Skip to main content
Log in

The effect of air pollution and emotional and behavioral problems on preschoolers’ overweight and obesity

  • Research Article
  • Published:
Environmental Science and Pollution Research Aims and scope Submit manuscript

Abstract

Childhood overweight and obesity (OWO) has risen dramatically in both developed and developing countries over the past few decades, creating a huge burden of disease. Ambient air pollution and emotional and behavioral problems are important influencing factors of OWO in preschoolers, but few studies have evaluated the impact of air pollution and emotional and behavioral problems on OWO of preschoolers in rural areas and their potential interactions. This study selected 3802 preschool children from 26 kindergartens in 4 rural areas of Anhui Province for a cross-sectional study. A total of 3636 individuals were included in the final analysis. In this study, outdoor air pollutants (PM2.5 and O3) were derived from the China Air Pollution Tracking (TAP) data set, matching preschoolers’ external air pollution exposure according to their kindergarten address codes to neighborhoods or administrative villages. OWO were assessed based on WHO Child Growth and Development Standards. Generalized linear model (GLM) and interplot model were used to evaluate the separate effects and potential interactions of air pollutants and emotional and behavioral problems on preschoolers’ OWO. In the separate analysis, we found a significant positive association between air pollution and emotional and behavioral problems and OWO among preschoolers. In the interaction analysis, air pollution could enhance the positive effect of emotional and behavioral problems on OWO in preschoolers. In addition, the effect of air pollution and emotional and behavioral problems on overweight and obesity was stronger in preschoolers aged 5 to 6 years. Finally, we also found a stronger positive association between emotional and behavioral problems among girls, macrosomia, non-left-behind children, and preschoolers without eating problems. This study provided a scientific basis for the control of air pollution and overweight and obesity among preschool children in Anhui Province.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2

Similar content being viewed by others

Data availability

Not applicable.

References

  • Afshin A, Forouzanfar MH, Reitsma MB, Sur P, Estep K, Lee A, Marczak L, Mokdad AH, Moradi-Lakeh M, Naghavi M, Salama JS, Vos T, Abate KH, Abbafati C, Ahmed MB, Al-Aly Z, Alkerwi A, Al-Raddadi R, Amare AT, Amberbir A, Amegah AK, Amini E, Amrock SM, Anjana RM, Ärnlöv J, Asayesh H, Banerjee A, Barac A, Baye E, Bennett DA, Beyene AS, Biadgilign S, Biryukov S, Bjertness E, Boneya DJ, Campos-Nonato I, Carrero JJ, Cecilio P, Cercy K, Ciobanu LG, Cornaby L, Damtew SA, Dandona L, Dandona R, Dharmaratne SD, Duncan BB, Eshrati B, Esteghamati A, Feigin VL, Fernandes JC, Fürst T, Gebrehiwot TT, Gold A, Gona PN, Goto A, Habtewold TD, Hadush KT, Hafezi-Nejad N, Hay SI, Horino M, Islami F, Kamal R, Kasaeian A, Katikireddi SV, Kengne AP, Kesavachandran CN, Khader YS, Khang YH, Khubchandani J, Kim D, Kim YJ, Kinfu Y, Kosen S, Ku T, Defo BK, Kumar GA, Larson HJ, Leinsalu M, Liang X, Lim SS, Liu P, Lopez AD, Lozano R, Majeed A, Malekzadeh R, Malta DC, Mazidi M, McAlinden C, McGarvey ST, Mengistu DT, Mensah GA, Mensink GBM, Mezgebe HB, Mirrakhimov EM, Mueller UO, Noubiap JJ, Obermeyer CM, Ogbo FA, Owolabi MO, Patton GC, Pourmalek F, Qorbani M, Rafay A, Rai RK, Ranabhat CL, Reinig N, Safiri S, Salomon JA, Sanabria JR, Santos IS, Sartorius B, Sawhney M, Schmidhuber J, Schutte AE, Schmidt MI, Sepanlou SG, Shamsizadeh M, Sheikhbahaei S, Shin MJ, Shiri R, Shiue I, Roba HS, Silva DAS, Silverberg JI, Singh JA, Stranges S, Swaminathan S, Tabarés-Seisdedos R, Tadese F, Tedla BA, Tegegne BS, Terkawi AS, Thakur JS, Tonelli M, Topor-Madry R, Tyrovolas S, Ukwaja KN, Uthman OA, Vaezghasemi M, Vasankari T, Vlassov VV, Vollset SE, Weiderpass E, Werdecker A, Wesana J, Westerman R, Yano Y, Yonemoto N, Yonga G, Zaidi Z, Zenebe ZM, Zipkin B, Murray CJL (2017) Health effects of overweight and obesity in 195 countries over 25 years. N Engl J Med 377:13–27. https://doi.org/10.1056/nejmoa1614362

