Abstract
There is a growing focus on links between obesity and cognitive decline in adulthood, including Alzheimer’s disease. It is also increasingly recognized that obesity in youth is associated with poorer cognitive function, specifically executive functioning skills such as inhibitory control and working memory, which are critical for academic achievement. Emerging literature provides evidence for possible biological mechanisms driven by obesity; obesity-associated biomarkers such as adipokines, obesity-associated inflammatory cytokines, and obesity-associated gut hormones have been associated with learning, memory, and general cognitive function. To date, examination of obesity-associated biology with brain function has primarily occurred in animal models. The few studies examining such biologically mediated pathways in adult humans have corroborated the animal data, but this body of work has gone relatively unrecognized by the pediatric literature. Despite the fact that differences in these biomarkers have been found in association with obesity in children, the possibility that obesity-related biology could affect brain development in children has not been actively considered. We review obesity-associated biomarkers that have shown associations with neurocognitive skills, specifically executive functioning skills, which have far-reaching implications for child development. Understanding such gut–brain associations early in the lifespan may yield unique intervention implications.
Main
Executive functioning (EF) skills are a set of cognitive processes that enable conscious and subconscious control of attention and effort. As such, the executive system can shape multiple cognitive and behavioral outcomes across the lifespan, ranging from specific academic skills (1), to intelligence quotient scores (2) and overall school achievement (3). Central EF skills include working memory, problem solving, set-shifting, inhibitory control, flexible thinking, and planning. Such skills emerge rapidly during the early childhood years and continue to develop throughout later childhood and into adolescence (4). More so than simply academic knowledge, EF skills are vital for preparing children to be successful in school (5,6).
The prefrontal cortex (PFC) has traditionally been viewed as the “seat” of EF, as this region of the brain is centrally involved in the high-level, top-down control of impulses that are generated from elsewhere in the brain (e.g., the limbic system, which is typically considered more emotionally reactive). It is increasingly recognized however that there are multiple areas of the brain involved in EF (e.g., dorsolateral PFC, anterior cingulate cortex, orbitofrontal cortex, medial PFC), and that each of these brain regions have extensive functional connections to other regions of the brain (subcortical areas and brain stem), which govern the automatic processes that also shape an individual’s EF profile. Although some of the brain regions associated with specific EF skills are beginning to be mapped, the nature of the executive control system is that multiple brain areas play a role in the process and there is ongoing communication among these regions.
Children’s brains undergo extensive change and development during the first years of life, with continued maturation of the cortical regions responsible for top-down control of cognitive and behavioral processes continuing into adolescence (7). Importantly, not only brain structures but also neural organization and functional connectivity among brain regions change and develop over this time. As obesity tends to have its onset during early childhood when rapid brain development is occurring, considering how the biological changes associated with obesity may affect the organization of the developing brain is important. The focus of this review is on how obesity-specific biology may adversely affect multiple regions of the brain that shape the range of EF skills that are in turn critical for successful child development across domains. We focus here on gut-hormone- and adipose-tissue-mediated pathways. We do not include a review of the literature regarding diabetes and its associated biology with cognitive functioning, because it remains relatively uncommon in children, even in adolescents (8).
The multiple hormones that are secreted in order to regulate satiety and food intake are altered in the case of obesity, including in pediatric populations, and have been associated with cognition. Ghrelin (produced in the stomach) induces hunger by signaling to the hypothalamus to increase food intake (9) and low serum ghrelin is associated with obesity (10). With regard to implications for EF, experimental animal models have shown that ghrelin activates hippocampal regions relevant for learning and memory (11,12,13). For example, ghrelin and the activation of ghrelin receptors increase long-term memory and spatial task learning in rodents (14,15,16,17) and ghrelin-deficient mice show impaired memory (18,19,20). Glucagon-like peptide 1 (secreted by the intestine) is another appetite-regulating hormone that promotes satiety and decreases energy intake (21) and is reduced in obesity (22). Glucagon-like peptide 1 also signals multiple brain regions, including the hypothalamus and the PFC (23). Mice deficient in the glucagon-like peptide 1 receptor have learning and memory deficits (24,25,26). The possibility of using glucagon-like peptide 1 as a mechanism to reduce the likelihood of neurodegenerative conditions such as Alzheimer’s disease in humans has been proposed (27,28,29).
