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Published in: BMC Pediatrics 1/2024

Open Access 01-12-2024 | Research

Exploring the complex dynamics of BMI, age, and physiological indicators in early adolescents

Authors: Ning Ding, Suyun Li, Han Zhou, Zhenchuang Tang, Tianlin Gao, Meina Tian, Changqing Liu, Xiaoyan Luo, Hongtong Chen, Lianlong Yu, Yao Chen, Li Yang, Lichao Zhu

Published in: BMC Pediatrics | Issue 1/2024

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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.
Literature
1.
go back to reference Azegami T, Nishimura T, Murai-Takeda A, Yamada-Goto N, Sato Y, Mori M. The distributions of hematologic and biochemical values in healthy high-school adolescents in Japan. PLoS ONE. 2020;15(11):e0242272.PubMedPubMedCentralCrossRef Azegami T, Nishimura T, Murai-Takeda A, Yamada-Goto N, Sato Y, Mori M. The distributions of hematologic and biochemical values in healthy high-school adolescents in Japan. PLoS ONE. 2020;15(11):e0242272.PubMedPubMedCentralCrossRef
2.
go back to reference Li Y, Mussa AE, Tang A, Xiang Z, Mo X. Establishing reference intervals for ALT, AST, UR, Cr, and UA in apparently healthy Chinese adolescents. Clin Biochem. 2018;53:72–6.PubMedCrossRef Li Y, Mussa AE, Tang A, Xiang Z, Mo X. Establishing reference intervals for ALT, AST, UR, Cr, and UA in apparently healthy Chinese adolescents. Clin Biochem. 2018;53:72–6.PubMedCrossRef
3.
go back to reference Said L, Gubbels JS, Kremers SPJ. Dietary knowledge, Dietary Adherence, and BMI of Lebanese adolescents and their parents. Nutrients. 2020;12(8). Said L, Gubbels JS, Kremers SPJ. Dietary knowledge, Dietary Adherence, and BMI of Lebanese adolescents and their parents. Nutrients. 2020;12(8).
4.
go back to reference Lim E, Miyamura J, Chen JJ. Racial/Ethnic-Specific reference intervals for Common Laboratory tests: a comparison among asians, blacks, hispanics, and White. Hawaii J Med Public Health. 2015;74(9):302–10.PubMedPubMedCentral Lim E, Miyamura J, Chen JJ. Racial/Ethnic-Specific reference intervals for Common Laboratory tests: a comparison among asians, blacks, hispanics, and White. Hawaii J Med Public Health. 2015;74(9):302–10.PubMedPubMedCentral
5.
go back to reference Bandesh K, Jha P, Giri AK, Marwaha RK, Scaria V, Tandon N, et al. Normative range of blood biochemical parameters in urban Indian school-going adolescents. PLoS ONE. 2019;14(3):e0213255.PubMedPubMedCentralCrossRef Bandesh K, Jha P, Giri AK, Marwaha RK, Scaria V, Tandon N, et al. Normative range of blood biochemical parameters in urban Indian school-going adolescents. PLoS ONE. 2019;14(3):e0213255.PubMedPubMedCentralCrossRef
6.
go back to reference Loh TP, Metz MP. Trends and physiology of common serum biochemistries in children aged 0–18 years. Pathology. 2015;47(5):452–61.PubMedCrossRef Loh TP, Metz MP. Trends and physiology of common serum biochemistries in children aged 0–18 years. Pathology. 2015;47(5):452–61.PubMedCrossRef
7.
go back to reference Bragança M, Oliveira BR, Fonseca JM, Batalha MA, Bogea EG, Coelho C, et al. Assessment of blood biomarkers in adolescents classified by body mass index and body fat percentage. Cad Saude Publica. 2020;36(6):e00084719.PubMedCrossRef Bragança M, Oliveira BR, Fonseca JM, Batalha MA, Bogea EG, Coelho C, et al. Assessment of blood biomarkers in adolescents classified by body mass index and body fat percentage. Cad Saude Publica. 2020;36(6):e00084719.PubMedCrossRef
8.
go back to reference Nihiser AJ, Lee SM, Wechsler H, McKenna M, Odom E, Reinold C, et al. Body mass index measurement in schools. J Sch Health. 2007;77(10):651–71. quiz 722 – 654.PubMedCrossRef Nihiser AJ, Lee SM, Wechsler H, McKenna M, Odom E, Reinold C, et al. Body mass index measurement in schools. J Sch Health. 2007;77(10):651–71. quiz 722 – 654.PubMedCrossRef
9.
