journal of Circulating Biomarkers
Subjects:
Online Access:https://journals.aboutscience.eu/index.php/jcb/article/view/2121
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spelling doaj-72e887bc42bb45858921ca3f5f32d1262021-01-07T15:07:23ZengAboutScience SrlJournal of Circulating Biomarkers1849-45442020-09-01911710.33393/jcb.2020.2121Exploring adipogenic and myogenic circulatory biomarkers of recurrent pressure injury risk for persons with spinal cord injuryKath M. Bogie0Katelyn Schwartz1Youjin Li 2Shengxuan Wang3Wei Dai4Jiayang Sun5Case Western Reserve University, Departments of Orthopaedics and Biomedical Engineering, Cleveland, Ohio and Louis Stokes Cleveland Veterans Affairs Medical Center (LSCVAMC), Research Service, Cleveland, Ohio - USALouis Stokes Cleveland Veterans Affairs Medical Center (LSCVAMC), Research Service, Cleveland, Ohio - USACase Western Reserve University, Department of Population & Quantitative Health Sciences, Cleveland, Ohio - USA Case WesternReserve University, Department of Population & Quantitative Health Sciences, Cleveland, Ohio - USA Case WesternReserve University, Department of Population & Quantitative Health Sciences, Cleveland, Ohio - USA Department of Statistics, George Mason University, Fairfax, Virginia - USAPurpose: To investigate linkages between circulatory adipogenic and myogenic biomarkers, gluteal intramuscular adipose tissue (IMAT), and pressure injury (PrI) history following spinal cord injury (SCI). Methods: This is an observational repeated-measures study of 30 individuals with SCI. Whole blood was collected regularly over 2-3 years. Circulatory adipogenic and myogenic gene expression was determined. IMAT was defined as above/below 15% (IMATd) or percentage (IMAT%). PrI history was defined as recurrent PrI (RPrI) or PrI number (nPrI). Model development used R packages (version 3.5.1). Univariate analysis screened for discriminating genes for downstream multivariate and combined models of averaged and longitudinal data for binary (RPrI/IMATd) and finer scales (nPrI/IMAT%). Results: For adipogenesis, Krüppel-like factor 4 was the top RPrI predictor together with resistin and cyclin D1, and sirtuin 2 was the top IMAT predictor. For myogenesis, the top RPrI predictor was dysferlin 2B, and pyruvate dehydrogenase kinase-4 was the top IMAT predictor together with dystrophin. Conclusion: Circulatory adipogenic and myogenic biomarkers have statistically significant relationships with PrI history and IMAT for persons with SCI. Biomarkers of interest may act synergistically or additively. Variable importance rankings can reveal nonlinear correlations among the predictors. Biomarkers of interest may act synergistically or additively, thus multiple genes may need to be included for prediction with finer distinction.https://journals.aboutscience.eu/index.php/jcb/article/view/2121adipogenesis genescirculatory biomarkersmyogenesis genesrecurrent pressure injuryspinal cord injury
collection DOAJ
language English
format Article
sources DOAJ
author Kath M. Bogie
Katelyn Schwartz
Youjin Li
Shengxuan Wang
Wei Dai
Jiayang Sun
spellingShingle Kath M. Bogie
Katelyn Schwartz
Youjin Li
Shengxuan Wang
Wei Dai
Jiayang Sun
Exploring adipogenic and myogenic circulatory biomarkers of recurrent pressure injury risk for persons with spinal cord injury
Journal of Circulating Biomarkers
adipogenesis genes
circulatory biomarkers
myogenesis genes
recurrent pressure injury
spinal cord injury
author_facet Kath M. Bogie
Katelyn Schwartz
Youjin Li
Shengxuan Wang
Wei Dai
Jiayang Sun
author_sort Kath M. Bogie
title Exploring adipogenic and myogenic circulatory biomarkers of recurrent pressure injury risk for persons with spinal cord injury
title_short Exploring adipogenic and myogenic circulatory biomarkers of recurrent pressure injury risk for persons with spinal cord injury
title_full Exploring adipogenic and myogenic circulatory biomarkers of recurrent pressure injury risk for persons with spinal cord injury
title_fullStr Exploring adipogenic and myogenic circulatory biomarkers of recurrent pressure injury risk for persons with spinal cord injury
title_full_unstemmed Exploring adipogenic and myogenic circulatory biomarkers of recurrent pressure injury risk for persons with spinal cord injury
title_sort exploring adipogenic and myogenic circulatory biomarkers of recurrent pressure injury risk for persons with spinal cord injury
publisher AboutScience Srl
series Journal of Circulating Biomarkers
issn 1849-4544
publishDate 2020-09-01
description Purpose: To investigate linkages between circulatory adipogenic and myogenic biomarkers, gluteal intramuscular adipose tissue (IMAT), and pressure injury (PrI) history following spinal cord injury (SCI). Methods: This is an observational repeated-measures study of 30 individuals with SCI. Whole blood was collected regularly over 2-3 years. Circulatory adipogenic and myogenic gene expression was determined. IMAT was defined as above/below 15% (IMATd) or percentage (IMAT%). PrI history was defined as recurrent PrI (RPrI) or PrI number (nPrI). Model development used R packages (version 3.5.1). Univariate analysis screened for discriminating genes for downstream multivariate and combined models of averaged and longitudinal data for binary (RPrI/IMATd) and finer scales (nPrI/IMAT%). Results: For adipogenesis, Krüppel-like factor 4 was the top RPrI predictor together with resistin and cyclin D1, and sirtuin 2 was the top IMAT predictor. For myogenesis, the top RPrI predictor was dysferlin 2B, and pyruvate dehydrogenase kinase-4 was the top IMAT predictor together with dystrophin. Conclusion: Circulatory adipogenic and myogenic biomarkers have statistically significant relationships with PrI history and IMAT for persons with SCI. Biomarkers of interest may act synergistically or additively. Variable importance rankings can reveal nonlinear correlations among the predictors. Biomarkers of interest may act synergistically or additively, thus multiple genes may need to be included for prediction with finer distinction.
topic adipogenesis genes
circulatory biomarkers
myogenesis genes
recurrent pressure injury
spinal cord injury
url https://journals.aboutscience.eu/index.php/jcb/article/view/2121
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