ArticlePloS one2015
BMI as a mediator of the relationship between muscular fitness and cardiometabolic risk in children: a mediation analysis.
Article in PloS one, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 35 papers, 2 of them syntheses that pooled it.
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Who cites it
35 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Muscular Fitness and Cardiometabolic Variables in Children and Adolescents: A Systematic Review.Sports medicine (Auckland, N.Z.) · 2022Pooled it
- School-based physical activity programs for promoting physical activity and fitness in children and adolescents aged 6 to 18.The Cochrane database of systematic reviews · 2021Pooled it
- Trial
- Lower body muscular strength as a predictor of health indicators in youth population: A systematic review and meta-analysis.Sports medicine and health science · 2026Review
- Assessment of Overall Muscle Strength in Children and Adolescents Using Handheld Dynamometry: A Systematic Review of Reference Values and Quality of Data.Journal of clinical medicine · 2025Review
- Correlates of hand grip strength in a cohort of older Nigerian Africans: Findings from the population-based VALIANT project.The Journal of frailty & aging · 2025Article
- Exploring the link between metabolic syndrome risk and physical fitness in children with obesity: a cross-sectional study.European journal of pediatrics · 2025Article
- Handgrip Strength in Children and Adolescents Aged 3 to 16 Years and Residing in Spain: New Reference Values.Children (Basel, Switzerland) · 2025Article
- Association between handgrip strength and hypertension in children and adolescents: an analysis of the National Health and Nutrition Examination Survey 2011-2014.Frontiers in pediatrics · 2025Article
- Mediation of obesity-related variables in the association between physical fitness and cardiometabolic risk in children and adolescents: a systematic review and meta-analysis.BMJ open sport & exercise medicine · 2025Article
- Accelerometer-Measured Physical Activity, Fitness and Indicators of Cardiometabolic Risk among Rural Adolescents: A Cross-Sectional Study at 15-Year Follow-up of the MINIMat Cohort.Journal of epidemiology and global health · 2024Article
- Role of muscle mass in the association between handgrip strength and blood pressure in children and adolescents.Journal of human hypertension · 2024Article
- The Effects of a Physical Activity Intervention on Adiposity, Physical Fitness and Motor Competence: A School-Based, Non-Randomized Controlled Trial.Children (Basel, Switzerland) · 2024Article
- Mediation role of cardiorespiratory fitness on association of physical activity and physical literacy among 8-12 years old children: the PAK-IPPL cross-sectional study.Frontiers in pediatrics · 2024Article
- Reduced muscle strength in patients with long-COVID-19 syndrome is mediated by limb muscle mass.Journal of applied physiology (Bethesda, Md. : 1985) · 2023Article
- Cross-sectional association between physical fitness and cardiometabolic risk in Chilean schoolchildren: the fat but fit paradox.Translational pediatrics · 2022Article
- Muscle strength and its association with cardiometabolic variables in adolescents: does the expression of muscle strength values matter?World journal of pediatrics : WJP · 2021Article
- Determination of hand grip strength and its correlates during pregnancy: a cross-sectional study.BMC pregnancy and childbirth · 2021Article
- Mediation role of cardiorespiratory fitness on the association between fatness and cardiometabolic risk in European adolescents: The HELENA study.Journal of sport and health science · 2021Article
- Plasma Interleukin-10 and Cholesterol Levels May Inform about Interdependences between Fitness and Fatness in Healthy Individuals.International journal of environmental research and public health · 2021Article
Corrections and comments
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Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectiveMuscular fitness levels have been associated with cardiometabolic risk in children, although whether body weight acts as a confounder or as an intermediate variable in this relationship remains controversial. The aim of this study was to examine whether the association between muscular fitness and cardiometabolic risk factors is mediated by body mass index (BMI). DESIGN AND
methodsCross-sectional study using a sample of 1158 schoolchildren aged 8-11 years from the province of Cuenca, Spain. We measured anthropometrics and biochemical variables and we calculated a muscular fitness index as the sum of z-scores of handgrip dynamometry/weight and standing long jump, and we estimated a previously validated cardiometabolic risk index (CMRI). Linear regression models were fitted for mediation analysis to assess whether the association between muscular fitness and cardiometabolic risk was mediated by BMI.
resultsChildren with normal weight (NW) had a better cardiometabolic risk profile than their overweight (OW) or obese (OB) peers after controlling for muscular fitness. Marginal estimated mean ± SE values for NW, OW and OB categories of CMRI were -0.75 ± 0.06 < 0.84 ± 0.10 < 2.18 ± 0.16 in boys and -0.73 ± 0.06 < 0.96 ± 0.10 < 2.71 ± 0.17 in girls, both p < 0.001. Children with higher levels of muscular fitness had a better cardiometabolic risk profile (CMRI marginal estimated mean ± SE 1.04 ± 0.13 > 0.05 ± 0.09 >-1.16 ± 0.13 for lower, middle and upper quartiles of muscular fitness in boys and 1.01 ± 0.16 > 0.10 ± 0.09 > -1.02 ± 0.15 in girls, both p < 0.001), but differences disappeared when controlling for BMI. BMI acted as a full mediator between muscular fitness and most cardiometabolic risk factors (Sobel test z = -11.44 for boys; z = -11.83 for girls; p < 0.001 in CMRI mediation model) and as a partial mediator in the case of waist circumference (Sobel test z=-14.86 for boys; z=-14.51 for girls; p<0.001).
conclusionsBMI mediates the association between muscular fitness and cardiometabolic risk in schoolchildren. Overall, good muscular fitness is associated with lower cardiometabolic risk, but particularly when accompanied by normal weight.
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