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03-01-2024 | Original Contribution

Body mass index, internalizing behavior and executive function: examining trait-state effects from age 2 to 15

Authors: Keman Li, Ni Yan

Published in: European Child & Adolescent Psychiatry | Issue 8/2024

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Abstract

This study aimed to examine the reciprocal relation between body mass index and internalizing behavior from age 2 to 15, and also the predictive role of executive function. This study included a subset sample of 640 children (47% were male) from the National Institute of Child Health and Development Study of Early Child Care and Youth Development. A refined random-intercept cross-lagged model was employed to analyze: (1) the reciprocal relation between children’s body mass index and internalizing behavior assessed in eight waves from age 2 to 15; (2) the predictive role of executive functioning in both children’s body mass index and internalizing behavior. Trait-level body mass index-to-internalizing behavior association was not found; a significant state-level prediction from body mass index in 5th grade to internalizing behavior in 6th grade was found. Executive function was significantly associated with trait-level body mass index, trait-level internalizing behaviors, and state-level internalizing behaviors. The findings suggest that deficits in children’s executive functioning may be a shared risk associated with both high body mass index and internalizing behaviors. From an intervention perspective, this study highlighted the importance of targeting executive function to intervene in children’s obesity or internalizing behaviors.
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Literature
1.
go back to reference Hu K, Staiano AE (2022) Trends in obesity prevalence among children and adolescents aged 2 to 19 years in the US From 2011 to 2020. JAMA Pediatr J 176(10):1037–1039CrossRef Hu K, Staiano AE (2022) Trends in obesity prevalence among children and adolescents aged 2 to 19 years in the US From 2011 to 2020. JAMA Pediatr J 176(10):1037–1039CrossRef
2.
go back to reference Zhou N, Liang Y, Cao H, Chen Y, Lin X, Zhang J (2022) Body mass index and internalizing symptoms from early childhood through early adolescence: trend of codevelopment and directionality. J Child Psychol Psychiatry 63(3):324–332PubMedCrossRef Zhou N, Liang Y, Cao H, Chen Y, Lin X, Zhang J (2022) Body mass index and internalizing symptoms from early childhood through early adolescence: trend of codevelopment and directionality. J Child Psychol Psychiatry 63(3):324–332PubMedCrossRef
4.
go back to reference Dassen FCM, Houben K, Allom V, Jansen A (2018) Self-regulation and obesity: the role of executive function and delay discounting in the prediction of weight loss. J Behav Med 41(6):806–818PubMedPubMedCentralCrossRef Dassen FCM, Houben K, Allom V, Jansen A (2018) Self-regulation and obesity: the role of executive function and delay discounting in the prediction of weight loss. J Behav Med 41(6):806–818PubMedPubMedCentralCrossRef
5.
go back to reference Morgan PL, Farkas G, Hillemeier MM, Pun WH, Maczuga S (2018) Kindergarten children’s executive functions predict their second-grade academic achievement and behavior. Child Dev 90(5):1802–1816PubMedPubMedCentralCrossRef Morgan PL, Farkas G, Hillemeier MM, Pun WH, Maczuga S (2018) Kindergarten children’s executive functions predict their second-grade academic achievement and behavior. Child Dev 90(5):1802–1816PubMedPubMedCentralCrossRef
6.
go back to reference Wang Y, Liu Y (2020) The development of internalizing and externalizing problems in primary school: contributions of executive function and social competence. Child Dev 92(3):889PubMedCrossRef Wang Y, Liu Y (2020) The development of internalizing and externalizing problems in primary school: contributions of executive function and social competence. Child Dev 92(3):889PubMedCrossRef
7.
go back to reference Camfferman R, Jansen PW, Rippe RCA, Mesman J, Derks IPM, Tiemeier H, Jaddoe V, van der Veek SMC (2016) The association between overweight and internalizing and externalizing behavior in early childhood. Soc Sci Med 168:35–42PubMedCrossRef Camfferman R, Jansen PW, Rippe RCA, Mesman J, Derks IPM, Tiemeier H, Jaddoe V, van der Veek SMC (2016) The association between overweight and internalizing and externalizing behavior in early childhood. Soc Sci Med 168:35–42PubMedCrossRef
9.
go back to reference Patalay P, Hardman CA (2019) Comorbidity, codevelopment, and temporal associations between body mass index and internalizing symptoms from early childhood to adolescence. JAMA Psychiat 76(7):721CrossRef Patalay P, Hardman CA (2019) Comorbidity, codevelopment, and temporal associations between body mass index and internalizing symptoms from early childhood to adolescence. JAMA Psychiat 76(7):721CrossRef
10.
