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de Oliveira MH, Mazzeti CMDS, Araújo J, Severo M, Pereira DBDS, Conde WL. Accuracy of the international growth charts to diagnose obesity according to the body composition analysis in US children and adolescents. Br J Nutr 2024; 132:887-897. [PMID: 39391925 PMCID: PMC11576094 DOI: 10.1017/s0007114524002113] [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: 04/17/2024] [Revised: 08/14/2024] [Accepted: 09/05/2024] [Indexed: 10/12/2024]
Abstract
This study verified the accuracy of the international BMI references and the allometric BMI reference to diagnose obesity in children and adolescents from the USA. Data from 17 313 subjects were obtained from the National Health and Nutrition Examination Survey between the years 1999-2006 and 2011-2018. Fat Mass Index, Allometric Fat Mass Index and fat mass/fat-free mass were calculated. Receiver operating characteristic curve, AUC, sensitivity, specificity, positive likelihood ratio and negative likelihood ratio were estimated to evaluate the accuracy of the growth references for diagnosing obesity. The International Obesity Task Force, MULT BMI 17 years, MULT BMI 18 years and allometric BMI 19 years achieved the best sensitivity-specificity trade-off for boys, with sensitivities ranging from 0·92 to 0·96 and specificities of 0·94, with positive likelihood ratio of 15·51, 16·17, 13·46 and 18·01, respectively. The negative likelihood ratios were notably low, ranging from 0·04 to 0·08. In girls, the International Obesity Task Force, MULT BMI 17 years and MULT allometric BMI 17 years also demonstrated high sensitivity (0·95-0·97) and specificity (0·92), with positive likelihood ratio values of 11·54, 11·82 and 11·77, respectively and low negative likelihood ratio values (0·03-0·05). In summary, these international growth references presented satisfactory performance to diagnose obesity. However, the MULT growth reference performed better, and the MULT allometric BMI was the only indicator capable of detecting that girls have a higher proportion of fat mass than boys for the same index values. These findings suggest that the MULT growth reference may be a better tool to assess the nutritional status of children and adolescents internationally.
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Affiliation(s)
- Mariane Helen de Oliveira
- School of Social Work, Boston College, Chestnut Hill, MA, USA
- Chronic Conditions and Diet Observatory (OCCA), Faculty of Pharmaceutical Sciences, Food and Nutrition (FACFAN), Federal University of Mato Grosso do Sul, Campo Grande, Mato Grosso do Sul, Brazil
| | - Camila Medeiros da Silva Mazzeti
- Chronic Conditions and Diet Observatory (OCCA), Faculty of Pharmaceutical Sciences, Food and Nutrition (FACFAN), Federal University of Mato Grosso do Sul, Campo Grande, Mato Grosso do Sul, Brazil
| | - Joana Araújo
- EPIUnit - Instituto de Saúde Pública da Universidade do Porto, Porto, Portugal
- Laboratório para a Investigação Integrativa e Translacional em Saúde Populacional (ITR), Universidade do Porto Instituto de Saúde Pública, Porto, Portugal
- Departmento de Ciências da Saúde Pública e Forenses, e Educação Médica, Faculdade de Medicina da Universidade do Porto, Porto, Portugal
| | - Milton Severo
- EPIUnit - Instituto de Saúde Pública da Universidade do Porto, Porto, Portugal
- Laboratório para a Investigação Integrativa e Translacional em Saúde Populacional (ITR), Universidade do Porto Instituto de Saúde Pública, Porto, Portugal
- Departamento de Ensino Pré-Graduado, Instituto de Ciências Biomédicas Abel Salazar da Universidade do Porto, Porto, Portugal
| | - Débora Borges Dos Santos Pereira
- Center for Epidemiological Research in Nutrition and Health, Department of Preventive Medicine, School of Medicine, University of São Paulo, São Paulo, Brazil
