Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

  • Clinical Research Article
  • Published:

Altered spontaneous neural activity and its association with cognition, abdominal fat and liver function in children with obesity

Abstract

Background

The spontaneous neural activity alterations and their correlations with cognition, abdominal fat, and liver function in children with obesity remains unclear. This study examined the spontaneous neural activity variations in children with obesity using fractional amplitude of low-frequency fluctuation (fALFF) analysis and correlated the findings with clinical data.

Methods

Fifty-nine children with obesity and forty-eight healthy controls underwent resting-state functional MRI. The brain regions with altered fALFF values between the two groups were extracted and the correlations with clinical data were assessed.

Results

Compared with controls, children with obesity had higher fALFF values in the left insula, left superior temporal gyrus (STG), left middle frontal gyrus and right middle cingulate gyrus (MCG). In the obesity group, fALFF values in the left STG positively correlated with visceral and subcutaneous adipose tissue area and verbal comprehension index. Contrastingly, fALFF values in the right MCG positively correlated with alanine aminotransferase and aspartate aminotransferase levels.

Conclusions

Childhood obesity is associated with impaired spontaneous neural activity in brain regions linked to salience, self-control and inhibition, and verbal comprehension. In children with obesity, language comprehension may be impacted by STG’s neural activity, whilst regional neural activity may be influenced by abdominal fat and liver function.

Impact

  • Childhood obesity is linked to diminished verbal understanding and impaired spontaneous neural activity in brain that handle salience, executive function, and verbal processing.

  • The ability to comprehend language can be compromised in children with obesity due to changes in spontaneous neural activity.

  • Regional spontaneous neural activity may be affected by abdominal fat and liver function in children with obesity.

This is a preview of subscription content, access via your institution

Access options

Buy this article

Prices may be subject to local taxes which are calculated during checkout

Fig. 1: Comparison of fALFF values between children with obesity and healthy controls.
Fig. 2: Correlation between fALFF values and clinical variables.

Similar content being viewed by others

Data availability

The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.

References

  1. Gudzune, K. A. & Kushner, R. F. Medications for Obesity: A Review. Jama. 332, 571–584 (2024).

  2. Tanaka, H., Gourley, D. D., Dekhtyar, M. & Haley, A. P. Cognition, Brain Structure, and Brain Function in Individuals with Obesity and Related Disorders. Curr. Obes. Rep. 9, 544–549 (2020).

    PubMed  Google Scholar 

  3. Li, Z. A. et al. Associations between Socioeconomic Status, Obesity, Cognition, and White Matter Microstructure in Children. JAMA Netw. Open 6, e2320276 (2023).

    PubMed  PubMed Central  Google Scholar 

  4. Quaye, E. et al. Association of Obesity with Cognitive Decline in Black and White Americans. Neurology 100, e220–e231 (2023).

    CAS  PubMed  PubMed Central  Google Scholar 

  5. Mora-Gonzalez, J. et al. Physical Fitness, Physical Activity, and the Executive Function in Children with Overweight and Obesity. J. Pediatr. 208, 50–56.e51 (2019).

    PubMed  Google Scholar 

  6. Martin, A. et al. Physical Activity, Diet and Other Behavioural Interventions for Improving Cognition and School Achievement in Children and Adolescents with Obesity or Overweight. Cochrane Database Syst. Rev. 3, CD009728 (2018).

    PubMed  Google Scholar 

  7. Bruce, A. S. et al. Brain Responses to Food Logos in Obese and Healthy Weight Children. J. Pediatr. 162, 759–764.e752 (2013).

    PubMed  Google Scholar 

  8. Davids, S. et al. Increased Dorsolateral Prefrontal Cortex Activation in Obese Children During Observation of Food Stimuli. Int. J. Obes. 34, 94–104 (2010).

    CAS  Google Scholar 

  9. Black, W. R. et al. Tonic Hyper-Connectivity of Reward Neurocircuitry in Obese Children. Obesity 22, 1590–1593 (2014).

    PubMed  Google Scholar 

  10. Moreno-Lopez, L., Contreras-Rodriguez, O., Soriano-Mas, C., Stamatakis, E. A. & Verdejo-Garcia, A. Disrupted Functional Connectivity in Adolescent Obesity. Neuroimage Clin. 12, 262–268 (2016).