go back to reference Mansell T, Magnussen CG, Nuotio J, Laitinen TT, Harcourt BE, Bekkering S, et al. Decreasing severity of obesity from early to late adolescence and young adulthood associates with longitudinal metabolomic changes implicated in lower cardiometabolic disease risk. Int J Obes (Lond). 2022;46(3):646–54.PubMedCrossRef Mansell T, Magnussen CG, Nuotio J, Laitinen TT, Harcourt BE, Bekkering S, et al. Decreasing severity of obesity from early to late adolescence and young adulthood associates with longitudinal metabolomic changes implicated in lower cardiometabolic disease risk. Int J Obes (Lond). 2022;46(3):646–54.PubMedCrossRef
11.
go back to reference [Experts consensus for prevention. And treatment of dyslipidemia in children and adolescents]. Zhonghua Er Ke Za Zhi. 2009;47(6):426–8. [Experts consensus for prevention. And treatment of dyslipidemia in children and adolescents]. Zhonghua Er Ke Za Zhi. 2009;47(6):426–8.
12.
go back to reference Huo JK, Zhou LJ, Wen B, Wang XJ, Dong B, Ma J. [The method of blood pressure evaluation among children and adolescents aged 7 to 17 years old in China]. Zhonghua Yu Fang Yi Xue Za Zhi. 2019;53(12):1299–304.PubMed Huo JK, Zhou LJ, Wen B, Wang XJ, Dong B, Ma J. [The method of blood pressure evaluation among children and adolescents aged 7 to 17 years old in China]. Zhonghua Yu Fang Yi Xue Za Zhi. 2019;53(12):1299–304.PubMed
13.
go back to reference Tropeano A, Corica D, Li Pomi A, Pepe G, Morabito LA, Curatola SL, et al. The metabolic syndrome in pediatrics: do we have a reliable definition? A systematic review. Eur J Endocrinol. 2021;185(2):265–78.PubMedCrossRef Tropeano A, Corica D, Li Pomi A, Pepe G, Morabito LA, Curatola SL, et al. The metabolic syndrome in pediatrics: do we have a reliable definition? A systematic review. Eur J Endocrinol. 2021;185(2):265–78.PubMedCrossRef
14.
go back to reference Commission PsRoCNHaFP. Anthropometric measurements method in health surveillance(WS/T424-2013). In: Commission PsRoCNHaFP; 2013. Commission PsRoCNHaFP. Anthropometric measurements method in health surveillance(WS/T424-2013). In: Commission PsRoCNHaFP; 2013.
16.
go back to reference Colley RC, Clarke J, Doyon CY, Janssen I, Lang JJ, Timmons BW, et al. Trends in physical fitness among Canadian children and youth. Health Rep. 2019;30(10):3–13.PubMed Colley RC, Clarke J, Doyon CY, Janssen I, Lang JJ, Timmons BW, et al. Trends in physical fitness among Canadian children and youth. Health Rep. 2019;30(10):3–13.PubMed
17.
go back to reference Júlíusson PB, Roelants M, Nordal E, Furevik L, Eide GE, Moster D, et al. Growth references for 0–19 year-old Norwegian children for length/height, weight, body mass index and head circumference. Ann Hum Biol. 2013;40(3):220–7.PubMedCrossRef Júlíusson PB, Roelants M, Nordal E, Furevik L, Eide GE, Moster D, et al. Growth references for 0–19 year-old Norwegian children for length/height, weight, body mass index and head circumference. Ann Hum Biol. 2013;40(3):220–7.PubMedCrossRef
18.
go back to reference Cacciari E, Milani S, Balsamo A, Dammacco F, De Luca F, Chiarelli F, et al. Italian cross-sectional growth charts for height, weight and BMI (6–20 y). Eur J Clin Nutr. 2002;56(2):171–80.PubMedCrossRef Cacciari E, Milani S, Balsamo A, Dammacco F, De Luca F, Chiarelli F, et al. Italian cross-sectional growth charts for height, weight and BMI (6–20 y). Eur J Clin Nutr. 2002;56(2):171–80.PubMedCrossRef
19.
