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Encarnação IGAD, Cerqueira MS, Almeida PHRF, Oliveira CEPD, Silva AMLDA, Silva DAS, Heymsfield SB, Moreira OC. Comparing digital anthropometrics from mobile applications to reference methods: a scoping review. Eur J Clin Nutr 2025:10.1038/s41430-025-01613-1. [PMID: 40195526 DOI: 10.1038/s41430-025-01613-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2024] [Revised: 03/07/2025] [Accepted: 03/24/2025] [Indexed: 04/09/2025]
Abstract
This scoping review aimed to assess the repeatability and accuracy of Digital Anthropometry by Mobile Application (DAM) compared to reference methods for estimating anthropometric dimensions, body volume (BV), and body composition. A comprehensive search was conducted on December 8th, 2024, without restrictions on language, time, sex, ethnicity, age, or health condition. We found 14 different DAMs across the 23 included studies. Reference methods for each estimated variable were: (a) Body circumferences-tape measure; (b) body mass-calibrated scale; (c) body length-stadiometer; (d) BV-Underwater Weighing; (e) percentage of body fat-Dual energy x-ray absorptiometry (DXA), BOD POD, 3, 4, and 5-compartment models; (f) fat mass and fat-free mass-DXA, 3 and 4-compartment models; (g) appendicular Lean Mass-DXA. DAMs demonstrated high repeatability and accuracy at a mean level in most studies. However, their accuracy is lower at individual-level analysis and for tracking changes over time. Estimated BV showed high accuracy compared to UWW (SEE = 0.68; MD = 0.04 to 0.1; LoA = 2.86), including the BV-derived DAMs integrated into alternative multi-compartment models compared to reference methods. As relatively new methods, DAMs offer numerous possibilities and areas for exploration in future studies. However, caution is advised due to their potentially low or unknown accuracy at the individual level.
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Affiliation(s)
- Irismar Gonçalves Almeida da Encarnação
- Department of Physical Education, Center for Biological and Health Sciences, Federal University of Viçosa, Viçosa, Brazil.
- Academic Department of Education, Federal Institute Southeast of Minas Gerais, Campus Rio Pomba, Brazil.
| | - Matheus Santos Cerqueira
- Academic Department of Education, Federal Institute Southeast of Minas Gerais, Campus Rio Pomba, Brazil
| | | | | | - Analiza Mónica Lopes de Almeida Silva
- Exercise and Health Laboratory, CIPER, Faculdade Motricidade Humana, Universidade de Lisboa, Lisboa, Portugal
- Department of Movement Sciences and Sports, Training, School of Sport Sciences, The University of Jordan, Amman, Jordan
| | | | - Steven B Heymsfield
- Pennington Biomedical Research Center, Louisiana State University System, Baton Rouge, USA
| | - Osvaldo Costa Moreira
- Department of Physical Education, Center for Biological and Health Sciences, Federal University of Viçosa, Viçosa, Brazil
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Serafini S, Charrier D, Izzicupo P, Esparza-Ros F, Vaquero-Cristóbal R, Petri C, Mecherques-Carini M, Baglietto N, Holway F, Tinsley G, Paoli A, Campa F. Anthropometric-based predictive equations developed with multi-component models for estimating body composition in athletes. Eur J Appl Physiol 2025; 125:595-610. [PMID: 39641837 DOI: 10.1007/s00421-024-05672-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2024] [Accepted: 11/18/2024] [Indexed: 12/07/2024]
Abstract
PURPOSE Body composition can be estimated using anthropometric-based regression models, which are population-specific and should not be used interchangeably. However, the widespread availability of predictive equations in the literature makes selecting the most valid equations challenging. This systematic review compiles anthropometric-based predictive equations for estimating body mass components, focusing on those developed specifically for athletes using multicomponent models (i.e. separation of body mass into ≥ 3 components). METHODS Twenty-nine studies published between 2000 and 2024 were identified through a systematic search of international electronic databases (PubMed and Scopus). Studies using substandard procedures or developing predictive equations for non-athletic populations were excluded. RESULTS A total of 40 equations were identified from the 29 studies. Of these, 36 were applicable to males and 17 to females. Twenty-six equations were developed to estimate fat mass, 10 for fat-free mass, three for appendicular lean soft tissue, and one for skeletal muscle mass. Thirteen equations were designed for mixed athletes, while others focused on specific contexts: soccer (n = 8); handball and rugby (n = 3 each); jockeys, swimming, and Gaelic football (n = 2 each); and futsal, padel, basketball, volleyball, American football, karate, and wheelchair athletes (n = 1 each). CONCLUSIONS This review presented high-standards anthropometric-based predictive equations for assessing body composition in athletes and encourages the development of new equations for underrepresented sports in the current literature.
