The “Fat but Fit” Paradigm and Bone Health in Young Adults: A Cluster Analysis
The fat but fit paradox has suggested that obese individuals with good fitness levels have lower cardiometabolic risk compared to individuals with normal weight but lower fitness levels. This paradigm has not been explored in the context of bone health. The aim of this study was to test whether cate...
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doaj-2b1af1c2b12644978a39814ccd5e19852021-02-06T00:01:07ZengMDPI AGNutrients2072-66432021-02-011351851810.3390/nu13020518The “Fat but Fit” Paradigm and Bone Health in Young Adults: A Cluster AnalysisAna Torres-Costoso0Miriam Garrido-Miguel1Luis Gracia-Marco2Purificación López-Muñoz3Sara Reina-Gutiérrez4Sergio Núñez de Arenas-Arroyo5Vicente Martínez-Vizcaíno6Faculty of Physiotherapy and Nursing, University of Castilla La Mancha, 45071 Toledo, SpainHealth and Social Research Center, University of Castilla-La Mancha, 16071 Cuenca, SpainPROFITH “PROmoting FITness and Health Through Physical Activity” Research Group, Sport and Health University Research Institute (iMUDS), Department of Physical Education and Sports, Faculty of Sport Sciences, Universidad de Granada, 18071 Granada, SpainFaculty of Physiotherapy and Nursing, University of Castilla La Mancha, 45071 Toledo, SpainHealth and Social Research Center, University of Castilla-La Mancha, 16071 Cuenca, SpainHealth and Social Research Center, University of Castilla-La Mancha, 16071 Cuenca, SpainHealth and Social Research Center, University of Castilla-La Mancha, 16071 Cuenca, SpainThe fat but fit paradox has suggested that obese individuals with good fitness levels have lower cardiometabolic risk compared to individuals with normal weight but lower fitness levels. This paradigm has not been explored in the context of bone health. The aim of this study was to test whether categories of fat but fit paradigm assessed by body fat percentage and handgrip strength holds up in young adults and to analyze the relationship between fat but fit categories and bone outcomes. Cluster cross-sectional analyses of data from 499 young adults aged 18 to 30 from Toledo and Cuenca, Spain were conducted. Body fat percentage, handgrip strength, bone mineral content (BMC), bone mineral density (BMD), and dietary nutrients such as, proteins, magnesium, calcium, phosphorus, potassium, and vitamin D were assessed. Cluster analysis of body fat percentage and handgrip z scores resulted in a classification of four clusters that could be interpreted according to Fat Unfit (FU), Unfat Unfit (UU), Fat Fit (FF) and Unfat Fit (UF) categories. ANCOVA models showed that young adults in clusters with higher handgrip strength levels (FF, UF) and with higher key bone nutrients levels (UF) had significantly higher total BMC values than their peers in the UU and FU cluster categories, after controlling for sex, age and height. This study provides two novel conclusions in relation to the fat but fit paradigm: first, it confirms the construct of the four clusters of body fat percentage and handgrip strength, and second, it reinforces the predictive validity of the fat but fit paradigm categories, indicating the positive effect, although it may not just be a causal relationship, of muscular strength and key bone nutrients on counteracting the negative effect of obesity on bone health.https://www.mdpi.com/2072-6643/13/2/518bonebody compositionnutrientsfitnessmuscular strengthcollege students |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Ana Torres-Costoso Miriam Garrido-Miguel Luis Gracia-Marco Purificación López-Muñoz Sara Reina-Gutiérrez Sergio Núñez de Arenas-Arroyo Vicente Martínez-Vizcaíno |
spellingShingle |
Ana Torres-Costoso Miriam Garrido-Miguel Luis Gracia-Marco Purificación López-Muñoz Sara Reina-Gutiérrez Sergio Núñez de Arenas-Arroyo Vicente Martínez-Vizcaíno The “Fat but Fit” Paradigm and Bone Health in Young Adults: A Cluster Analysis Nutrients bone body composition nutrients fitness muscular strength college students |
author_facet |
Ana Torres-Costoso Miriam Garrido-Miguel Luis Gracia-Marco Purificación López-Muñoz Sara Reina-Gutiérrez Sergio Núñez de Arenas-Arroyo Vicente Martínez-Vizcaíno |
author_sort |
Ana Torres-Costoso |
title |
The “Fat but Fit” Paradigm and Bone Health in Young Adults: A Cluster Analysis |
title_short |
The “Fat but Fit” Paradigm and Bone Health in Young Adults: A Cluster Analysis |
title_full |
The “Fat but Fit” Paradigm and Bone Health in Young Adults: A Cluster Analysis |
title_fullStr |
The “Fat but Fit” Paradigm and Bone Health in Young Adults: A Cluster Analysis |
title_full_unstemmed |
The “Fat but Fit” Paradigm and Bone Health in Young Adults: A Cluster Analysis |
title_sort |
“fat but fit” paradigm and bone health in young adults: a cluster analysis |
publisher |
MDPI AG |
series |
Nutrients |
issn |
2072-6643 |
publishDate |
2021-02-01 |
description |
The fat but fit paradox has suggested that obese individuals with good fitness levels have lower cardiometabolic risk compared to individuals with normal weight but lower fitness levels. This paradigm has not been explored in the context of bone health. The aim of this study was to test whether categories of fat but fit paradigm assessed by body fat percentage and handgrip strength holds up in young adults and to analyze the relationship between fat but fit categories and bone outcomes. Cluster cross-sectional analyses of data from 499 young adults aged 18 to 30 from Toledo and Cuenca, Spain were conducted. Body fat percentage, handgrip strength, bone mineral content (BMC), bone mineral density (BMD), and dietary nutrients such as, proteins, magnesium, calcium, phosphorus, potassium, and vitamin D were assessed. Cluster analysis of body fat percentage and handgrip z scores resulted in a classification of four clusters that could be interpreted according to Fat Unfit (FU), Unfat Unfit (UU), Fat Fit (FF) and Unfat Fit (UF) categories. ANCOVA models showed that young adults in clusters with higher handgrip strength levels (FF, UF) and with higher key bone nutrients levels (UF) had significantly higher total BMC values than their peers in the UU and FU cluster categories, after controlling for sex, age and height. This study provides two novel conclusions in relation to the fat but fit paradigm: first, it confirms the construct of the four clusters of body fat percentage and handgrip strength, and second, it reinforces the predictive validity of the fat but fit paradigm categories, indicating the positive effect, although it may not just be a causal relationship, of muscular strength and key bone nutrients on counteracting the negative effect of obesity on bone health. |
topic |
bone body composition nutrients fitness muscular strength college students |
url |
https://www.mdpi.com/2072-6643/13/2/518 |
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