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...

Full description

Bibliographic Details
Main Authors: Ana Torres-Costoso, Miriam Garrido-Miguel, Luis Gracia-Marco, Purificación López-Muñoz, Sara Reina-Gutiérrez, Sergio Núñez de Arenas-Arroyo, Vicente Martínez-Vizcaíno
Format: Article
Language:English
Published: MDPI AG 2021-02-01
Series:Nutrients
Subjects:
Online Access:https://www.mdpi.com/2072-6643/13/2/518
id doaj-2b1af1c2b12644978a39814ccd5e1985
record_format Article
spelling 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
work_keys_str_mv AT anatorrescostoso thefatbutfitparadigmandbonehealthinyoungadultsaclusteranalysis
AT miriamgarridomiguel thefatbutfitparadigmandbonehealthinyoungadultsaclusteranalysis
AT luisgraciamarco thefatbutfitparadigmandbonehealthinyoungadultsaclusteranalysis
AT purificacionlopezmunoz thefatbutfitparadigmandbonehealthinyoungadultsaclusteranalysis
AT sarareinagutierrez thefatbutfitparadigmandbonehealthinyoungadultsaclusteranalysis
AT sergionunezdearenasarroyo thefatbutfitparadigmandbonehealthinyoungadultsaclusteranalysis
AT vicentemartinezvizcaino thefatbutfitparadigmandbonehealthinyoungadultsaclusteranalysis
AT anatorrescostoso fatbutfitparadigmandbonehealthinyoungadultsaclusteranalysis
AT miriamgarridomiguel fatbutfitparadigmandbonehealthinyoungadultsaclusteranalysis
AT luisgraciamarco fatbutfitparadigmandbonehealthinyoungadultsaclusteranalysis
AT purificacionlopezmunoz fatbutfitparadigmandbonehealthinyoungadultsaclusteranalysis
AT sarareinagutierrez fatbutfitparadigmandbonehealthinyoungadultsaclusteranalysis
AT sergionunezdearenasarroyo fatbutfitparadigmandbonehealthinyoungadultsaclusteranalysis
AT vicentemartinezvizcaino fatbutfitparadigmandbonehealthinyoungadultsaclusteranalysis
_version_ 1724282703273000960