    Article  Google Scholar 

  • Ahmed SM, Mishra GD, Moss KM, Yang IA, Lycett K, Knibbs LD (2022) Maternal and childhood ambient air pollution exposure and mental health symptoms and psychomotor development in children: An Australian population-based longitudinal study. Environ Int 158:107003. https://doi.org/10.1016/j.envint.2021.107003

    Article  CAS  Google Scholar 

  • An R, Ji M, Yan H, Guan C (2018) Impact of ambient air pollution on obesity: a systematic review. Int J Obes (lond) 42:1112–1126. https://doi.org/10.1038/s41366-018-0089-y

    Article  CAS  Google Scholar 

  • Bailey MJ, Naik NN, Wild LE, Patterson WB, Alderete TL (2020) Exposure to air pollutants and the gut microbiota: a potential link between exposure, obesity, and type 2 diabetes. Gut Microbes 11:1188–1202. https://doi.org/10.1080/19490976.2020.1749754

    Article  CAS  Google Scholar 

  • Baker KD, Loughman A, Spencer SJ, Reichelt AC (2017) The impact of obesity and hypercaloric diet consumption on anxiety and emotional behavior across the lifespan. Neurosci Biobehav Rev 83:173–182. https://doi.org/10.1016/j.neubiorev.2017.10.014

    Article  Google Scholar 

  • Campolim CM, Weissmann L, Ferreira C, Zordão OP, Dornellas A, de Castro G, Zanotto TM, Boico VF, Quaresma P, Lima R, Donato J Jr, Veras MM, Saldiva P, Kim YB, Prada PO (2020) Short-term exposure to air pollution (PM2.5) induces hypothalamic inflammation, and long-term leads to leptin resistance and obesity via Tlr4/Ikbke in mice. Sci Rep. 10:10160. https://doi.org/10.1038/s41598-020-67040-3

    Article  CAS  Google Scholar 

  • Colquitt JL, Loveman E, O’Malley C, Azevedo LB, Mead E, Al-Khudairy L, Ells LJ, Metzendorf MI, Rees K (2016) Diet, physical activity, and behavioral interventions for the treatment of overweight or obesity in preschool children up to the age of 6 years. Cochrane Database Syst Rev. 3:CD012105. https://doi.org/10.1002/14651858.cd012105

    Article  Google Scholar 

  • Cook BG, Li D, Heinrich KM (2015) Obesity, physical activity, and sedentary behavior of youth with learning disabilities and ADHD. J Learn Disabil 48:563–576. https://doi.org/10.1177/0022219413518582

    Article  Google Scholar 

  • Cortese S, Tessari L (2017) Attention-deficit/hyperactivity disorder (ADHD) and obesity: update 2016. Curr Psychiatry Rep 19:4. https://doi.org/10.1007/s11920-017-0754-1

    Article  Google Scholar 

  • de Bont J, Casas M, Barrera-Gómez J, Cirach M, Rivas I, Valvi D, Álvarez M, Dadvand P, Sunyer J, Vrijheid M (2019) Ambient air pollution and overweight and obesity in school-aged children in Barcelona. Spain Environ Int 125:58–64. https://doi.org/10.1016/j.envint.2019.01.048

    Article  CAS  Google Scholar 

  • de Bont J, Díaz Y, de Castro M, Cirach M, Basagaña X, Nieuwenhuijsen M, Duarte-Salles T, Vrijheid M (2021) Ambient air pollution and the development of overweight and obesity in children: a large longitudinal study. Int J Obes (lond) 45:1124–1132. https://doi.org/10.1038/s41366-021-00783-9

    Article  CAS  Google Scholar 

  • Frayling TM, Timpson NJ, Weedon MN, Zeggini E, Freathy RM, Lindgren CM, Perry JR, Elliott KS, Lango H, Rayner NW, Shields B, Harries LW, Barrett JC, Ellard S, Groves CJ, Knight B, Patch AM, Ness AR, Ebrahim S, Lawlor DA, … McCarthy MI (2007) A common variant in the FTO gene is associated with body mass index and predisposes to childhood and adult obesity. Science. 316, 889-94. https://doi.org/10.1126/science.1141634

