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Ding N, Li S, Zhou H, Tang Z, Gao T, Tian M, Liu C, Luo X, Chen H, Yu L, Chen Y, Yang L, Zhu L. Exploring the complex dynamics of BMI, age, and physiological indicators in early adolescents. BMC Pediatr 2024; 24:222. [PMID: 38561702 PMCID: PMC10983764 DOI: 10.1186/s12887-024-04680-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/18/2024] [Accepted: 03/01/2024] [Indexed: 04/04/2024] Open
Abstract
BACKGROUND AND OBJECTIVES To investigate the relationship between body mass index (BMI) and blood biochemical indicators in early adolescence, and to provide ideas for early prevention of diseases and explore possible disease-related predictors. METHODS 3125 participants aged 10 ∼ 14 years were selected from China from the survey of "China Nutrition and Health Surveillance ( 2016 ∼ 2017 ) ". Employing advanced statistical methods, including generalized linear models, heatmaps, hierarchical clustering, and generalized additive models, the study delved into the associations between BMI and various biochemical indicators. RESULTS In early adolescence, indicators including systolic pressure, diastolic pressure, weight, height, BMI, hemoglobin, blood uric acid, serum creatinine, albumin, vitamin A presented increasing trends with the increase of age ( P < 0.05 ), whereas LDL-C, vitamin D, and ferritin showed decreasing trends with the increase of age ( P < 0.05 ). The increase in hemoglobin and blood uric acid levels with age was more pronounced in males compared to females ( P < 0.05 ). BMI was positively correlated with blood glucose, hemoglobin, triglyceride, LDL-C, blood uric acid, serum creatinine, ferritin, transferrin receptor, hs-CRP, total protein, vitamin A ( P < 0.05 ). There was a significant BMI × age interaction in the correlation analysis with LDL-C, transferrin receptor, serum creatinine, and hs-CRP ( P < 0.05 ). BMI was a risk factor for hypertension, hypertriglyceridemia, low high density lipoprotein cholesterolemia, and metabolic syndrome in all age groups ( OR > 1, P < 0.05 ). CONCLUSIONS High BMI was a risk factor for hypertension, hypertriglyceridemia, low high density lipoprotein cholesterolemia, and MetS in early adolescents. With the focus on energy intake beginning in early adolescence, the maintenance of a healthy weight warrants greater attention.
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Affiliation(s)
- Ning Ding
- Department of Pediatrics, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
| | - Suyun Li
- Shandong Center for Disease Control and Prevention, Ji'nan, Jinan, Shandong, China
| | - Han Zhou
- Shandong Center for Disease Control and Prevention, Ji'nan, Jinan, Shandong, China
| | - Zhenchuang Tang
- Institute of Food and Nutrition Development, Ministry of Agriculture and Rural Affairs, Beijing, China
| | - Tianlin Gao
- School of Public Health, Qingdao University, Qingdao, China
| | - Meina Tian
- Hebei Center for Disease Control and Prevention, Shijiazhuang, Hebei, China
| | - Changqing Liu
- Hebei Center for Disease Control and Prevention, Shijiazhuang, Hebei, China
| | - Xiaoyan Luo
- Hebei Center for Disease Control and Prevention, Shijiazhuang, Hebei, China
| | - Hongtong Chen
- Department of cardiothoracic Surgery, Heart Center, Shanghai Children's Medical Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Lianlong Yu
- Shandong Center for Disease Control and Prevention, Ji'nan, Jinan, Shandong, China.
| | - Yao Chen
- People's Hospital of Rizhao, Rizhao, Shandong, China.
| | - Li Yang
- Jinan Center for Disease Control and Prevention, Jinan, Shandong, China.
| | - Lichao Zhu
- Department of Pediatric Surgery, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China.
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Carvalho WRC, França AKTDC, dos Santos AM, Padilha LL, Bogea EG. Appropriate neck circumference and waist-to-height ratio cut-off points as predictors of obesity and cardiovascular risk in adolescents. Rev Saude Publica 2023; 57:24. [PMID: 37075407 PMCID: PMC10118407 DOI: 10.11606/s1518-8787.2023057004349] [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: 11/05/2021] [Accepted: 04/25/2022] [Indexed: 04/21/2023] Open
Abstract
OBJECTIVE To determine neck circumference (NC) and waist-to-height ratio (WHtR) cut-off points as predictors of obesity and cardiovascular risk in adolescents. METHODS Cross-sectional study developed with a subsample of 634 adolescents aged 18 and 19 years belonging to the third phase of the "RPS" cohort (Ribeirão Preto, Pelotas and São Luís) carried out in 2016. The area under the ROC curve (AUC) was identified to assess the predictive capacity of NC and WHtR in relation to the percentage of body fat (%BF), obtained by air displacement plethysmography (ADP), and the cardiovascular risk estimated by the Pathobiological Determinants of Atherosclerosis in Youth (PDAY). RESULTS The prevalence of obesity by %BF was 7.6% in males and 39.4% in females (p-value <0.001), and the high PDAY risk was 13.8% and 10.9%, respectively. For males, NC cut-off point was 44.0 cm and the AUCs were 0.70 (95%CI 0.58-0.83) to predict obesity and 0.71 (95%CI 0.62-0.80) to predict high cardiovascular risk; for females, NC cut-off point was 40 cm and the AUCs were 0.75 (95%CI 0.69-0.80) and 0.63 (95%CI 0.53-0.73), respectively. WHtR cut-off point was 0.50 for both sexes; for males, the AUCs to predict obesity and high risk according to PDAY were 0.90 (95%CI 0.80-0.99) and 0.73 (95%CI 0.63-0.82), respectively; for females, they were 0.87 (95%CI 0.83-0.90) and 0.55 (95%CI 0.45-0.65), respectively. CONCLUSION WHtR and NC are good discriminators to assess obesity and cardiovascular risk in adolescents, especially in males.