go back to reference Nielsen TRH, Lausten-Thomsen U, Fonvig CE, Bøjsøe C, Pedersen L, Bratholm PS, et al. Dyslipidemia and reference values for fasting plasma lipid concentrations in Danish/North-European White children and adolescents. BMC Pediatr. 2017;17(1):116.PubMedPubMedCentralCrossRef Nielsen TRH, Lausten-Thomsen U, Fonvig CE, Bøjsøe C, Pedersen L, Bratholm PS, et al. Dyslipidemia and reference values for fasting plasma lipid concentrations in Danish/North-European White children and adolescents. BMC Pediatr. 2017;17(1):116.PubMedPubMedCentralCrossRef
20.
go back to reference Hwang IC, Park YM, Kang WC, Moon J. Association between height and lipid profile among Korean men: results from the 10-year Korea National Health and Nutrition Examination Survey. Eur J Prev Cardiol. 2020;27(19):2205–7.PubMedCrossRef Hwang IC, Park YM, Kang WC, Moon J. Association between height and lipid profile among Korean men: results from the 10-year Korea National Health and Nutrition Examination Survey. Eur J Prev Cardiol. 2020;27(19):2205–7.PubMedCrossRef
21.
go back to reference Kouda K, Nakamura H, Fan W, Takeuchi H. Negative relationships between growth in height and levels of cholesterol in puberty: a 3-year follow-up study. Int J Epidemiol. 2003;32(6):1105–10.PubMedCrossRef Kouda K, Nakamura H, Fan W, Takeuchi H. Negative relationships between growth in height and levels of cholesterol in puberty: a 3-year follow-up study. Int J Epidemiol. 2003;32(6):1105–10.PubMedCrossRef
22.
go back to reference Pyles LA, Lilly CL, Mullett CJ, Polak ES, Elliott EM, Neal WA. LDL cholesterol level in fifth-grade schoolchildren associates with stature. J Lipid Res. 2017;58(11):2197–201.PubMedPubMedCentralCrossRef Pyles LA, Lilly CL, Mullett CJ, Polak ES, Elliott EM, Neal WA. LDL cholesterol level in fifth-grade schoolchildren associates with stature. J Lipid Res. 2017;58(11):2197–201.PubMedPubMedCentralCrossRef
23.
go back to reference Oh NK, Song YM, Kim SH, Park MJ. Short stature is Associated with increased risk of Dyslipidemia in Korean adolescents and adults. Sci Rep. 2019;9(1):14090.PubMedPubMedCentralCrossRef Oh NK, Song YM, Kim SH, Park MJ. Short stature is Associated with increased risk of Dyslipidemia in Korean adolescents and adults. Sci Rep. 2019;9(1):14090.PubMedPubMedCentralCrossRef
24.
go back to reference De Marco S, Marcovecchio ML, Caniglia D, De Leonibus C, Chiarelli F, Mohn A. Circulating asymmetric dimethylarginine and lipid profile in pre-pubertal children with growth hormone deficiency: effect of 12-month growth hormone replacement therapy. Growth Horm IGF Res. 2014;24(5):216–20.PubMedCrossRef De Marco S, Marcovecchio ML, Caniglia D, De Leonibus C, Chiarelli F, Mohn A. Circulating asymmetric dimethylarginine and lipid profile in pre-pubertal children with growth hormone deficiency: effect of 12-month growth hormone replacement therapy. Growth Horm IGF Res. 2014;24(5):216–20.PubMedCrossRef
25.
go back to reference Zhu X, Wang K, Zhou Q, Xu J. Establishment of age- and sex-specific reference intervals for serum liver function tests in pediatric population aged 1-<18 years: a prospective study. J Clin Lab Anal. 2021;35(4):e23708.PubMedPubMedCentralCrossRef Zhu X, Wang K, Zhou Q, Xu J. Establishment of age- and sex-specific reference intervals for serum liver function tests in pediatric population aged 1-<18 years: a prospective study. J Clin Lab Anal. 2021;35(4):e23708.PubMedPubMedCentralCrossRef
26.