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Affiliation(s)
- Sofia Serafini
- Department of Medicine and Aging Sciences, University "G. D'Annunzio" of Chieti-Pescara, Chieti, Italy
| | - Davide Charrier
- Department of Biomedical Sciences, University of Padua, Via Marzolo, 3, 35131, Padua, Italy
| | - Pascal Izzicupo
- Department of Medicine and Aging Sciences, University "G. D'Annunzio" of Chieti-Pescara, Chieti, Italy
| | - Francisco Esparza-Ros
- International Kinanthropometry Chair, UCAM Universidad Católica San Antonio de Murcia, Murcia, Spain
| | - Raquel Vaquero-Cristóbal
- Department of Physical Activity and Sport Sciences, Faculty of Sport Sciences, University of Murcia, San Javier, Spain
| | - Cristian Petri
- Department of Sport and Informatics, Section of Physical Education and Sport, Pablo de Olavide University, Seville, Spain
- A.C.F. Fiorentina S.R.L., Florence, Italy
| | - Malek Mecherques-Carini
- International Kinanthropometry Chair, UCAM Universidad Católica San Antonio de Murcia, Murcia, Spain
| | - Nicolas Baglietto
- International Kinanthropometry Chair, UCAM Universidad Católica San Antonio de Murcia, Murcia, Spain
| | - Francis Holway
- Departamento de Medicina Aplicada a los Deportes, Club Atlético River Plate, Buenos Aires, Argentina
| | - Grant Tinsley
- Department of Kinesiology and Sport Management, Texas Tech University, Lubbock, TX, USA
| | - Antonio Paoli
- Department of Biomedical Sciences, University of Padua, Via Marzolo, 3, 35131, Padua, Italy
| | - Francesco Campa
- Department of Biomedical Sciences, University of Padua, Via Marzolo, 3, 35131, Padua, Italy.
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Pontes-Silva A, Lopes AL, Maciel EDS, Quaresma FRP, Dibai-Filho AV. Human metabolism and body composition: prospects for novel studies. Nutr Rev 2023; 82:5-8. [PMID: 38073333 DOI: 10.1093/nutrit/nuad040] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2023] Open
Abstract
CONTEXT Most articles on gut microbiota argue the importance of body composition assessment in patients; however, body composition assessments are fragile (ie, with methodological limitations) in the most recent studies. OBJECTIVE To present two suggestions for further research using the human body composition assessment. METHODS The methods used in this study are based on a Pinto et al article published in Nutrition Reviews. DATA EXTRACTION On the basis of data. obtained from the PubMed, SCOPUS, LILACS, and Web of Science databases, Pinto et al provided a current survey of intermittent fasting protocols and an understanding of the outcomes to date in terms of the profile of the intestinal microbiota in obese organisms. DATA ANALYSIS Of the 82 original articles identified from the databases, 35 were eliminated because of duplication and 32 were excluded for not meeting the inclusion criteria. Two additional articles found in a new search were added, yielding a total of 17 studies to be included in this review. Among the protocols, alternate-day fasting and time-restricted feeding were the most common, and they were shown to have different mechanisms of metabolic signaling. Time-restricted feeding influences body mass control and biochemical parameters by regulating the circadian system and improving satiety control systems by acting on leptin secretion. In contrast, alternate-day fasting leads to a reduction of ±75% of all energy consumption regardless of dietary composition, in addition to promoting hormonal adjustments that promote body mass control. Furthermore, both protocols could remodel the intestinal microbiota by changing the Firmicutes to Bacteroidetes ratio and increasing the abundance of strains such as Lactobacillus spp. and Akkermansia that have a protective effect on metabolism against the effects of body mass gain. CONCLUSION Changes in adipose tissue (eg, body mass loss, control, gain) should be interpreted via the sum of skinfolds in absolute values, waist perimeter, and patients' body proportionality, because fat is just a fraction of the adipocyte (lipid).