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Affiliation(s)
- Wyllyane Rayana Chaves Carvalho
- Universidade Federal do MaranhãoPrograma de Pós Graduação em Saúde ColetivaSão LuísMABrasilUniversidade Federal do Maranhão. Programa de Pós Graduação em Saúde Coletiva. São Luís, MA, Brasil
| | - Ana Karina Teixeira da Cunha França
- Universidade Federal do MaranhãoDepartamento de Saúde PúblicaSão LuísMABrasilUniversidade Federal do Maranhão. Departamento de Saúde Pública. São Luís, MA, Brasil
| | - Alcione Miranda dos Santos
- Universidade Federal do MaranhãoDepartamento de Saúde PúblicaSão LuísMABrasilUniversidade Federal do Maranhão. Departamento de Saúde Pública. São Luís, MA, Brasil
| | - Luana Lopes Padilha
- Universidade Federal do MaranhãoPrograma de Pós Graduação em Saúde ColetivaSão LuísMABrasilUniversidade Federal do Maranhão. Programa de Pós Graduação em Saúde Coletiva. São Luís, MA, Brasil
| | - Eduarda Gomes Bogea
- Universidade Federal do MaranhãoPrograma de Pós Graduação em Saúde ColetivaSão LuísMABrasilUniversidade Federal do Maranhão. Programa de Pós Graduação em Saúde Coletiva. São Luís, MA, Brasil
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Waist-to-height ratio cut-off points to predict obesity in adolescents and associa-tion with inflammatory markers. NUTR HOSP 2022; 39:1272-1279. [PMID: 36250764 DOI: 10.20960/nh.03962] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
Introduction Introduction: obesity increases inflammatory molecules and cardiovascular risk even in young populations. New indicators are being investigated, including the waist-to-height ratio (WHtR) to predict obesity and the relationship with inflammatory markers in childhood and adolescence. Objective: to identify the cut-off points of the WHtR to determine obesity and its association with inflammatory markers in adolescents in São Luís, state of Maranhão, Brazil. Methods: this is a cross-sectional study, with 2,209 adolescents aged 18 and 19, belonging to the third phase of the birth cohort entitled "RPS", carried out in 2016. The total area under the ROC curve (AUC) was identified to assess the predictive capacity of WHtR in relation to body fat percentage (%BF), obtained by air displacement plethysmography (ADP). The association of WHtR with inflammatory markers interleukin-6 (IL-6), tumor necrosis factor (TNF-α) and c-reactive protein (CRP) was evaluated. Results: prevalence of obesity by the %BF was 10.3 % in males and 40.4 % in females. The cut-off points for the WHtR were 0.50 for females and 0.51 for males, with an AUC of 0.90 (95 % CI: 0.88-0.92) and 0.93 (95 % CI: 0.90-0.97). There was an association of elevated WHtR with higher levels of IL-6 and CRP (p < 0.05). Conclusion: the predictive capacity of WHtR for obesity was excellent. Elevated values of the WHtR were associated with early inflammatory markers. This study contributed to the identification of cut-off points for simple and low-cost anthropometric indicators.
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Cumpian Silva J, Rinaldi AEM, Guedes Vasconcelos FDA, Assis MAA, Mazzeti CM, de Oliveira MH, Conde WL. Body phenotypes and sexual maturation in Brazilian and US adolescents: evidence for a change in BMI category. Public Health Nutr 2021; 24:5387-5399. [PMID: 33183393 PMCID: PMC10195298 DOI: 10.1017/s1368980020004589] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2020] [Revised: 10/09/2020] [Accepted: 11/05/2020] [Indexed: 11/05/2022]
Abstract
OBJECTIVE Our study aimed to describe body phenotypes (BP) estimated by multivariate analysis and their association with body mass. DESIGN BP were defined based on demographic variables, anthropometric data (body mass, height, skinfolds and circumferences), body composition (phase angle measured by bioelectrical impedance analysis), biochemical parameters (TAG, glucose, total cholesterol ratio/LDL, Hb and sexual maturation (pubic hair and breasts or gonads). ANOVA was performed to verify the differences between skin colour and the stages of pubertal development, BP, body composition, anthropometric and biochemical variables. SETTING Cities of São Paulo-SP, Piracicaba-SP and Florianópolis-SC from Brazil and the United States. PARTICIPANTS 9269 adolescents aged between 10 and 15 years old. RESULTS The composition of BP was similar in all surveys, which are: BP1 was composed by skinfolds, body mass and circumferences variables; BP2 by pubic hair, breast in girls or gonad in boys, height and age; BP3 by cholesterol, TAG and glucose; and BP4 by phase angle, Hb and glucose (negative loading). There was a strong correlation (r = 0·9, P < 0·001) between BP1 and BMI. CONCLUSION We highlighted independence observed between biochemical parameters, anthropometry, body composition and sexual maturation. BP may support the calculation of scores for diagnosis of obesity based on anthropometric variables and overcome ambiguity in the isolated use of BMI.
