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Gasperín-Rodríguez EI, Gómez-Figueroa JA, Gómez-Miranda LM, Ríos-Gallardo PT, Palmeros-Exsome C, Hernández-Lepe MA, Moncada-Jiménez J, Bonilla DA. Body Composition Profiles of Applicants to a Physical Education and Sports Major in Southeastern Mexico. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph192315685. [PMID: 36497779 PMCID: PMC9735584 DOI: 10.3390/ijerph192315685] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/28/2022] [Revised: 11/15/2022] [Accepted: 11/16/2022] [Indexed: 05/07/2023]
Abstract
This study aimed to determine the body composition profile of candidates applying for a Physical Education and Sports major. 327 young adults (F: 87, M: 240) participated in this cross-sectional study. Nutritional status and body composition analysis were performed, and the profiles were generated using an unsupervised machine learning algorithm. Body mass index (BMI), percentage of fat mass (%FM), percentage of muscle mass (%MM), metabolic age (MA), basal metabolic rate (BMR), and visceral fat level (VFL) were used as input variables. BMI values were normal-weight although VFL was significantly higher in men (<0.001; η2 = 0.104). MA was positively correlated with BMR (0.81 [0.77, 0.85]; p < 0.01), BMI (0.87 [0.84, 0.90]; p < 0.01), and VFL (0.77 [0.72, 0.81]; p < 0.01). The hierarchical clustering analysis revealed two significantly different age-independent profiles: Cluster 1 (n = 265), applicants of both sexes that were shorter, lighter, with lower adiposity and higher lean mass; and, Cluster 2 (n = 62), a group of overweight male applicants with higher VFL, taller, with lower %MM and estimated energy expended at rest. We identified two profiles that might help universities, counselors and teachers/lecturers to identify applicants in which is necessary to increase physical activity levels and improve dietary habits.
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Affiliation(s)
| | - Julio A. Gómez-Figueroa
- Physical Education, Sport and Recreation School, Veracruzan University, Veracruz 94294, Mexico
| | - Luis M. Gómez-Miranda
- Sports Faculty, Autonomous University of Baja California, Tijuana 22390, Mexico
- Research Group UABC-CA-341 in “Physical Performance and Health”, Autonomous University of Baja California, Tijuana 22390, Mexico
- Correspondence: ; Tel.: +52-664-173-1130
| | | | | | - Marco A. Hernández-Lepe
- Medical and Psychology School, Autonomous University of Baja California, Tijuana 22390, Mexico
| | - José Moncada-Jiménez
- Human Movement Sciences Research Center (CIMOHU), University of Costa Rica, San José 11501, Costa Rica
| | - Diego A. Bonilla
- Research Division, Dynamical Business & Science Society–DBSS International SAS, Bogotá 110311, Colombia
- Research Group in Physical Activity, Sports and Health Sciences—GICAFS, Universidad de Córdoba, Montería 230002, Colombia
- Research Group in Biochemistry and Molecular Biology, Faculty of Sciences and Education, Universidad Distrital Francisco José de Caldas, Bogotá 110311, Colombia
- Sport Genomics Research Group, Department of Genetics, Physical Anthropology and Animal Physiology, Faculty of Science and Technology, University of the Basque Country (UPV/EHU), 48940 Leioa, Spain
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Negreiros CCLD, Berigo MG, Dominoni RL, Vargas DM. Asymptomatic vertebral fractures in patients with low bone mineral density. Rev Assoc Med Bras (1992) 2017; 62:145-50. [PMID: 27167544 DOI: 10.1590/1806-9282.62.02.145] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2014] [Accepted: 09/09/2014] [Indexed: 11/22/2022] Open
Abstract
OBJECTIVE Vertebral fracture assessment (VFA) is a test technique that can be used to detect asymptomatic vertebral fractures (AVF). It uses dual energy X-ray bsorptiometry (DXA) and can be performed concurrently with bone densitometry. This study aims to assess the prevalence of AVF in patients with low bone mass. METHODS Cross-sectional study including 135 individuals with low bone mineral density (BMD) with a T-score < -2.0 standard deviation (SD) in a densitometry clinic located in the city of Blumenau (state of Santa Catarina). Anthropometric, clinical and lifestyle variables were obtained from history-taking and physical examination. Densitometric variables were obtained by bone mineral densitometry and VFA (Explorer, Hollogic®). Vertebral fractures were classified according to the Genant criteria. Student's t, chi-square and logistic regression were performed for statistical analysis. RESULTS AVFs occurred in 24.4% of the subjects. They were older compared to those without AVF (65±9.25 versus 60.1±8.66; p=0.005), and had a history of lowimpact fractures (38.24% versus 19.8%; OR 2.5; p=0.03). Half of the patients that reported steroid therapy had AVFs, compared to one fifth of those who did not use steroids (50% versus 21.49%; OR 3.6; p=0.01). CONCLUSION Asymptomatic vertebral fractures were present in approximately one fourth of patients. The risk factors associated were history of low-impact fracture, use of steroids and age > 61 years.
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Affiliation(s)
| | | | - Robson Luiz Dominoni
- Masters Program in Collective Health, Department of Medicine, Furb, Blumenau, SC, Brazil
| | - Deisi Maria Vargas
- Masters Program in Collective Health, Department of Medicine, Furb, Blumenau, SC, Brazil
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