  • Geng G, Xiao Q, Liu S, Liu X, Cheng J, Zheng Y, Xue T, Tong D, Zheng B, Peng Y, Huang X, He K, Zhang Q (2021) Tracking air pollution in china: near real-time PM2.5 retrievals from multisource data fusion. Environ Sci Technol 55:12106–12115. https://doi.org/10.1021/acs.est.1c01863

    Article  CAS  Google Scholar 

  • Gomes D, von Kries R, Delius M, Mansmann U, Nast M, Stubert M, Langhammer L, Haas NA, Netz H, Obermeier V, Kuhle S, Holdt LM, Teupser D, Hasbargen U, Roscher AA, Ensenauer R (2018) Late-pregnancy dysglycemia in obese pregnancies after negative testing for gestational diabetes and risk of future childhood overweight: an interim analysis from a longitudinal mother-child cohort study. PLoS Med 15:e1002681. https://doi.org/10.1371/journal.pmed.1002681

    Article  CAS  Google Scholar 

  • Goodman R (2001) Psychometric properties of the strengths and difficulties questionnaire. J Am Acad Child Adolesc Psychiatry 40:1337–1345. https://doi.org/10.1097/00004583-200111000-00015

    Article  CAS  Google Scholar 

  • Gross AC, Kaizer AM, Vock DM, Siddiqui S, Fox CK (2019) Cognitive, emotional, and behavioral contributors to early childhood weight status. J Child Health Care 23:382–391. https://doi.org/10.1177/1367493519852462

    Article  Google Scholar 

  • Guedeney A, Pingault JB, Thorr A, Larroque B (2014) Social withdrawal at 1 year is associated with emotional and behavioral problems at 3 and 5 years: the Eden mother-child cohort study. Eur Child Adolesc Psychiatry 23:1181–1188. https://doi.org/10.1007/s00787-013-0513-8

    Article  Google Scholar 

  • Guxens M, Garcia-Esteban R, Giorgis-Allemand L, Forns J, Badaloni C, Ballester F, Beelen R, Cesaroni G, Chatzi L, de Agostini M, de Nazelle A, Eeftens M, Fernandez MF, Fernández-Somoano A, Forastiere F, Gehring U, Ghassabian A, Heude B, Jaddoe VW, Klümper C, Kogevinas M, Krämer U, Larroque B, Lertxundi A, Lertxuni N, Murcia M, Navel V, Nieuwenhuijsen M, Porta D, Ramos R, Roumeliotaki T, Slama R, Sørensen M, Stephanou EG, Sugiri D, Tardón A, Tiemeier H, Tiesler CM, Verhulst FC, Vrijkotte T, Wilhelm M, Brunekreef B, Pershagen G (2014) Air pollution during pregnancy and childhood cognitive and psychomotor development: six European birth cohorts. Epidemiology 25:636–647. https://doi.org/10.1097/ede.0000000000000133

    Article  Google Scholar 

  • Ha S, Yeung E, Bell E, Insaf T, Ghassabian A, Bell G, Muscatiello N, Mendola P (2019) Prenatal and early life exposures to ambient air pollution and development. Environ Res 174:170–175. https://doi.org/10.1016/j.envres.2019.03.064

    Article  CAS  Google Scholar 

  • Hymowitz G, Salwen J, Salis KL (2017) A mediational model of obesity related disordered eating: the roles of childhood emotional abuse and self-perception. Eat Behav 26:27–32. https://doi.org/10.1016/j.eatbeh.2016.12.010

    Article  Google Scholar 

  • Khalife N, Kantomaa M, Glover V, Tammelin T, Laitinen J, Ebeling H, Hurtig T, Jarvelin MR, Rodriguez A (2014) Childhood attention-deficit/hyperactivity disorder symptoms are risk factors for obesity and physical inactivity in adolescence. J Am Acad Child Adolesc Psychiatry 53:425–436. https://doi.org/10.1016/j.jaac.2014.01.009

    Article  Google Scholar 

  • Kim E, Park H, Hong YC, Ha M, Kim Y, Kim BN, Kim Y, Roh YM, Lee BE, Ryu JM, Kim BM, Ha EH (2014) Prenatal exposure to PM10 and NO2 and children’s neurodevelopment from birth to 24 months of age: mothers and children’s environmental health (MOCEH) study. Sci Total Environ 481:439–445. https://doi.org/10.1016/j.scitotenv.2014.01.107