go back to reference Bradley RH, Houts R, Nader PR, O’Brien M, Belsky J, Crosnoe R (2008) The relationship between body mass index and behavior in children. J Pediatr 153(5):629-634.e3PubMedPubMedCentralCrossRef Bradley RH, Houts R, Nader PR, O’Brien M, Belsky J, Crosnoe R (2008) The relationship between body mass index and behavior in children. J Pediatr 153(5):629-634.e3PubMedPubMedCentralCrossRef
11.
go back to reference Jansen PW, Mensah FK, Clifford SA, Tiemeier H, Nicholson JM, Wake M (2013) Development of mental health problems and overweight between ages 4 and 11 years: a population-based longitudinal study of australian children. Acad Pediatr 13(2):159–167PubMedCrossRef Jansen PW, Mensah FK, Clifford SA, Tiemeier H, Nicholson JM, Wake M (2013) Development of mental health problems and overweight between ages 4 and 11 years: a population-based longitudinal study of australian children. Acad Pediatr 13(2):159–167PubMedCrossRef
12.
go back to reference Lumeng JC, Gannon K, Cabral HJ, Frank DA, Zuckerman B (2003) Association between clinically meaningful behavior problems and overweight in children. Pediatrics 112(5):1138–1145PubMedCrossRef Lumeng JC, Gannon K, Cabral HJ, Frank DA, Zuckerman B (2003) Association between clinically meaningful behavior problems and overweight in children. Pediatrics 112(5):1138–1145PubMedCrossRef
13.
go back to reference Martoccio TL, Senehi N, Brophy‐Herb HE, Miller AL, Horodynski MA, Kaciroti N, Contreras D, Peterson KE, Lumeng JC (2020) Cross‐lagged associations between behaviour problems and obesity in head start preschoolers. Pediatric Obes, 15(7) Martoccio TL, Senehi N, Brophy‐Herb HE, Miller AL, Horodynski MA, Kaciroti N, Contreras D, Peterson KE, Lumeng JC (2020) Cross‐lagged associations between behaviour problems and obesity in head start preschoolers. Pediatric Obes, 15(7)
14.
go back to reference Anderson SE, He X, Schoppe-Sullivan S, Must A (2010) Externalizing behavior in early childhood and body mass index from age 2 to 12 years: Longitudinal analyses of a prospective cohort study. BMC Pediatrics 10(1) Anderson SE, He X, Schoppe-Sullivan S, Must A (2010) Externalizing behavior in early childhood and body mass index from age 2 to 12 years: Longitudinal analyses of a prospective cohort study. BMC Pediatrics 10(1)
15.
go back to reference Sawyer MG, Miller-Lewis L, Guy S, Wake M, Canterford L, Carlin JB (2006) Is there a relationship between overweight and obesity and mental health problems in 4- to 5-year-old Australian children? Ambul Pediatr 6(6):306–311PubMedCrossRef Sawyer MG, Miller-Lewis L, Guy S, Wake M, Canterford L, Carlin JB (2006) Is there a relationship between overweight and obesity and mental health problems in 4- to 5-year-old Australian children? Ambul Pediatr 6(6):306–311PubMedCrossRef
16.
go back to reference Datar A, Sturm R (2004) Childhood overweight and parent- and teacher-reported behavior problems. Arch Pediatr Adolesc Med 158(8):804PubMedCrossRef Datar A, Sturm R (2004) Childhood overweight and parent- and teacher-reported behavior problems. Arch Pediatr Adolesc Med 158(8):804PubMedCrossRef
17.
go back to reference Garthus-Niegel S, Hagtvet KA, Vollrath ME (2010) A prospective study of weight development and behavior problems in toddlers: the Norwegian mother and child cohort study. BMC Public Health 10(1) Garthus-Niegel S, Hagtvet KA, Vollrath ME (2010) A prospective study of weight development and behavior problems in toddlers: the Norwegian mother and child cohort study. BMC Public Health 10(1)
18.
go back to reference Carsley S, Tu K, Parkin PC, Pullenayegum E, Birken CS (2018) Overweight and obesity in preschool aged children and risk of mental health service utilization. Int J Obes 43(7):1325–1333CrossRef Carsley S, Tu K, Parkin PC, Pullenayegum E, Birken CS (2018) Overweight and obesity in preschool aged children and risk of mental health service utilization. Int J Obes 43(7):1325–1333CrossRef
19.
go back to reference Pryor L, Brendgen M, Boivin M, Dubois L, Japel C, Falissard B, Tremblay RE, Côté SM (2016) Overweight during childhood and internalizing symptoms in early adolescence: the mediating role of peer victimization and the desire to be thinner. J Affect Disord 202:203–209PubMedCrossRef Pryor L, Brendgen M, Boivin M, Dubois L, Japel C, Falissard B, Tremblay RE, Côté SM (2016) Overweight during childhood and internalizing symptoms in early adolescence: the mediating role of peer victimization and the desire to be thinner. J Affect Disord 202:203–209PubMedCrossRef
20.