It has also become clear in recent years that fat tissue itself (adipose tissue) is metabolically active. It produces various substances with a wide range of obesity-associated biological functions, and communicates with multiple tissues and organ systems, including the brain, to regulate metabolism. Such substances include adipokines (fat-derived proteins) such as leptin, and proinflammatory cytokines, such as interleukin-6 and tumor necrosis factor-alpha. C-reactive protein is also triggered by fat cells (adipocytes) and rises in response to inflammation. These adipose-tissue generated substances are also associated with EF skills.
Leptin is produced almost exclusively by fat cells (adipocytes) and signals the brain to reduce food intake (9). Receptors for leptin are found throughout the brain. Most obesity research focuses on the role of leptin in the hypothalamus for appetite regulation, but leptin may also influence other brain functions. Leptin has been linked to cognition and memory processing (30,31,32,33,34,35) and acts in brain regions involved with memory and reward, such as the hippocampus, cortex, and cerebellum (36). Short-term leptin infusion in mice improves memory and learning (32,33) and leptin has been found to be important for brain development (37). Serum leptin is positively correlated with percentage of body fat, and is higher in obese individuals, including children (38,39).
Adipose tissue chronically activates the inflammatory response by producing abnormal levels of adipose tissue-derived proteins (proinflammatory cytokines), even in children (40). Thus, as with leptin, obesity-driven biological features can be present very early in life. Such inflammation can have profound effects in multiple brain areas critical for effective cognitive functioning (41,42). Systemic inflammation has been associated with reduced spatial learning and memory skills in experimental rodent models (43,44,45). Obesity-induced inflammation can also directly interfere with synaptic communication in the hippocampus (46).
In sum, the hormones that function to regulate metabolism also appear to make significant contributions to cognitive processing, particularly the skills such as working memory and learning that are key elements of EF. Further, contributions of adipose tissue itself to reduced cognitive functioning have been identified. In the case of obesity, there is dysregulation of both appetite-regulating hormones and the substances produced by adipose tissue, resulting in multiple obesity-related biomarkers that can potentially adversely affect EF skills. Notably, such biomarkers are also present in obese children. If obesity-related biology is impairing the cognitive skills that should be developing during early childhood, this could have significant adverse consequences for young children who experience early-life obesity. Although biomarkers of obesity have been implicated in cognitive decline among older adults (47,48), this association is virtually unexamined in children. How such biomarkers may uniquely contribute to shaping neurobiology and EF skills early in the lifespan should be considered.
Importantly, our current understanding of the mechanistic associations of obesity-related biology through hormone- and adipose-tissue-mediated pathways is based on animal models; there is a paucity of research on these processes in humans and almost none in children. However, the few available human studies also consistently suggest that obesity is associated with cognitive deficits (49,50,51,52,53). Most of this work is focused on the end of the lifespan, with multiple studies documenting associations of obesity with Alzheimer’s disease (47,48,54) and reduced cognitive skills in aging populations (52). Some work has identified similar associations across the adult lifespan, specifically that overweight and obese adults performed more poorly on verbal interference and attention tasks (55) and verbal memory tasks (56), and that higher BMI was associated with slower performance on measures of processing speed and memory (digit span; 57). In longitudinal work, midlife obesity was associated with later poorer executive function performance among men in the Framingham Heart Study (49) and central obesity was associated with poorer memory and visual-motor executive function skills among the middle-aged offspring of this sample (58). Importantly, a growing number of brain imaging studies have shown reduced blood flow and metabolic activity in the PFC among obese adults (59,60); a recent review noted consistent findings of reduced brain volume in relation to adiposity indicators among adults over 40 y of age (61). Overweight among young adults was also associated with reduced gray matter density in the hippocampus and cerebellum (62), regions that are important for EF. Obese adolescents also demonstrated reduced EF as well as reduced volume in the orbitofrontal cortex (63). Furthermore, human studies have linked elevated leptin (64) and inflammatory markers (65), as well as visceral fat (66,67) with reduced neurocognitive functioning. Taken together, evidence from human studies of adults suggests that relevant brain regions are associated with obesity; identifying whether biologically-mediated pathways are present in children is an important future research direction.