| | - Wolney Lisboa Conde
- Department of Nutrition, School of Public Health, University of São Paulo, São Paulo, Brazil
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de Oliveira MH, Mazzeti CMDS, Araújo J, Severo M, Ramos E, Rodrigues KAS, Pereira DBDS, Conde WL. MULT: An allometric body mass index (ABMI) reference to assess nutritional status of multiethnic children and adolescents. PLoS One 2024; 19:e0305790. [PMID: 39264926 PMCID: PMC11392350 DOI: 10.1371/journal.pone.0305790] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2024] [Accepted: 08/19/2024] [Indexed: 09/14/2024] Open
Abstract
OBJECTIVES To develop an allometric body mass index (ABMI) reference that adjusts the weight in relation to height, taking into account the changes during development (MULT ABMI reference), and to compare it with international BMI references. METHODS The MULT ABMI reference was constructed through the LMS method, calculated with 65 644 ABMI observations of 17 447 subjects aged 5-22 years, from the United Kingdom, Ethiopia, India, Peru, Vietnam, Portugal, and Brazil. The M, S, and L curves of the MULT ABMI reference were compared with the curves of the MULT, World Health Organization (WHO), Centers for Disease Control and Prevention (CDC), International Obesity Task Force (IOTF), and Dutch Growth Study (DUTCH). RESULTS The greater differences in the M curve between MULT ABMI and WHO, CDC, IOTF, DUTCH, and MULT BMI references were around puberty (138 to 150 months for boys; 114 to 132 for girls). MULT ABMI presented S values similar to IOTF and DUTCH BMI references for boys 60 to 114 months and then became higher, approaching the MULT BMI S values from 198 to 240 months. For girls the MULT ABMI S values were close to the IOTF, CDC, and DUTCH from 60 to 110 months, and then became higher, approaching the MULT BMI S values until 240 months. CONCLUSION MULT ABMI presented an advantage in comparison to the existing BMI references because it takes into account the growth changes during puberty and is a new option to assess the nutritional status of multiethnic populations.
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Affiliation(s)
- Mariane Helen de Oliveira
- School of Social Work, Boston College, Chestnut Hill, Massachusetts, United States of America
- Chronic Conditions and Diet Observatory (OCCA), Faculty of Pharmaceutical Sciences, Food and Nutrition (FACFAN), Federal University of Mato Grosso do Sul, Campo Grande, Mato Grosso do Sul, Brazil
| | - Camila Medeiros da Silva Mazzeti
- Chronic Conditions and Diet Observatory (OCCA), Faculty of Pharmaceutical Sciences, Food and Nutrition (FACFAN), Federal University of Mato Grosso do Sul, Campo Grande, Mato Grosso do Sul, Brazil
| | - Joana Araújo
- EPIUnit – Instituto de Saúde Pública da Universidade do Porto, Porto, Portugal
- Laboratório para a Investigação Integrativa e Translacional em Saúde Populacional (ITR), Porto, Portugal
- Departamento de Ciências da Saúde Pública e Forenses, e Educação Médica, Faculdade de Medicina da Universidade do Porto, Porto, Portugal
| | - Milton Severo
- EPIUnit – Instituto de Saúde Pública da Universidade do Porto, Porto, Portugal
- Laboratório para a Investigação Integrativa e Translacional em Saúde Populacional (ITR), Porto, Portugal
- Departamento de Ensino Pré-Graduado, Instituto de Ciências Biomédicas Abel Salazar da Universidade do Porto, Porto, Portugal
| | - Elisabete Ramos
- EPIUnit – Instituto de Saúde Pública da Universidade do Porto, Porto, Portugal
- Laboratório para a Investigação Integrativa e Translacional em Saúde Populacional (ITR), Porto, Portugal
- Departamento de Ciências da Saúde Pública e Forenses, e Educação Médica, Faculdade de Medicina da Universidade do Porto, Porto, Portugal