go back to reference Hatoum AS, Rhee SH, Corley RP, Hewitt JK, Friedman NP (2018) Etiology of stability and growth of internalizing and externalizing behavior problems across childhood and adolescence. Behav Genet 48(4):298–314PubMedPubMedCentralCrossRef Hatoum AS, Rhee SH, Corley RP, Hewitt JK, Friedman NP (2018) Etiology of stability and growth of internalizing and externalizing behavior problems across childhood and adolescence. Behav Genet 48(4):298–314PubMedPubMedCentralCrossRef
21.
go back to reference Yengo L, Sidorenko J, Kemper KE, Zheng Z, Wood AR, Weedon MN, Frayling TM, Hirschhorn J, Yang J, Visscher PM (2018) Meta-analysis of genome-wide association studies for height and body mass index in ∼700000 individuals of European ancestry. Hum Mol Genet 27(20):3641–3649PubMedPubMedCentralCrossRef Yengo L, Sidorenko J, Kemper KE, Zheng Z, Wood AR, Weedon MN, Frayling TM, Hirschhorn J, Yang J, Visscher PM (2018) Meta-analysis of genome-wide association studies for height and body mass index in ∼700000 individuals of European ancestry. Hum Mol Genet 27(20):3641–3649PubMedPubMedCentralCrossRef
22.
go back to reference van Lier PAC, Deater-Deckard K (2015) Children’s elementary school social experience and executive functions development: Introduction to a special section. J Abnorm Child Psychol 44(1):1–6CrossRef van Lier PAC, Deater-Deckard K (2015) Children’s elementary school social experience and executive functions development: Introduction to a special section. J Abnorm Child Psychol 44(1):1–6CrossRef
23.
go back to reference Blair C (2002) School readiness: Integrating cognition and emotion in a neurobiological conceptualization of children’s functioning at school entry. Am Psychol 57(2):111–127PubMedCrossRef Blair C (2002) School readiness: Integrating cognition and emotion in a neurobiological conceptualization of children’s functioning at school entry. Am Psychol 57(2):111–127PubMedCrossRef
24.
go back to reference Son SHC, Chang YE (2018) Childcare experiences and early school outcomes: the mediating role of executive functions and emotionality. Infant Child Dev 27(4):e2087CrossRef Son SHC, Chang YE (2018) Childcare experiences and early school outcomes: the mediating role of executive functions and emotionality. Infant Child Dev 27(4):e2087CrossRef
25.
go back to reference Yang Y, Shields GS, Zhang Y, Wu H, Chen H, Romer AL (2022) Child executive function and future externalizing and internalizing problems: a meta-analysis of prospective longitudinal studies. Clin Psychol Rev 97:102–194CrossRef Yang Y, Shields GS, Zhang Y, Wu H, Chen H, Romer AL (2022) Child executive function and future externalizing and internalizing problems: a meta-analysis of prospective longitudinal studies. Clin Psychol Rev 97:102–194CrossRef
26.
27.
go back to reference Fitzpatrick S, Gilbert S, Serpell L (2013) Systematic review: are overweight and obese individuals impaired on behavioural tasks of executive functioning? Neuropsychol Rev 23(2):138–156PubMedCrossRef Fitzpatrick S, Gilbert S, Serpell L (2013) Systematic review: are overweight and obese individuals impaired on behavioural tasks of executive functioning? Neuropsychol Rev 23(2):138–156PubMedCrossRef
28.
go back to reference Holmes CJ, Kim-Spoon J, Deater-Deckard K (2015) Linking executive function and peer problems from early childhood through middle adolescence. J Abnorm Child Psychol 44(1):31–42CrossRef Holmes CJ, Kim-Spoon J, Deater-Deckard K (2015) Linking executive function and peer problems from early childhood through middle adolescence. J Abnorm Child Psychol 44(1):31–42CrossRef
29.
go back to reference Rothbart MK, Ahadi SA, Hershey KL, Fisher P (2001) Investigations of temperament at three to seven years: the children’s behavior questionnaire. Child Dev 72(5):1394–1408PubMedCrossRef Rothbart MK, Ahadi SA, Hershey KL, Fisher P (2001) Investigations of temperament at three to seven years: the children’s behavior questionnaire. Child Dev 72(5):1394–1408PubMedCrossRef
30.