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Affiliation(s)
- Jéssica Cumpian Silva
- Department of Nutrition, School of Public Health – University of Sao Paulo (USP), AV. Dr. Arnaldo, 715 – Cerqueira César, São Paulo, SP01246-904, Brazil
| | | | | | | | - Camila Medeiros Mazzeti
- Department of Nutrition, Federal University of Mato Grosso do Sul (UFMS), Campo Grande, MS, Brazil
| | - Mariane Helen de Oliveira
- Department of Nutrition, School of Public Health – University of Sao Paulo (USP), AV. Dr. Arnaldo, 715 – Cerqueira César, São Paulo, SP01246-904, Brazil
| | - Wolney Lisboa Conde
- Department of Nutrition, School of Public Health – University of Sao Paulo (USP), AV. Dr. Arnaldo, 715 – Cerqueira César, São Paulo, SP01246-904, Brazil
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Cota BC, Priore SE, Ribeiro SAV, Juvanhol LL, de Faria ER, de Faria FR, Pereira PF. Cardiometabolic risk in adolescents with normal weight obesity. Eur J Clin Nutr 2021; 76:863-870. [PMID: 34711932 DOI: 10.1038/s41430-021-01037-7] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2021] [Revised: 10/12/2021] [Accepted: 10/14/2021] [Indexed: 11/09/2022]
Abstract
BACKGROUND Normal weight obesity (NWO), which is defined by the excess of body fat in normal weight individuals, has been neglected among adolescents, due to their normal weight and young age. Few studies were carried out on the topic with adolescents. OBJECTIVE To analyze whether the NWO is associated with cardiometabolic risk factors in adolescents. SUBJECTS/METHODS Cross-sectional study, with 506 normal weight adolescents aged 10-19 years, selected in schools in Brazil. Weight, height, waist circumference (WC) and neck circumference were obtained and the body mass index (BMI) and waist/height ratio (WHR) were calculated. Body composition analysis was performed using dual-energy X-ray absorptiometry. The clinical evaluation included lipid and glycid profile, platelets, leukocytes, lymphocytes, monocytes, uric acid and blood pressure, as well as the presence of metabolic syndrome (MS) and its components. NWO was defined by the presence of normal weight, according to BMI for age, and excess body fat (≥25% and ≥30% in males and females, respectively). Logistic regression models were used to analyze associations between normal weight adolescents with and without the NWO phenotype. RESULTS NWO associated positively with abdominal obesity, analyzed through WC (OR = 1.36;95%CI = 1.27-1.47), WHR (OR = 25.89;95%CI = 10.43-64.26) and android fat (OR = 1.49;95%CI = 1.36-1.63); insulin resistance (OR = 4.09;95%CI = 1.72-9.70), hyperinsulinemia (OR = 3.83;95%CI = 1.50-9.76) and the highest values of the triglycerides-glycemia index (OR = 4.28;95%CI = 1.21-15.08); uric acid (OR = 1.81;95%CI = 1.29-2.55), as well as the changes in LDL (OR = 3.39;95%CI = 1.47-7.81), total cholesterol (OR = 2.77;95%CI = 1.22-6.29), and in at least one (OR = 1.87;95%CI = 1.04-3.37) or two (OR = 6.61;95%CI = 1.45-30.19) components of MS. CONCLUSION NWO is associated with the presence of cardiometabolic risk factors in adolescents.
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Affiliation(s)
- Bruna Clemente Cota
- Departamento de Nutrição e Saúde, Universidade Federal de Viçosa (UFV), Viçosa, Minas Gerais (MG), Brazil.
| | - Silvia Eloiza Priore
- Departamento de Nutrição e Saúde, Universidade Federal de Viçosa (UFV), Viçosa, Minas Gerais (MG), Brazil
| | | | - Leidjaira Lopes Juvanhol
- Departamento de Nutrição e Saúde, Universidade Federal de Viçosa (UFV), Viçosa, Minas Gerais (MG), Brazil
| | | | - Franciane Rocha de Faria
- Instituto de Ciências Exatas e Naturais, Universidade Federal de Rondonópolis, Rondonópolis, Mato Grosso, Brazil
| | - Patrícia Feliciano Pereira
- Departamento de Nutrição e Saúde, Universidade Federal de Viçosa (UFV), Viçosa, Minas Gerais (MG), Brazil
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