| | - Kévin Allan Sales Rodrigues
- Department of Statistics, Institute of Mathematics and Statistics, University of São Paulo, São Paulo, São Paulo, Brazil
| | | | - Wolney Lisboa Conde
- Department of Nutrition, School of Public Health, University of São Paulo, São Paulo, São Paulo, Brazil
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Pacheco ALDG, Bocanegra WM, Ferreira ÉKDL, dos Santos RT, Simões PM, Malinga E, Guiliche EDC, Isaías AFJ, Nobre IG, Silva JHDC, Silva WTFE, Padrón-Hernandez E, Pirola L, Henrique RDS, Leandro CG. The Similarity Degree of the Anthropometric and Body Composition Variables of Brazilian and Mozambican Schoolchildren: A New Approach Using the Smoothed Jaccard Index Surface. CHILDREN (BASEL, SWITZERLAND) 2024; 11:804. [PMID: 39062253 PMCID: PMC11274833 DOI: 10.3390/children11070804] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/12/2024] [Revised: 06/26/2024] [Accepted: 06/28/2024] [Indexed: 07/28/2024]
Abstract
BACKGROUND/OBJECTIVES Brazil and Mozambique face similar socioeconomic challenges, including common indicators of undernutrition and overnutrition among children. This study evaluated the similarity degree of the anthropometric and body composition variables of Brazilian and Mozambican children by using the Jaccard index. METHODS A total of 1831 children of both genders aged 7-10 years from three Brazilian cities (Recife, Vitoria de Santo Antao, and Lagoa do Carro) and three Mozambican cities (Maputo, Boane, and Inhambane) participated in this study. Anthropometric (height, body mass, and waist circumference) and body composition (body fat percentage [%BF], lean mass, and fat mass) variables were measured and the Smoothed Jaccard Index Surface (SJIS) was used to evaluate the similarity degree. RESULTS Brazilian children were taller and heavier and had a higher %BF and fat mass than Mozambican children. Children living in urban areas were taller than those living in rural zones in both countries. Brazilian and Mozambican children showed high similarity only between %BF and lean mass. Children from Recife and Maputo had high similarities among waist circumference, body mass, fat mass, height, and %BF. Finally, a high SJIS degree was observed among height and %BF for schoolchildren from rural and urban zones. CONCLUSION Brazilian and Mozambican children exhibit differences in growth characteristics but a high degree of similarity when children from rural and urban zones are compared.
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Affiliation(s)
- André Luiz de Góes Pacheco
- Center of Informatic, Universidade Federal de Pernambuco, Recife 50670-901, Brazil; (A.L.d.G.P.); (W.M.B.); (É.K.d.L.F.)
| | - Willian Motta Bocanegra
- Center of Informatic, Universidade Federal de Pernambuco, Recife 50670-901, Brazil; (A.L.d.G.P.); (W.M.B.); (É.K.d.L.F.)
| | - Élida Karina de Lira Ferreira
- Center of Informatic, Universidade Federal de Pernambuco, Recife 50670-901, Brazil; (A.L.d.G.P.); (W.M.B.); (É.K.d.L.F.)
| | - Rayssa Temudo dos Santos
- Department of Nutrition, Centro Acadêmico de Vitória (CAV), Universidade Federal de Pernambuco, Recife 50670-901, Brazil; (R.T.d.S.); (P.M.S.); (I.G.N.); (W.T.F.e.S.)
| | - Patrícia Miller Simões
- Department of Nutrition, Centro Acadêmico de Vitória (CAV), Universidade Federal de Pernambuco, Recife 50670-901, Brazil; (R.T.d.S.); (P.M.S.); (I.G.N.); (W.T.F.e.S.)
| | - Eulálio Malinga
- Faculty of Physical Education and Sports, Universidade Pedagógica de Maputo, Maputo 1100, Mozambique; (E.M.); (E.d.C.G.); (A.F.J.I.)
| | - Euclides da Conceição Guiliche
- Faculty of Physical Education and Sports, Universidade Pedagógica de Maputo, Maputo 1100, Mozambique; (E.M.); (E.d.C.G.); (A.F.J.I.)