go back to reference Adeli K, Higgins V, Nieuwesteeg M, Raizman JE, Chen Y, Wong SL, et al. Complex reference values for endocrine and special chemistry biomarkers across pediatric, adult, and geriatric ages: establishment of robust pediatric and adult reference intervals on the basis of the Canadian Health measures Survey. Clin Chem. 2015;61(8):1063–74.PubMedCrossRef Adeli K, Higgins V, Nieuwesteeg M, Raizman JE, Chen Y, Wong SL, et al. Complex reference values for endocrine and special chemistry biomarkers across pediatric, adult, and geriatric ages: establishment of robust pediatric and adult reference intervals on the basis of the Canadian Health measures Survey. Clin Chem. 2015;61(8):1063–74.PubMedCrossRef
27.
go back to reference Colantonio DA, Kyriakopoulou L, Chan MK, Daly CH, Brinc D, Venner AA, et al. Closing the gaps in pediatric laboratory reference intervals: a CALIPER database of 40 biochemical markers in a healthy and multiethnic population of children. Clin Chem. 2012;58(5):854–68.PubMedCrossRef Colantonio DA, Kyriakopoulou L, Chan MK, Daly CH, Brinc D, Venner AA, et al. Closing the gaps in pediatric laboratory reference intervals: a CALIPER database of 40 biochemical markers in a healthy and multiethnic population of children. Clin Chem. 2012;58(5):854–68.PubMedCrossRef
28.
go back to reference Interator H, Lebenthal Y, Hoshen M, Safra I, Balicer R, Leshno M, et al. Distinct lipoprotein curves in normal weight, overweight, and obese children and adolescents. J Pediatr Gastroenterol Nutr. 2017;65(6):673–80.PubMedCrossRef Interator H, Lebenthal Y, Hoshen M, Safra I, Balicer R, Leshno M, et al. Distinct lipoprotein curves in normal weight, overweight, and obese children and adolescents. J Pediatr Gastroenterol Nutr. 2017;65(6):673–80.PubMedCrossRef
29.
go back to reference Shirasawa T, Ochiai H, Ohtsu T, Nishimura R, Morimoto A, Hoshino H, et al. LDL-cholesterol and body mass index among Japanese schoolchildren: a population-based cross-sectional study. Lipids Health Dis. 2013;12:77.PubMedPubMedCentralCrossRef Shirasawa T, Ochiai H, Ohtsu T, Nishimura R, Morimoto A, Hoshino H, et al. LDL-cholesterol and body mass index among Japanese schoolchildren: a population-based cross-sectional study. Lipids Health Dis. 2013;12:77.PubMedPubMedCentralCrossRef
30.
go back to reference Ma X, Zhang C, Su H, Gong X, Kong X. Increasing body Mass Index predicts Rapid decline in renal function: a 5 year retrospective study. Horm Metab Res. 2018;50(7):556–61.PubMedCrossRef Ma X, Zhang C, Su H, Gong X, Kong X. Increasing body Mass Index predicts Rapid decline in renal function: a 5 year retrospective study. Horm Metab Res. 2018;50(7):556–61.PubMedCrossRef
31.
go back to reference Lu JL, Molnar MZ, Naseer A, Mikkelsen MK, Kalantar-Zadeh K, Kovesdy CP. Association of age and BMI with kidney function and mortality: a cohort study. Lancet Diabetes Endocrinol. 2015;3(9):704–14.PubMedPubMedCentralCrossRef Lu JL, Molnar MZ, Naseer A, Mikkelsen MK, Kalantar-Zadeh K, Kovesdy CP. Association of age and BMI with kidney function and mortality: a cohort study. Lancet Diabetes Endocrinol. 2015;3(9):704–14.PubMedPubMedCentralCrossRef
32.
go back to reference Li XM, Ma YT, Xie X, Yang YN, Li XM, Zheng YY. Relationship between serum creatinine and obesity in children in Xinjiang, China. Genet Mol Res. 2014;13(2):2409–16.PubMedCrossRef Li XM, Ma YT, Xie X, Yang YN, Li XM, Zheng YY. Relationship between serum creatinine and obesity in children in Xinjiang, China. Genet Mol Res. 2014;13(2):2409–16.PubMedCrossRef
33.
go back to reference Parmaksız G, Kekeç ŞD, Cengiz ND, Noyan A. The relationship between body mass index and renal length in obese children. Pediatr Nephrol. 2020;35(5):901–5.PubMedCrossRef Parmaksız G, Kekeç ŞD, Cengiz ND, Noyan A. The relationship between body mass index and renal length in obese children. Pediatr Nephrol. 2020;35(5):901–5.PubMedCrossRef
34.