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Affiliation(s)
- André Pontes-Silva
- is with the Physical Therapy Post-Graduate Program, Physical Therapy Department, Federal University of São Carlos, São Carlos, São Paulo, Brazil
| | - André Luiz Lopes
- is with the Human Movement Sciences Post-Graduate Program, Federal University of Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
| | - Erika da Silva Maciel
- are with the Sciences and Health Teaching Post-Graduate Program, Federal University of Tocantins, Palmas, Tocantins, Brazil
| | | | - Almir Vieira Dibai-Filho
- is with the Physical Education Post-Graduate Program, Physical Education Department, Federal University of Maranhão, São Luís, Maranhão, Brazil
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Kluess HA, Jones RL. A comparison of owner perceived and measured body condition, feeding and exercise in sport and pet dogs. Front Vet Sci 2023; 10:1211996. [PMID: 37901110 PMCID: PMC10600488 DOI: 10.3389/fvets.2023.1211996] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2023] [Accepted: 09/28/2023] [Indexed: 10/31/2023] Open
Abstract
Dog obesity is a significant problem in the US and elsewhere. The purpose was to evaluate factors contributing to pet obesity in sport and pet dog owners. Owners were recruited over social media to answer a questionnaire regarding demographics, health, body condition, feeding, exercise and dog related expenses. Owners identified as pet or sport dog owners. We asked owners to measure the pelvic circumference and hock to stifle length in their dogs in order to calculate percent fat. Owners reported that their dogs were in "ideal" body condition. However, percent fat calculated from owner measurements was significantly different between groups (Sport: 16 ± 10%fat; Pet: 24 ± 10% fat; p < 0.05) and revealed that over 50% of the dogs were over fat. Owners reported feeding dogs a range of 413 to 1,133 Kilocalories (Kcal) per day that correlated well with dog size (R = 0.58; p < 0.05). The size of the treats fed was smaller in the Sport dogs (treat was pinky nail to thumbnail sized) than in Pet dogs (treat was bigger than thumb to larger than palm). Owners reported walking their dogs on leash every day for 15-45 min per session. Overall, owners did a poor job in identifying correct body condition of their dogs. This is concerning because 50% of the dogs were over fat. Better understanding of correct body condition and feeding for the level of physical activity is still a critical issue in controlling obesity in pet dogs.
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Affiliation(s)
- Heidi A. Kluess
- School of Kinesiology, Auburn University, Auburn, AL, United States
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Kowalczyk M, Zgorzalewicz-Stachowiak M, Kostrzewa M. Health Outcomes of Judo Training as an Organized Physical Activity for Children and Adolescents: A Literature Review. CHILDREN (BASEL, SWITZERLAND) 2023; 10:1290. [PMID: 37628289 PMCID: PMC10453300 DOI: 10.3390/children10081290] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Revised: 07/20/2023] [Accepted: 07/24/2023] [Indexed: 08/27/2023]
Abstract
Judo, an organized physical activity for children and adolescents, has gained popularity worldwide. Physical activity is vital during times of rising obesity and a sedentary lifestyle in this age group. The article aims to review the current knowledge of the health benefits of judo-specific exercises for children and youth. Six international scientific databases (PubMed, Scopus, UpToDate, Web of Science, EBSCOhost, and Google Scholar) were searched from 1 January 2007 to 30 September 2022. The search focused on health-related factors regarding healthy preschool and school-aged judo practitioners. Sixteen original studies met the inclusion criteria. School-aged children aged 7-15 years were included in the analysis. The average training time was between two and six hours a week, with the judo intervention mainly ranging from nine months to three years. Most studies registered positive changes caused by judo training. The outcomes focused on maintaining or reducing body fat, increasing bone mineralization, and improving the function of the cardiorespiratory system compared to the non-practicing control group. However, there were no differences between judo and other sports groups. The main conclusions presented health benefits from judo-specific training in school-aged children and may support the World Health Organization recommendations concerning daily physical activity.