| | - Arsénio Fernando José Isaías
- Faculty of Physical Education and Sports, Universidade Pedagógica de Maputo, Maputo 1100, Mozambique; (E.M.); (E.d.C.G.); (A.F.J.I.)
| | - Isabele Góes Nobre
- Department of Nutrition, Centro Acadêmico de Vitória (CAV), Universidade Federal de Pernambuco, Recife 50670-901, Brazil; (R.T.d.S.); (P.M.S.); (I.G.N.); (W.T.F.e.S.)
| | - João Henrique da Costa Silva
- Department of Physical Education and Sports Science, Centro Acadêmico de Vitória (CAV), Universidade Federal de Pernambuco, Recife 50670-901, Brazil;
| | - Wylla Tatiana Ferreira e Silva
- Department of Nutrition, Centro Acadêmico de Vitória (CAV), Universidade Federal de Pernambuco, Recife 50670-901, Brazil; (R.T.d.S.); (P.M.S.); (I.G.N.); (W.T.F.e.S.)
| | | | - Luciano Pirola
- CarMeN (Cardiology, Metabolism and Nutrition) Laboratory, INSERM U1060, South Lyon Medical Faculty, Lyon-1 University, 69921 Oullins, France;
| | | | - Carol Góis Leandro
- Department of Nutrition, Centro Acadêmico de Vitória (CAV), Universidade Federal de Pernambuco, Recife 50670-901, Brazil; (R.T.d.S.); (P.M.S.); (I.G.N.); (W.T.F.e.S.)
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de Oliveira MH, Costa RFD, Fisberg M, Kruel LFM, Conde WL. Comparison of international height and BMI-for-age growth references and their correlation with adiposity in Brazilian schoolchildren. Br J Nutr 2024; 131:1699-1708. [PMID: 38258413 DOI: 10.1017/s0007114524000254] [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] [Indexed: 01/24/2024]
Abstract
This study verified the diagnostic accuracy of the nutritional status classified by the international height and BMI references of the World Health Organization (WHO) (WHO/2007), International Obesity Task Force (IOTF/2012) and MULT (2023). The data pool was composed by 22 737 subjects aged five to 16 years from the Santos and Porto Alegre surveys. A correlation matrix between the z-scores of the BMI references and the skinfold measurements was calculated through the Pearson correlation coefficient (r), and the subject's nutritional status was classified according to the international growth references. The accuracy for diagnosing obesity was performed separately by sex and using the 95th percentile of the triceps and subscapular skinfold sum, while Lin's concordance coefficient, Bland-Altman method and the Cohen's Kappa coefficient (Kappa) were used to verify the concordance and reliability among the BMI references. The correlation matrix showed a high positive correlation among the BMI z-scores (r ≥ 0·99) and among the skinfold measurements (r ≥ 0·86). The prevalence of stunting was higher when applying the MULT reference (3·4 %) compared with the WHO reference (2·3 %). The Bland-Altman plots showed the lowest critical difference (CD) between the height references of WHO and MULT (CD = 0·22). Among the BMI references, the WHO obesity percentile presented lower performance than MULT for boys, presenting a lower +LR value (WHO = 6·99/MULT 18 years = 10·99; 19 years = 8·99; 20 years = 8·09) for the same -LR values (0·04). Therefore, MULT reference holds promise as a valuable tool for diagnosing childhood obesity, particularly when considering sex differences. This enhances its suitability for assessing the nutritional status of Brazilian schoolchildren.
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Affiliation(s)
- Mariane Helen de Oliveira
- Department of Nutrition, School of Public Health, University of São Paulo, São Paulo01246-904, Brazil
| | | | - Mauro Fisberg
- Department of Paediatrics', Federal University of São Paulo, São Paulo, Brazil
| | - Luiz Fernando Martins Kruel
- School of Physical Education, Physiotherapy and Dance, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
| | - Wolney Lisboa Conde
- Department of Nutrition, School of Public Health, University of São Paulo, São Paulo01246-904, Brazil
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