Childhood obesity has been associated with poor school performance in multiple studies (68,69,70). Findings may reflect in part difficulties in EF, although school performance is at best a very distal indicator of EF skills. Not all studies have found such associations (53,71,72,73), possibly due to measurement or design issues that have not allowed for an examination of more proximal mechanisms of association. Recent reviews have identified associations between adiposity and a range of neurocognitive skills, including EF (53,72,74,75) and several studies have linked weaknesses in specific aspects of EF with obesity in children (76,77). Studies to date have been limited by their use of correlational and cross-sectional designs, small sample sizes, samples that have low rates of obesity or are exclusively of obese and overweight youth, and/or by using BMI as the only indicator of adiposity. Understanding whether underlying obesity-associated biological mechanisms are responsible for some of these associations is important. If such biological changes are identifiable early in development, perhaps even prior to the onset of obesity, there may be additional opportunities to act early to deter the effects of such biological processes on cognitive skills. Indeed, if the obesity–EF associations described in this review are confirmed in future research, then much more detailed investigation of the underlying brain structures and specific neurophysiological mechanisms of association will be needed.
Finally, considering intervention implications, some have suggested that cognitive deficits may in part explain the limited success to date of cognitive-behavioral therapies to reduce obesity and manage weight among obese and overweight youth (72,73,78,79). Additional evidence supporting this perspective is that a few experimental studies (mostly clinical weight loss trials) have found that when obesity decreases, cognitive skills increase (80). A recent review suggested lifestyle interventions to reduce obesity could improve school achievement, but effects were small (81). If it is the case that the biology of obesity itself is impairing children’s EF and thus their abilities to engage in or benefit from obesity prevention and treatment approaches, different therapeutic approaches may need to be developed to aid these children not only to reduce their obesity, but also to enhance their EF skills. Future research should test a potential causal role of obesity and its associated biology in having an adverse impact on EF in children.
Statement of Financial Support
National Institute of Diabetes and Digestive and Kidney Diseases (Bethesda, MD, United States), grant numbers R21DK090718 and 1RC1DK086376 and pilot and feasibility funds made possible by National Institute of Diabetes and Digestive and Kidney Diseases (Bethesda, MD, United States), grant number P30DK089503.
References
Miller MR, Muller U, Giesbrecht GF, Carpendale JI, Kerns KA . The contribution of executive function and social understanding to preschoolers’ letter and math skills. Cogn Dev 2013;28:331–49.
Ardila A, Pineda D, Rosselli M . Correlation between intelligence test scores and executive function measures. Arch Clin Neuropsychol 2000;15:31–6.
Best JR, Miller PH, Naglieri JA . Relations between executive function and academic achievement from ages 5 to 17 in a large, representative national sample. Learn Individ Differ 2011;21:327–36.
Zelazo PD, Carlson SM, Kesek A . The development of executive function in childhood. In: Luciana CANM, ed. Handbook of Developmental Cognitive Neuroscience. 2nd edn. Cambridge, MA: MIT Press, 2008:553–74.
Blair C . School readiness. Integrating cognition and emotion in a neurobiological conceptualization of children’s functioning at school entry. Am Psychol 2002;57:111–27.
Liew J . Effortful control, executive functions, and education: bringing self-regulatory and social-emotional competencies to the table. Child Dev Perspect 2012;6:105–11.
Casey BJ, Tottenham N, Liston C, Durston S . Imaging the developing brain: what have we learned about cognitive development? Trends Cogn Sci 2005;9:104–10.
SEARCH for Diabetes in Youth Study Group, et al. The burden of diabetes mellitus among US youth: prevalence estimates from the SEARCH for Diabetes in Youth Study. Pediatrics 2006;118:1510–8.
Klok MD, Jakobsdottir S, Drent ML . The role of leptin and ghrelin in the regulation of food intake and body weight in humans: a review. Obes Rev 2007;8:21–34.
Tschöp M, Weyer C, Tataranni PA, Devanarayan V, Ravussin E, Heiman ML . Circulating ghrelin levels are decreased in human obesity. Diabetes 2001;50:707–9.
Diano S, Farr SA, Benoit SC, et al. Ghrelin controls hippocampal spine synapse density and memory performance. Nat Neurosci 2006;9:381–8.
Li E, Chung H, Kim Y, et al. Ghrelin directly stimulates adult hippocampal neurogenesis: implications for learning and memory. Endocr J 2013;60:781–9.
Frago LM, Baquedano E, Argente J, Chowen JA . Neuroprotective actions of ghrelin and growth hormone secretagogues. Front Mol Neurosci 2011;4:1–11.
Carlini VP, Ghersi M, Schiöth HB, de Barioglio SR . Ghrelin and memory: differential effects on acquisition and retrieval. Peptides 2010;31:1190–3.