go back to reference Ece A, Çetinkaya S, Ekşioğlu S, Şenel S, Özkasap S, Giniş T, et al. Kidney growth and renal functions under the growth hormone replacement therapy in children. Ren Fail. 2014;36(4):508–13.PubMedCrossRef Ece A, Çetinkaya S, Ekşioğlu S, Şenel S, Özkasap S, Giniş T, et al. Kidney growth and renal functions under the growth hormone replacement therapy in children. Ren Fail. 2014;36(4):508–13.PubMedCrossRef
35.
go back to reference Suteerojntrakool O, Khongcharoensombat T, Chomtho S, Bongsebandhu-Phubhakdi C, Tempark T, Fewtrell M. Anthropometric markers and Iron status of 6-12-year-old Thai children: associations and predictors. J Nutr Metab. 2021;2021:9629718.PubMedPubMedCentralCrossRef Suteerojntrakool O, Khongcharoensombat T, Chomtho S, Bongsebandhu-Phubhakdi C, Tempark T, Fewtrell M. Anthropometric markers and Iron status of 6-12-year-old Thai children: associations and predictors. J Nutr Metab. 2021;2021:9629718.PubMedPubMedCentralCrossRef
36.
go back to reference Alam F, Ashraf N, Kashif R, Arshad H, Fatima SS. Soluble transferrin receptor, Ferritin index in Pakistani population. Pak J Pharm Sci. 2017;30(2):537–40.PubMed Alam F, Ashraf N, Kashif R, Arshad H, Fatima SS. Soluble transferrin receptor, Ferritin index in Pakistani population. Pak J Pharm Sci. 2017;30(2):537–40.PubMed
37.
go back to reference Shin SH, Lee YJ, Lee YA, Kim JH, Lee SY, Shin CH. High-sensitivity C-Reactive protein is Associated with prediabetes and Adiposity in Korean Youth. Metab Syndr Relat Disord. 2020;18(1):47–55.PubMedCrossRef Shin SH, Lee YJ, Lee YA, Kim JH, Lee SY, Shin CH. High-sensitivity C-Reactive protein is Associated with prediabetes and Adiposity in Korean Youth. Metab Syndr Relat Disord. 2020;18(1):47–55.PubMedCrossRef
38.
go back to reference de Dios O, Herrero L, Vales-Villamarín C, Mahíllo-Fernández I, Soriano-Guillén L, Garcés C. Sex steroid hormones, leptin, and high-sensitivity C-reactive protein levels in adolescents. Andrology. 2021;9(3):829–36.PubMedCrossRef de Dios O, Herrero L, Vales-Villamarín C, Mahíllo-Fernández I, Soriano-Guillén L, Garcés C. Sex steroid hormones, leptin, and high-sensitivity C-reactive protein levels in adolescents. Andrology. 2021;9(3):829–36.PubMedCrossRef
39.
go back to reference Navarro P, de Dios O, Gavela-Pérez T, Jois A, Garcés C, Soriano-Guillén L. High-sensitivity C-Reactive protein and leptin levels related to body Mass Index changes throughout Childhood. J Pediatr. 2016;178:178–82.PubMedCrossRef Navarro P, de Dios O, Gavela-Pérez T, Jois A, Garcés C, Soriano-Guillén L. High-sensitivity C-Reactive protein and leptin levels related to body Mass Index changes throughout Childhood. J Pediatr. 2016;178:178–82.PubMedCrossRef
40.
go back to reference Wang L, Song L, Liu B, Zhang L, Wu M, Cao Z, et al. Trends and Status of the prevalence of elevated blood pressure in children and adolescents in China: a systematic review and Meta-analysis. Curr Hypertens Rep. 2019;21(11):88.PubMedCrossRef Wang L, Song L, Liu B, Zhang L, Wu M, Cao Z, et al. Trends and Status of the prevalence of elevated blood pressure in children and adolescents in China: a systematic review and Meta-analysis. Curr Hypertens Rep. 2019;21(11):88.PubMedCrossRef
41.