    Article  CAS  Google Scholar 

  • Lee JW, Lee M, Lee J, Kim YJ, Ha E, Kim HS (2019) The protective effect of exclusive breastfeeding on overweight/obesity in children with high birth weight. J Korean Med Sci 34:e85. https://doi.org/10.3346/jkms.2019.34.e85

    Article  Google Scholar 

  • Li N, Liu E, Sun S, Guo J, Pan L, Wang P, Liu J, Tan L, Liu G, Hu G (2014) Birth weight and overweight or obesity risk in children under 3 years in China. Am J Hum Biol 26:331–336. https://doi.org/10.1002/ajhb.22506

    Article  Google Scholar 

  • Lindberg L, Hagman E, Danielsson P, Marcus C, Persson M (2020) Anxiety and depression in children and adolescents with obesity: a nationwide study in Sweden. BMC Med 18:30. https://doi.org/10.1186/s12916-020-1498-z

    Article  Google Scholar 

  • Llewellyn A, Simmonds M, Owen CG, Woolacott N (2016) Childhood obesity as a predictor of morbidity in adulthood: a systematic review and meta-analysis. Obes Rev 17:56–67. https://doi.org/10.1111/obr.12316

    Article  CAS  Google Scholar 

  • Lu X, Shi P, Luo CY, Zhou YF, Yu HT, Guo CY, Wu F (2013) Prevalence of hypertension in overweight and obese children from a large school-based population in Shanghai. China BMC Public Health 13:24. https://doi.org/10.1186/1471-2458-13-24

    Article  Google Scholar 

  • Lycett K, McNamara C, Mensah FK, Burgner D, Kerr JA, Muller J, Wake M (2018) Associations of mental health with cardiovascular risk phenotypes and adiposity in adolescence: a cross-sectional community-based study. J Paediatr Child Health 54:677–684. https://doi.org/10.1111/jpc.13943

    Article  Google Scholar 

  • McConnell R, Shen E, Gilliland FD, Jerrett M, Wolch J, Chang CC, Lurmann F, Berhane K (2015) A longitudinal cohort study of body mass index and childhood exposure to secondhand tobacco smoke and air pollution: the Southern California Children’s Health Study. Environ Health Perspect 123:360–366. https://doi.org/10.1289/ehp.1307031

    Article  Google Scholar 

  • McConnell R, Shen E, Gilliland FD, Jerrett M, Wolch J, Chang CC, Lurmann F, Berhane K (2015) A longitudinal cohort study of body mass index and childhood exposure to secondhand tobacco smoke and air pollution: the Southern California Children’s Health Study. Environ Health Perspect 123:360–366. https://doi.org/10.1289/ehp.1307031

    Article  Google Scholar 

  • McWilliams L, Sayal K, Glazebrook C (2013) Inattention and hyperactivity in children at risk of obesity: a community cross-sectional study. BMJ Open. 3(5):e002871. https://doi.org/10.1136/bmjopen-2013-002871

  • NCD Risk Factor Collaboration (2017) Worldwide trends in body-mass index, underweight, overweight, and obesity from 1975 to 2016: a pooled analysis of 2416 population-based measurement studies in 128.9 million children, adolescents, and adults. Lancet 390:2627–2642. https://doi.org/10.1016/s0140-6736(17)32129-3

  • Pan L, Li X, Feng Y, Hong L (2018) Psychological assessment of children and adolescents with obesity. J Int Med Res 46:89–97. https://doi.org/10.1177/0300060517718733

    Article  Google Scholar 

  • Procter KL (2007) The aetiology of childhood obesity: a review. Nutr Res Rev 20:29–45. https://doi.org/10.1017/s0954422407746991

    Article  Google Scholar 

  • Simon VG, Souza JM, Souza SB (2009) Breastfeeding, complementary feeding, overweight and obesity in pre-school children. Rev Saude Publica 43:60–69. https://doi.org/10.1590/s0034-89102009000100008

    Article  Google Scholar 

  • Volk HE, Lurmann F, Penfold B, Hertz-Picciotto I, McConnell R (2013) Traffic-related air pollution, particulate matter, and autism. JAMA Psychiat 70:71–77. https://doi.org/10.1001/jamapsychiatry.2013.266

    Article  Google Scholar 

  • Voss JD, Masuoka P, Webber BJ, Scher AI, Atkinson RL (2013) Association of elevation, urbanization and ambient temperature with obesity prevalence in the United States. Int J Obes (lond) 37:1407–1412. https://doi.org/10.1038/ijo.2013.5