Diano S, Farr SA, Benoit SC, et al. Ghrelin controls hippocampal spine synapse density and memory performance. Nat Neurosci 2006;9:381–8.
Atcha Z, Chen WS, Ong AB, et al. Cognitive enhancing effects of ghrelin receptor agonists. Psychopharmacology (Berl) 2009;206:415–27.
Carlini VP, Martini AC, Schiöth HB, Ruiz RD, Fiol de Cuneo M, de Barioglio SR . Decreased memory for novel object recognition in chronically food-restricted mice is reversed by acute ghrelin administration. Neuroscience 2008;153:929–34.
Hansson C, Alvarez-Crespo M, Taube M, et al. Influence of ghrelin on the central serotonergic signaling system in mice. Neuropharmacology 2014;79:498–505.
Carlini VP, Varas MM, Cragnolini AB, Schiöth HB, Scimonelli TN, de Barioglio SR . Differential role of the hippocampus, amygdala, and dorsal raphe nucleus in regulating feeding, memory, and anxiety-like behavioral responses to ghrelin. Biochem Biophys Res Commun 2004;313:635–41.
Carlini VP, Monzón ME, Varas MM, et al. Ghrelin increases anxiety-like behavior and memory retention in rats. Biochem Biophys Res Commun 2002;299:739–43.
Flint A, Raben A, Astrup A, Holst JJ . Glucagon-like peptide 1 promotes satiety and suppresses energy intake in humans. J Clin Invest 1998;101:515–20.
Ranganath LR, Beety JM, Morgan LM, Wright JW, Howland R, Marks V . Attenuated GLP-1 secretion in obesity: cause or consequence? Gut 1996;38:916–9.
Pannacciulli N, Le DS, Salbe AD, et al. Postprandial glucagon-like peptide-1 (GLP-1) response is positively associated with changes in neuronal activity of brain areas implicated in satiety and food intake regulation in humans. Neuroimage 2007;35:511–7.
Abbas T, Faivre E, Hölscher C . Impairment of synaptic plasticity and memory formation in GLP-1 receptor KO mice: interaction between type 2 diabetes and Alzheimer’s disease. Behav Brain Res 2009;205:265–71.
During MJ, Cao L, Zuzga DS, et al. Glucagon-like peptide-1 receptor is involved in learning and neuroprotection. Nat Med 2003;9:1173–9.
Porter DW, Kerr BD, Flatt PR, Holscher C, Gault VA . Four weeks administration of liraglutide improves memory and learning as well as glycaemic control in mice with high fat dietary-induced obesity and insulin resistance. Diabetes Obes Metab 2010;12:891–9.
Holscher C . Central effects of GLP-1: new opportunities for treatments of neurodegenerative diseases. J Endocrinol 2014;221:T31–41.
Hölscher C . Potential role of glucagon-like peptide-1 (GLP-1) in neuroprotection. CNS Drugs 2012;26:871–82.
Hölscher C . Insulin, incretins and other growth factors as potential novel treatments for Alzheimer’s and Parkinson’s diseases. Biochem Soc Trans 2014;42:593–9.
Guo M, Huang TY, Garza JC, Chua SC, Lu XY . Selective deletion of leptin receptors in adult hippocampus induces depression-related behaviours. Int J Neuropsychopharmacol 2013;16:857–67.
Li XL, Aou S, Oomura Y, Hori N, Fukunaga K, Hori T . Impairment of long-term potentiation and spatial memory in leptin receptor-deficient rodents. Neuroscience 2002;113:607–15.
Farr SA, Banks WA, Morley JE . Effects of leptin on memory processing. Peptides 2006;27:1420–5.
Oomura Y, Hori N, Shiraishi T, et al. Leptin facilitates learning and memory performance and enhances hippocampal CA1 long-term potentiation and CaMK II phosphorylation in rats. Peptides 2006;27:2738–49.
Paz-Filho G, Wong ML, Licinio J . The procognitive effects of leptin in the brain and their clinical implications. Int J Clin Pract 2010;64:1808–12.
Morrison CD . Leptin signaling in brain: a link between nutrition and cognition? Biochim Biophys Acta 2009;1792:401–8.
Morrison CD . Leptin signaling in brain: a link between nutrition and cognition? Biochim Biophys Acta 2009;1792:401–8.
Ahima RS, Bjorbaek C, Osei S, Flier JS . Regulation of neuronal and glial proteins by leptin: implications for brain development. Endocrinology 1999;140:2755–62.