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Affiliation(s)
- Monika Kowalczyk
- Department of Health Prophylaxis, University of Medical Sciences, 61-701 Poznan, Poland;
| | | | - Maciej Kostrzewa
- Institute of Sport Science, The Jerzy Kukuczka Academy of Physical Education in Katowice, 40-065 Katowice, Poland;
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Mamidi RS, Banjara SK, Manchala S, Babu CK, Geddam JJB, Boiroju NK, Varanasi B, Neeraja G, Reddy GVR, Ramalakshmi BA, Hemalatha R, Meur G. Maternal Nutrition, Body Composition and Gestational Weight Gain on Low Birth Weight and Small for Gestational Age-A Cohort Study in an Indian Urban Slum. CHILDREN (BASEL, SWITZERLAND) 2022; 9:children9101460. [PMID: 36291396 PMCID: PMC9600910 DOI: 10.3390/children9101460] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/08/2022] [Revised: 09/10/2022] [Accepted: 09/13/2022] [Indexed: 01/16/2023]
Abstract
Maternal nutritional status and care during pregnancy are essential for adequate birth weight. In this prospective cohort study (N = 1061) in an urban slum, we investigated the association of maternal anthropometry, body composition, gestational weight gain and dietary intakes with low birthweight (LBW, <2.5 kg). About one-third of the women were short (<150 cm), 35% were underweight (<45 kg), 23% suffered from chronic energy deficiency (CED, BMI < 18.5 kg/m2) and another 30% were overweight/obese. The mean age and BMI were 23 years and 21.7 kg/m2, respectively, and haemoglobin was 10.73 g/dL. The mean birthweight (N = 605) was 2.81 ± 0.5 kg, and the average gestational age was 38 ± 2 weeks. About 15% of infants had LBW, and 48% were small for gestational age (SGA). Maternal body composition was assessed by skinfold thickness (SFT) in all trimesters. In the first trimester (N = 762), we found that mean fat-free mass (FFM), fat mass (FM) and body fat percentage (% BF) were 38.86 kg, 11.43 kg and 21.55%, respectively. Low birthweight was significantly associated with preterm deliveries (p < 0.001) and less fat free mass (p = 0.02) in the third trimester. Among other factors were age (p = 0.017), maternal anthropometry (height: p = 0.031; weight: p = 0.059) and fewer antenatal check-ups (p = 0.037). Small size (SGA) was consistently associated with maternal bodyweight at all trimesters (term I, p = 0.013, term II, p = 0.003 and term III, p < 0.001), fat mass in the third trimester (p < 0.001) and maternal height (p = 0.003).
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Affiliation(s)
- Raja Sriswan Mamidi
- Clinical Epidemiology Division, ICMR-National Institute of Nutrition, Hyderabad 500 007, India
| | | | - Sridevi Manchala
- Clinical Epidemiology Division, ICMR-National Institute of Nutrition, Hyderabad 500 007, India
| | - Ch Khadar Babu
- Clinical Epidemiology Division, ICMR-National Institute of Nutrition, Hyderabad 500 007, India
| | - J. J. Babu Geddam
- Clinical Epidemiology Division, ICMR-National Institute of Nutrition, Hyderabad 500 007, India
| | - Naveen Kumar Boiroju
- Clinical Epidemiology Division, ICMR-National Institute of Nutrition, Hyderabad 500 007, India
| | - Bhaskar Varanasi
- Public Health Nutrition, ICMR-National Institute of Nutrition, Hyderabad 500 007, India
| | - G. Neeraja
- Public Health Nutrition, ICMR-National Institute of Nutrition, Hyderabad 500 007, India
| | - G. Venkat Raji Reddy
- Clinical Epidemiology Division, ICMR-National Institute of Nutrition, Hyderabad 500 007, India
| | - B. A. Ramalakshmi
- Clinical Division, ICMR-National Institute of Nutrition, Hyderabad 500 007, India
| | - R. Hemalatha
- Clinical Division, ICMR-National Institute of Nutrition, Hyderabad 500 007, India
- Correspondence: (R.H.); (G.M.); Tel.: +91-4027197200 (R.H.); +91-4027197472 (G.M.)
| | - Gargi Meur
- Clinical Epidemiology Division, ICMR-National Institute of Nutrition, Hyderabad 500 007, India
- Correspondence: (R.H.); (G.M.); Tel.: +91-4027197200 (R.H.); +91-4027197472 (G.M.)
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