    Article  CAS  Google Scholar 

  • Waring ME, Lapane KL (2008) Overweight in children and adolescents in relation to attention-deficit/hyperactivity disorder: results from a national sample. Pediatrics 122:e1-6. https://doi.org/10.1542/peds.2007-1955

    Article  Google Scholar 

  • Weihrauch-Blüher S, Wiegand S (2018) Risk factors and implications of childhood obesity. Curr Obes Rep 7:254–259. https://doi.org/10.1007/s13679-018-0320-0

    Article  Google Scholar 

  • WHO (2006) WHO Child growth standards based on length/height, weight and age. Acta Paediatr Suppl 450:76–85. https://doi.org/10.1111/j.1651-2227.2006.tb02378.x

  • WHO (2020) Obesity and Overweight. World Health Organizaiton. https://www.who.int/news-room/fact-sheets/detail/obesity-and-overweight

  • Xu Y, Wen M, Wang F (2015) Multilevel built environment features and individual odds of overweight and obesity in Utah. Appl Geogr 60:197–203. https://doi.org/10.1016/j.apgeog.2014.10.006

    Article  Google Scholar 

  • Xiao Q et al (2021) Separating emission and meteorological contribution to PM2.5 trends over East China during 2000–2018. Atmos Chem Phys 21:9475–9496. https://doi.org/10.5194/acp-21-9475-2021,2021

    Article  CAS  Google Scholar 

  • Xiao Q et al (2021) Evaluation of gap-filling approaches in satellite-based daily PM2.5 prediction models. Atmos Environ 244:117921. https://doi.org/10.1016/j.atmosenv.2020.117921

    Article  CAS  Google Scholar 

  • Xue T, Zheng Y, Geng G, Xiao Q, Meng X, Wang M, Li X, Wu N, Zhang Q, Zhu T (2020) Estimating spatiotemporal variation in ambient ozone exposure during 2013–2017 using a data-fusion model. Environ Sci Technol 54:14877–14888. https://doi.org/10.1021/acs.est.0c03098

    Article  CAS  Google Scholar 

  • Zhang N, Bécares L, Chandola T (2016) A multilevel analysis of the relationship between parental migration and left-behind children’s macronutrient intakes in rural China. Public Health Nutr 19:1913–1927. https://doi.org/10.1017/s1368980015003341

    Article  Google Scholar 

  • Zhao T, Xuan K, Liu H, Chen X, Qu G, Wu Y, Zhang J, Sun Y et al (2022) Sleep disturbances and correlates among a sample of preschool children in rural China. Sleep Biol Rhythms 20:123–136. https://doi.org/10.1007/s41105-021-00348-3

    Article  Google Scholar 

  • Zheng H, Xu Z, Wang Q, Ding Z, Zhou L, Xu Y, Su H, Li X, Zhang F, Cheng J (2021) Long-term exposure to ambient air pollution and obesity in school-aged children and adolescents in Jiangsu province of China. Environ Res 195:110804. https://doi.org/10.1016/j.envres.2021.110804

    Article  CAS  Google Scholar 

Download references

Funding

This work was supported by the National Natural Science Foundation of China (Grant number: 81872704) and Interdisciplinary project of clinical and basic disciplines of Anhui Medical University (No. 2101025103).

Author information

Authors and Affiliations

Authors

Contributions

Wanying Su, Qiuxia Song, and Yehuan Sun collaboratively designed the study, both making substantial intellectual contributions. Wanying Su analyzed the data and drafted the manuscript together with Qiuxia Song, and Ning Li and Yehuan Sun revised the manuscript. Hao Wang, Xianwei Guo, Qiwei Liang, Mingchun Chen, and Qirong Qin contributed in collecting the data. Mingming Liang, Liang Sun, Xiaoqin Zhou, and Xiuxiu Ding contributed in interpreting the data. Wanying Su and Qiuxia Song contributed equally. All authors read and approved the final manuscript.

Corresponding author

Correspondence to Yehuan Sun.

Ethics declarations

Ethical approval

Not applicable.

Consent to participate

Not applicable.

Consent for publication

Not applicable.

Competing interests

The authors declare no competing interests.

Additional information

Responsible Editor: Lotfi Aleya

Publisher's note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Information

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Su, W., Song, Q., Li, N. et al. The effect of air pollution and emotional and behavioral problems on preschoolers’ overweight and obesity. Environ Sci Pollut Res 29, 75587–75596 (2022). https://doi.org/10.1007/s11356-022-21144-7

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11356-022-21144-7

Keywords

Navigation