go back to reference Araújo J, Ramos E, Barros H. Decreases in adiposity reduce the risk of hypertension: results from a prospective cohort of adolescents. Prev Med. 2019;120:1–7.PubMedCrossRef Araújo J, Ramos E, Barros H. Decreases in adiposity reduce the risk of hypertension: results from a prospective cohort of adolescents. Prev Med. 2019;120:1–7.PubMedCrossRef
42.
go back to reference Parker ED, Sinaiko AR, Kharbanda EO, Margolis KL, Daley MF, Trower NK, et al. Change in Weight Status and Development of Hypertension. Pediatrics. 2016;137(3):e20151662.PubMedPubMedCentralCrossRef Parker ED, Sinaiko AR, Kharbanda EO, Margolis KL, Daley MF, Trower NK, et al. Change in Weight Status and Development of Hypertension. Pediatrics. 2016;137(3):e20151662.PubMedPubMedCentralCrossRef
43.
go back to reference Daniels SR, Greer FR. Lipid screening and cardiovascular health in childhood. Pediatrics. 2008;122(1):198–208.PubMedCrossRef Daniels SR, Greer FR. Lipid screening and cardiovascular health in childhood. Pediatrics. 2008;122(1):198–208.PubMedCrossRef
44.
go back to reference Lozano P, Henrikson NB, Morrison CC, Dunn J, Nguyen M, Blasi PR, et al. Lipid screening in Childhood and Adolescence for detection of multifactorial dyslipidemia: evidence report and systematic review for the US Preventive Services Task Force. JAMA. 2016;316(6):634–44.PubMedCrossRef Lozano P, Henrikson NB, Morrison CC, Dunn J, Nguyen M, Blasi PR, et al. Lipid screening in Childhood and Adolescence for detection of multifactorial dyslipidemia: evidence report and systematic review for the US Preventive Services Task Force. JAMA. 2016;316(6):634–44.PubMedCrossRef
45.
go back to reference Habib A, Molayemat M, Habib A. Association of lipid profile and BMI Z-score in southern Iranian children and adolescents. J Pediatr Endocrinol Metab. 2019;32(8):827–35.PubMedCrossRef Habib A, Molayemat M, Habib A. Association of lipid profile and BMI Z-score in southern Iranian children and adolescents. J Pediatr Endocrinol Metab. 2019;32(8):827–35.PubMedCrossRef
46.
go back to reference Friedland O, Nemet D, Gorodnitsky N, Wolach B, Eliakim A. Obesity and lipid profiles in children and adolescents. J Pediatr Endocrinol Metab. 2002;15(7):1011–6.PubMedCrossRef Friedland O, Nemet D, Gorodnitsky N, Wolach B, Eliakim A. Obesity and lipid profiles in children and adolescents. J Pediatr Endocrinol Metab. 2002;15(7):1011–6.PubMedCrossRef
47.
go back to reference Zhang CX, Tse LA, Deng XQ, Jiang ZQ. Cardiovascular risk factors in overweight and obese Chinese children: a comparison of weight-for-height index and BMI as the screening criterion. Eur J Nutr. 2008;47(5):244–50.PubMedCrossRef Zhang CX, Tse LA, Deng XQ, Jiang ZQ. Cardiovascular risk factors in overweight and obese Chinese children: a comparison of weight-for-height index and BMI as the screening criterion. Eur J Nutr. 2008;47(5):244–50.PubMedCrossRef
48.
go back to reference Ferreira AP, Nóbrega Ode T, França NM. Association of body mass index and insulin resistance with metabolic syndrome in Brazilian children. Arq Bras Cardiol. 2009;93(2):147–53.PubMedCrossRef Ferreira AP, Nóbrega Ode T, França NM. Association of body mass index and insulin resistance with metabolic syndrome in Brazilian children. Arq Bras Cardiol. 2009;93(2):147–53.PubMedCrossRef
Metadata
Title
Exploring the complex dynamics of BMI, age, and physiological indicators in early adolescents
Authors
Ning Ding
Suyun Li
Han Zhou
Zhenchuang Tang
Tianlin Gao
Meina Tian
Changqing Liu
Xiaoyan Luo
Hongtong Chen
Lianlong Yu
Yao Chen
Li Yang
Lichao Zhu
Publication date
01-12-2024
Publisher
BioMed Central
Published in
BMC Pediatrics / Issue 1/2024
Electronic ISSN: 1471-2431
DOI
https://doi.org/10.1186/s12887-024-04680-8

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