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Associations of Texture Features of Proton Density Fat Fraction Maps between Lumbar Vertebral Bone Marrow and Paraspinal Musculature
Chemical shift encoding-based water–fat MRI (CSE-MRI)-derived proton density fat fraction (PDFF) has been used for non-invasive assessment of regional body fat distributions. More recently, texture analysis (TA) has been proposed to reveal even more detailed information about the vertebral or muscul...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9495779/ https://www.ncbi.nlm.nih.gov/pubmed/36140176 http://dx.doi.org/10.3390/biomedicines10092075 |
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author | Leonhardt, Yannik Dieckmeyer, Michael Zoffl, Florian Feuerriegel, Georg C. Sollmann, Nico Junker, Daniela Greve, Tobias Holzapfel, Christina Hauner, Hans Subburaj, Karupppasamy Kirschke, Jan S. Karampinos, Dimitrios C. Zimmer, Claus Makowski, Marcus R. Baum, Thomas Burian, Egon |
author_facet | Leonhardt, Yannik Dieckmeyer, Michael Zoffl, Florian Feuerriegel, Georg C. Sollmann, Nico Junker, Daniela Greve, Tobias Holzapfel, Christina Hauner, Hans Subburaj, Karupppasamy Kirschke, Jan S. Karampinos, Dimitrios C. Zimmer, Claus Makowski, Marcus R. Baum, Thomas Burian, Egon |
author_sort | Leonhardt, Yannik |
collection | PubMed |
description | Chemical shift encoding-based water–fat MRI (CSE-MRI)-derived proton density fat fraction (PDFF) has been used for non-invasive assessment of regional body fat distributions. More recently, texture analysis (TA) has been proposed to reveal even more detailed information about the vertebral or muscular composition beyond PDFF. The aim of this study was to investigate associations between vertebral bone marrow and paraspinal muscle texture features derived from CSE-MRI-based PDFF maps in a cohort of healthy subjects. In this study, 44 healthy subjects (13 males, 55 ± 30 years; 31 females, 39 ± 17 years) underwent 3T MRI including a six-echo three-dimensional (3D) spoiled gradient echo sequence used for CSE-MRI at the lumbar spine and the paraspinal musculature. The erector spinae muscles (ES), the psoas muscles (PS), and the vertebral bodies L1-4 (LS) were manually segmented. Mean PDFF values and texture features were extracted for each compartment. Features were compared between males and females using logistic regression analysis adjusted for age and body mass index (BMI). All texture features of ES except for Sum Average were significantly (p < 0.05) different between men and women. The three global texture features (Variance, Skewness, Kurtosis) for PS as well as LS showed a significant difference between male and female subjects (p < 0.05). Mean PDFF measured in PS and ES was significantly higher in females, but no difference was found for the vertebral bone marrow’s PDFF. Partial correlation analysis between the texture features of the spine and the paraspinal muscles revealed a highly significant correlation for Variance(global) (r = 0.61 for ES, r = 0.62 for PS; p < 0.001 respectively). Texture analysis using PDFF maps based on CSE-MRI revealed differences between healthy male and female subjects. Global texture features in the lumbar vertebral bone marrow allowed for differentiation between men and women, when the overall PDFF was not significantly different, indicating that PDFF maps may contain detailed and subtle textural information beyond fat fraction. The observed significant correlation of Variance(global) suggests a metabolic interrelationship between vertebral bone marrow and the paraspinal muscles. |
format | Online Article Text |
