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CT-DERIVED PARAVERTEBRAL MUSCLE RADIOMIC FEATURES ARE ASSOCIATED WITH MORTALITY IN THE MROS STUDY

The purpose was to determine if CT-derived radiomic features (biomarkers of muscle heterogeneity) are associated with all-cause mortality (independent of muscle size and density) in 2644 men (mean age 74.0) in the MrOS Study. Our fully-automated machine learning algorithm determined paraspinous musc...

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Autores principales: Lenchik, Leon, Webber, Katey, Orwoll, Eric, Cauley, Jane A, Cawthon, Peggy, Ensrud, Kristine
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9767155/
http://dx.doi.org/10.1093/geroni/igac059.3091
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author Lenchik, Leon
Webber, Katey
Orwoll, Eric
Cauley, Jane A
Cawthon, Peggy
Ensrud, Kristine
author_facet Lenchik, Leon
Webber, Katey
Orwoll, Eric
Cauley, Jane A
Cawthon, Peggy
Ensrud, Kristine
author_sort Lenchik, Leon
collection PubMed
description The purpose was to determine if CT-derived radiomic features (biomarkers of muscle heterogeneity) are associated with all-cause mortality (independent of muscle size and density) in 2644 men (mean age 74.0) in the MrOS Study. Our fully-automated machine learning algorithm determined paraspinous muscle area and density. We also identified 75 radiomic features of muscle texture at the level of T12 vertebra. We used factor analysis to reduce the number of radiomic features into latent variables that explain the underlying data. Association of these factors, muscle cross-sectional area, and muscle density with all-cause mortality was determined using Cox proportional hazards models adjusted for CT-derived muscle area and density CT parameters (scanner model, slice thickness, tube current), participant age, height, total body fat, grip strength, walking speed, leg power, diabetes status, physical activity, self-reported health, and number of medications. Multiple comparisons were accounted for using false discovery rate testing. After a mean 13.3 ± 5.9 years of follow-up, 1945 (73.6%) men died. Muscle area and density and all 6 radiomic factors identified were significantly different in survivors compared with deceased. In fully adjusted models, 54 of 75 (72%) individual radiomic features were significantly associated with mortality. In fully adjusted models, low muscle density (HR/SD increment = 0.85; CI = 0.75,0.99), radiomic Factor 1 (HR/SD increment = 0.76; CI = 0.62,0.95), radiomic Factor 2 (HR/SD increment = 1.47, CI =1.23, 1.76) but not muscle area (HR/SD increment: 1.18, CI = 0.94, 1.48) or the other radiomic factors identified, were independently associated with mortality.
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spelling pubmed-97671552022-12-21 CT-DERIVED PARAVERTEBRAL MUSCLE RADIOMIC FEATURES ARE ASSOCIATED WITH MORTALITY IN THE MROS STUDY Lenchik, Leon Webber, Katey Orwoll, Eric Cauley, Jane A Cawthon, Peggy Ensrud, Kristine Innov Aging Late Breaking Abstracts The purpose was to determine if CT-derived radiomic features (biomarkers of muscle heterogeneity) are associated with all-cause mortality (independent of muscle size and density) in 2644 men (mean age 74.0) in the MrOS Study. Our fully-automated machine learning algorithm determined paraspinous muscle area and density. We also identified 75 radiomic features of muscle texture at the level of T12 vertebra. We used factor analysis to reduce the number of radiomic features into latent variables that explain the underlying data. Association of these factors, muscle cross-sectional area, and muscle density with all-cause mortality was determined using Cox proportional hazards models adjusted for CT-derived muscle area and density CT parameters (scanner model, slice thickness, tube current), participant age, height, total body fat, grip strength, walking speed, leg power, diabetes status, physical activity, self-reported health, and number of medications. Multiple comparisons were accounted for using false discovery rate testing. After a mean 13.3 ± 5.9 years of follow-up, 1945 (73.6%) men died. Muscle area and density and all 6 radiomic factors identified were significantly different in survivors compared with deceased. In fully adjusted models, 54 of 75 (72%) individual radiomic features were significantly associated with mortality. In fully adjusted models, low muscle density (HR/SD increment = 0.85; CI = 0.75,0.99), radiomic Factor 1 (HR/SD increment = 0.76; CI = 0.62,0.95), radiomic Factor 2 (HR/SD increment = 1.47, CI =1.23, 1.76) but not muscle area (HR/SD increment: 1.18, CI = 0.94, 1.48) or the other radiomic factors identified, were independently associated with mortality. Oxford University Press 2022-12-20 /pmc/articles/PMC9767155/ http://dx.doi.org/10.1093/geroni/igac059.3091 Text en © The Author(s) 2022. Published by Oxford University Press on behalf of The Gerontological Society of America. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Late Breaking Abstracts
Lenchik, Leon
Webber, Katey
Orwoll, Eric
Cauley, Jane A
Cawthon, Peggy
Ensrud, Kristine
CT-DERIVED PARAVERTEBRAL MUSCLE RADIOMIC FEATURES ARE ASSOCIATED WITH MORTALITY IN THE MROS STUDY
title CT-DERIVED PARAVERTEBRAL MUSCLE RADIOMIC FEATURES ARE ASSOCIATED WITH MORTALITY IN THE MROS STUDY
title_full CT-DERIVED PARAVERTEBRAL MUSCLE RADIOMIC FEATURES ARE ASSOCIATED WITH MORTALITY IN THE MROS STUDY
title_fullStr CT-DERIVED PARAVERTEBRAL MUSCLE RADIOMIC FEATURES ARE ASSOCIATED WITH MORTALITY IN THE MROS STUDY
title_full_unstemmed CT-DERIVED PARAVERTEBRAL MUSCLE RADIOMIC FEATURES ARE ASSOCIATED WITH MORTALITY IN THE MROS STUDY
title_short CT-DERIVED PARAVERTEBRAL MUSCLE RADIOMIC FEATURES ARE ASSOCIATED WITH MORTALITY IN THE MROS STUDY
title_sort ct-derived paravertebral muscle radiomic features are associated with mortality in the mros study
topic Late Breaking Abstracts
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9767155/
http://dx.doi.org/10.1093/geroni/igac059.3091
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