Salbe AD, Weyer C, Lindsay RS, Ravussin E, Tataranni PA . Assessing risk factors for obesity between childhood and adolescence: I. Birth weight, childhood adiposity, parental obesity, insulin, and leptin. Pediatrics 2002;110:2 Pt 1:299–306.
Clayton PE, Gill MS, Hall CM, Tillmann V, Whatmore AJ, Price DA . Serum leptin through childhood and adolescence. Clin Endocrinol (Oxf) 1997;46:727–33.
Tam CS, Clément K, Baur LA, Tordjman J . Obesity and low-grade inflammation: a paediatric perspective. Obes Rev 2010;11:118–26.
Yirmiya R, Goshen I . Immune modulation of learning, memory, neural plasticity and neurogenesis. Brain Behav Immun 2011;25:181–213.
Gustafson D . Adiposity indices and dementia. Lancet Neurol 2006;5:713–20.
Moore AH, Wu M, Shaftel SS, Graham KA, O’Banion MK . Sustained expression of interleukin-1beta in mouse hippocampus impairs spatial memory. Neuroscience 2009;164:1484–95.
Shaw KN, Commins S, O’Mara SM . Lipopolysaccharide causes deficits in spatial learning in the watermaze but not in BDNF expression in the rat dentate gyrus. Behav Brain Res 2001;124:47–54.
Shaw KN, Commins S, O’Mara SM . Cyclooxygenase inhibition attenuates endotoxin-induced spatial learning deficits, but not an endotoxin-induced blockade of long-term potentiation. Brain Res 2005;1038:231–7.
Erion JR, Wosiski-Kuhn M, Dey A, et al. Obesity elicits interleukin 1-mediated deficits in hippocampal synaptic plasticity. J Neurosci 2014;34:2618–31.
Letra L, Santana I, Seica R . Obesity as a risk factor for Alzheimer’s disease: the role of adipocytokines. Metab Brain Dis 2014;20:563–8.
Arnoldussen IA, Kiliaan AJ, Gustafson DR . Obesity and dementia: adipokines interact with the brain. Eur Neuropsychopharmacol 2014; e-pub ahead of print 20 March 2014.
Elias MF, Elias PK, Sullivan LM, Wolf PA, D’Agostino RB . Lower cognitive function in the presence of obesity and hypertension: the Framingham Heart Study. Int J Obes Relat Metab Disord 2003;27:260–8.
Fergenbaum JH, Bruce S, Lou W, Hanley AJG, Greenwood C, Young TK . Obesity and lowered cognitive performance in a Canadian First Nations population. Obesity 2009;17:1957–63.
Li Y, Dai Q, Jackson JC, Zhang J . Overweight is associated with decreased cognitive functioning among school-age children and adolescents. Obesity 2008;16:1809–15.
Sellbom KS, Gunstad J . Cognitive function and decline in obesity. J Alzheimers Dis 2012;30:S89–S95.
Smith E, Hay P, Campbell L, Trollor JN . A review of the association between obesity and cognitive function across the lifespan: implications for novel approaches to prevention and treatment. Obes Rev 2011;12:740–55.
Gustafson D, Rothenberg E, Blennow K, Steen B, Skoog I . An 18-year follow-up of overweight and risk of Alzheimer disease. Arch Intern Med 2003;163:1524–8.
Gunstad J, Paul RH, Cohen RA, Tate DF, Spitznagel MB, Gordon E . Elevated body mass index is associated with executive dysfunction in otherwise healthy adults. Compr Psychiatry 2007;48:57–61.
Gunstad J, Paul RH, Cohen RA, Tate DF, Gordon E . Obesity is associated with memory deficits in young and middle-aged adults. Eat Weight Disord 2006;11:e15–9.
Stanek KM, Strain G, Devlin M, et al. Body mass index and neurocognitive functioning across the adult lifespan. Neuropsychology 2013;27:141–51.
Wolf PA, Beiser A, Elias MF, Au R, Vasan RS, Seshadri S . Relation of obesity to cognitive function: importance of central obesity and synergistic influence of concomitant hypertension. The Framingham Heart Study. Curr Alzheimer Res 2007;4:111–6.
Willeumier KC, Taylor DV, Amen DG . Elevated BMI is associated with decreased blood flow in the prefrontal cortex using SPECT imaging in healthy adults. Obesity 2011;19:1095–7.