go back to reference Achenbach TM (1992) Manual for the Child Behavior Checklist/2-3 and 1992 Profile. Department of Psychiatry, University of Vermont Achenbach TM (1992) Manual for the Child Behavior Checklist/2-3 and 1992 Profile. Department of Psychiatry, University of Vermont
31.
go back to reference Achenbach TM, Edelbrock CS (1986) Manual for the Teacher’s Report Form and Teacher Version of the Child Behavior Profile. Department of Psychiatry, University of Vermont Achenbach TM, Edelbrock CS (1986) Manual for the Teacher’s Report Form and Teacher Version of the Child Behavior Profile. Department of Psychiatry, University of Vermont
32.
go back to reference Mulder JD, Hamaker EL (2020) Three extensions of the random intercept cross-lagged panel model. Struct Equ Modeling 28(4):1–11 Mulder JD, Hamaker EL (2020) Three extensions of the random intercept cross-lagged panel model. Struct Equ Modeling 28(4):1–11
33.
go back to reference Neumark-Sztainer D, Paxton SJ, Hannan PJ, Haines J, Story M (2006) Does body satisfaction matter? Five-year longitudinal associations between body satisfaction and health behaviors in adolescent females and males. J Adolesc Health 39(2):244–251PubMedCrossRef Neumark-Sztainer D, Paxton SJ, Hannan PJ, Haines J, Story M (2006) Does body satisfaction matter? Five-year longitudinal associations between body satisfaction and health behaviors in adolescent females and males. J Adolesc Health 39(2):244–251PubMedCrossRef
34.
go back to reference Cortese S, Moreira-Maia CR, St. Fleur D, Morcillo-Peñalver C, Rohde LA, Faraone SV (2016) Association between ADHD and obesity: a systematic review and meta-analysis. Am J Psychiatry 173(1):34–43PubMedCrossRef Cortese S, Moreira-Maia CR, St. Fleur D, Morcillo-Peñalver C, Rohde LA, Faraone SV (2016) Association between ADHD and obesity: a systematic review and meta-analysis. Am J Psychiatry 173(1):34–43PubMedCrossRef
35.
go back to reference Oh Y, Greenberg MT, Willoughby MT (2020) Examining longitudinal associations between externalizing and internalizing behavior problems at within- and between-child levels. J Abnorm Child Psychol 48(4):467–480PubMedPubMedCentralCrossRef Oh Y, Greenberg MT, Willoughby MT (2020) Examining longitudinal associations between externalizing and internalizing behavior problems at within- and between-child levels. J Abnorm Child Psychol 48(4):467–480PubMedPubMedCentralCrossRef
36.
go back to reference Tsai AG, Wadden TA (2005) Systematic review: an evaluation of major commercial weight loss programs in the United States. ACC Curr J Rev 14(5):15CrossRef Tsai AG, Wadden TA (2005) Systematic review: an evaluation of major commercial weight loss programs in the United States. ACC Curr J Rev 14(5):15CrossRef
37.
go back to reference Allom V, Mullan B, Smith E, Hay P, Raman, J (2018) Breaking bad habits by improving executive function in individuals with obesity. BMC Public Health 18(1) Allom V, Mullan B, Smith E, Hay P, Raman, J (2018) Breaking bad habits by improving executive function in individuals with obesity. BMC Public Health 18(1)
38.
go back to reference Hayes JF, Eichen DM, Barch DM, Wilfley DE (2018) Executive function in childhood obesity: promising intervention strategies to optimize treatment outcomes. Appetite 124:10–23PubMedCrossRef Hayes JF, Eichen DM, Barch DM, Wilfley DE (2018) Executive function in childhood obesity: promising intervention strategies to optimize treatment outcomes. Appetite 124:10–23PubMedCrossRef
39.
go back to reference Olino TM, Michelini G, Mennies RJ, Kotov R, Klein DN (2021) Does maternal psychopathology bias reports of offspring symptoms? A study using moderated non-linear factor analysis. J Child Psychol Psychiatry 62(10):1195–1201PubMedCrossRef Olino TM, Michelini G, Mennies RJ, Kotov R, Klein DN (2021) Does maternal psychopathology bias reports of offspring symptoms? A study using moderated non-linear factor analysis. J Child Psychol Psychiatry 62(10):1195–1201PubMedCrossRef
Metadata
Title
Body mass index, internalizing behavior and executive function: examining trait-state effects from age 2 to 15
Authors
Keman Li
Ni Yan
Publication date
03-01-2024
Publisher
Springer Berlin Heidelberg
Published in
European Child & Adolescent Psychiatry / Issue 8/2024
Print ISSN: 1018-8827
Electronic ISSN: 1435-165X
DOI
https://doi.org/10.1007/s00787-023-02349-8