id | pubmed-9495779 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-94957792022-09-23 Associations of Texture Features of Proton Density Fat Fraction Maps between Lumbar Vertebral Bone Marrow and Paraspinal Musculature Leonhardt, Yannik Dieckmeyer, Michael Zoffl, Florian Feuerriegel, Georg C. Sollmann, Nico Junker, Daniela Greve, Tobias Holzapfel, Christina Hauner, Hans Subburaj, Karupppasamy Kirschke, Jan S. Karampinos, Dimitrios C. Zimmer, Claus Makowski, Marcus R. Baum, Thomas Burian, Egon Biomedicines Article Chemical shift encoding-based water–fat MRI (CSE-MRI)-derived proton density fat fraction (PDFF) has been used for non-invasive assessment of regional body fat distributions. More recently, texture analysis (TA) has been proposed to reveal even more detailed information about the vertebral or muscular composition beyond PDFF. The aim of this study was to investigate associations between vertebral bone marrow and paraspinal muscle texture features derived from CSE-MRI-based PDFF maps in a cohort of healthy subjects. In this study, 44 healthy subjects (13 males, 55 ± 30 years; 31 females, 39 ± 17 years) underwent 3T MRI including a six-echo three-dimensional (3D) spoiled gradient echo sequence used for CSE-MRI at the lumbar spine and the paraspinal musculature. The erector spinae muscles (ES), the psoas muscles (PS), and the vertebral bodies L1-4 (LS) were manually segmented. Mean PDFF values and texture features were extracted for each compartment. Features were compared between males and females using logistic regression analysis adjusted for age and body mass index (BMI). All texture features of ES except for Sum Average were significantly (p < 0.05) different between men and women. The three global texture features (Variance, Skewness, Kurtosis) for PS as well as LS showed a significant difference between male and female subjects (p < 0.05). Mean PDFF measured in PS and ES was significantly higher in females, but no difference was found for the vertebral bone marrow’s PDFF. Partial correlation analysis between the texture features of the spine and the paraspinal muscles revealed a highly significant correlation for Variance(global) (r = 0.61 for ES, r = 0.62 for PS; p < 0.001 respectively). Texture analysis using PDFF maps based on CSE-MRI revealed differences between healthy male and female subjects. Global texture features in the lumbar vertebral bone marrow allowed for differentiation between men and women, when the overall PDFF was not significantly different, indicating that PDFF maps may contain detailed and subtle textural information beyond fat fraction. The observed significant correlation of Variance(global) suggests a metabolic interrelationship between vertebral bone marrow and the paraspinal muscles. MDPI 2022-08-25 /pmc/articles/PMC9495779/ /pubmed/36140176 http://dx.doi.org/10.3390/biomedicines10092075 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Leonhardt, Yannik Dieckmeyer, Michael Zoffl, Florian Feuerriegel, Georg C. Sollmann, Nico Junker, Daniela Greve, Tobias Holzapfel, Christina Hauner, Hans Subburaj, Karupppasamy Kirschke, Jan S. Karampinos, Dimitrios C. Zimmer, Claus Makowski, Marcus R. Baum, Thomas Burian, Egon Associations of Texture Features of Proton Density Fat Fraction Maps between Lumbar Vertebral Bone Marrow and Paraspinal Musculature |
title | Associations of Texture Features of Proton Density Fat Fraction Maps between Lumbar Vertebral Bone Marrow and Paraspinal Musculature |
title_full | Associations of Texture Features of Proton Density Fat Fraction Maps between Lumbar Vertebral Bone Marrow and Paraspinal Musculature |
title_fullStr | Associations of Texture Features of Proton Density Fat Fraction Maps between Lumbar Vertebral Bone Marrow and Paraspinal Musculature |
title_full_unstemmed | Associations of Texture Features of Proton Density Fat Fraction Maps between Lumbar Vertebral Bone Marrow and Paraspinal Musculature |
title_short | Associations of Texture Features of Proton Density Fat Fraction Maps between Lumbar Vertebral Bone Marrow and Paraspinal Musculature |
title_sort | associations of texture features of proton density fat fraction maps between lumbar vertebral bone marrow and paraspinal musculature |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9495779/ https://www.ncbi.nlm.nih.gov/pubmed/36140176 http://dx.doi.org/10.3390/biomedicines10092075 |
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