Volkow ND, Wang GJ, Telang F, et al. Inverse association between BMI and prefrontal metabolic activity in healthy adults. Obesity 2009;17:60–5.
Willette AA, Kapogiannis D . Does the brain shrink as the waist expands? Ageing Res Rev 2014; e-pub ahead of print 22 April 2014 (pii: S1568-1637(14)00044-0; doi: 10.1016/j.arr.2014.03.007).
Mueller K, Sacher J, Arelin K, et al. Overweight and obesity are associated with neuronal injury in the human cerebellum and hippocampus in young adults: a combined MRI, serum marker and gene expression study. Transl Psychiatry 2012;2:e200.
Maayan L, Hoogendoorn C, Sweat V, Convit A . Disinhibited eating in obese adolescents is associated with orbitofrontal volume reductions and executive dysfunction. Obesity 2011;19:1382–7.
Gunstad J, Spitznagel MB, Keary TA, et al. Serum leptin levels are associated with cognitive function in older adults. Brain Res 2008;1230:233–6.
Teunissen CE, van Boxtel MP, Bosma H, et al. Inflammation markers in relation to cognition in a healthy aging population. J Neuroimmunol 2003;134:142–50.
Schwartz DH, Leonard G, Perron M, et al. Visceral fat is associated with lower executive functioning in adolescents. Int J Obes (Lond) 2013;37:1336–43.
Bove RM, Brick DJ, Healy BC, et al. Metabolic and endocrine correlates of cognitive function in healthy young women. Obesity 2013;21:1343–9.
Datar A, Sturm R . Childhood overweight and elementary school outcomes. Int J Obes (Lond) 2006;30:1449–60.
Gable S, Krull JL, Chang Y . Boys’ and girls’ weight status and math performance from kindergarten entry through fifth grade: a mediated analysis. Child Dev 2012;83:1822–39.
Torrijos-Niño C, Martínez-Vizcaíno V, Pardo-Guijarro MJ, García-Prieto JC, Arias-Palencia NM, Sánchez-López M . Physical fitness, obesity, and academic achievement in schoolchildren. J Pedatr 2014; e-pub ahead of print 29 March 2014.
LeBlanc MM, Martin CK, Han H, et al. Adiposity and physical activity are not related to academic achievement in school-aged children. J Dev Behav Pediatr 2012;33:486–94.
Lokken KL, Boeka AG, Austin HM, Gunstad J, Harmon CM . Evidence of executive dysfunction in extremely obese adolescents: a pilot study. Surg Obes Relat Dis 2009;5:547–52.
Parisi P, Verrotti A, Paolino MC, et al. Cognitive profile, parental education and BMI in children: reflections on common neuroendrocrinobiological roots. J Pediatr Endocrinol Metab 2010;23:1133–41.
Liang J, Matheson BE, Kaye WH, Boutelle KN . Neurocognitive correlates of obesity and obesity-related behaviors in children and adolescents. Int J Obes 2013;5:142.
Kamijo K, Khan NA, Pontifex MB, et al. The relation of adiposity to cognitive control and scholastic achievement in preadolescent children. Obesity 2012;20:2406–11.
Kamijo K, Pontifex MB, Khan NA, et al. The association of childhood obesity to neuroelectric indices of inhibition. Psychophysiology 2012;49:1361–71.
Kamijo K, Pontifex MB, Khan NA, et al. The negative association of childhood obesity to cognitive control of action monitoring. Cereb Cortex 2014;24:654–62.
Hoeman LD . The obese teen: the neuroendocrine connection. Am J Nurs 2007;107:40–8.
Riggs NR, Spruijt-Metz D, Sakuma KL, Chou CP, Pentz MA . Executive cognitive function and food intake in children. J Nutr Educ Behav 2010;42:398–403.
Chaddock L, Hillman CH, Pontifex MB, Johnson CR, Raine LB, Kramer AF . Childhood aerobic fitness predicts cognitive performance one year later. J Sports Sci 2012;30:421–30.
Martin A, Saunders DH, Shenkin SD, Sproule J . Lifestyle intervention for improving school achievement in overweight or obese children and adolescents. Cochrane Database Syst Rev [online], 2014 (doi: 10.1002/14651858.CD009728.pub2).
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Miller, A., Lee, H. & Lumeng, J. Obesity-associated biomarkers and executive function in children. Pediatr Res 77, 143–147 (2015). https://doi.org/10.1038/pr.2014.158
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DOI: https://doi.org/10.1038/pr.2014.158
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