    PubMed  PubMed Central  Google Scholar 

  11. Borowitz, M. A., Yokum, S., Duval, E. R. & Gearhardt, A. N. Weight-Related Differences in Salience, Default Mode, and Executive Function Network Connectivity in Adolescents. Obesity 28, 1438–1446 (2020).

    PubMed  Google Scholar 

  12. Biswal, B., Yetkin, F. Z., Haughton, V. M. & Hyde, J. S. Functional Connectivity in the Motor Cortex of Resting Human Brain Using Echo-Planar Mri. Magn. Reson Med. 34, 537–541 (1995).

    CAS  PubMed  Google Scholar 

  13. Biswal, B. B., Van Kylen, J. & Hyde, J. S. Simultaneous Assessment of Flow and Bold Signals in Resting-State Functional Connectivity Maps. NMR Biomed. 10, 165–170 (1997).

    CAS  PubMed  Google Scholar 

  14. Shahhosseini, Y. & Miranda, M. F. Functional Connectivity Methods and Their Applications in Fmri Data. Entropy. 24, 390 (2022).

  15. Zang, Y. F. et al. Altered Baseline Brain Activity in Children with Adhd Revealed by Resting-State Functional Mri. Brain Dev. 29, 83–91 (2007).

    PubMed  Google Scholar 

  16. Egorova, N., Veldsman, M., Cumming, T. & Brodtmann, A. Fractional Amplitude of Low-Frequency Fluctuations (Falff) in Post-Stroke Depression. Neuroimage Clin. 16, 116–124 (2017).

    PubMed  PubMed Central  Google Scholar 

  17. Lencz, T. et al. Frontal Lobe Falff Measured from Resting-State Fmri as a Prognostic Biomarker in First-Episode Psychosis. Neuropsychopharmacology 47, 2245–2251 (2022).

    CAS  PubMed  PubMed Central  Google Scholar 

  18. National Health Commission of the People’s Republic of China. Ws/T 586-2018 Screening for Overweight and Obesity in School-Age Children and Adolescents (National Health Commission of the People’s Republic of China, 2018).

  19. Ding, Y. et al. Altered Interactions among Resting-State Networks in Individuals with Obesity. Obesity 28, 601–608 (2020).

    PubMed  Google Scholar 

  20. Pujol, J. et al. Dysfunctional Brain Reward System in Child Obesity. Cereb. Cortex 31, 4376–4385 (2021).

    PubMed  Google Scholar 

  21. Bubb, E. J., Metzler-Baddeley, C. & Aggleton, J. P. The Cingulum Bundle: Anatomy, Function, and Dysfunction. Neurosci. Biobehav Rev. 92, 104–127 (2018).

    PubMed  PubMed Central  Google Scholar 

  22. Taylor, K. S., Seminowicz, D. A. & Davis, K. D. Two Systems of Resting State Connectivity between the Insula and Cingulate Cortex. Hum. Brain Mapp. 30, 2731–2745 (2009).

    PubMed  Google Scholar 

  23. Martin-Perez, C., Contreras-Rodriguez, O., Vilar-Lopez, R. & Verdejo-Garcia, A. Hypothalamic Networks in Adolescents with Excess Weight: Stress-Related Connectivity and Associations with Emotional Eating. J. Am. Acad. Child Adolesc. Psychiatry 58, 211–220.e215 (2019).

    PubMed  Google Scholar 

  24. Liu, L. et al. Structural Changes in Brain Regions Involved in Executive-Control and Self-Referential Processing after Sleeve Gastrectomy in Obese Patients. Brain Imaging Behav. 13, 830–840 (2019).

    PubMed  Google Scholar 

  25. Garcia-Garcia, I. et al. Functional Network Centrality in Obesity: A Resting-State and Task Fmri Study. Psychiatry Res. 233, 331–338 (2015).

    PubMed  Google Scholar 

  26. Gunstad, J. et al. Body Mass Index and Neuropsychological Function in Healthy Children and Adolescents. Appetite 50, 246–251 (2008).

    PubMed  Google Scholar 

  27. Holcke, M., Marcus, C., Gillberg, C. & Fernell, E. Paediatric Obesity: A Neurodevelopmental Perspective. Acta Paediatr. 97, 819–821 (2008).

    PubMed  Google Scholar 

  28. Braet, C. & Crombez, G. Cognitive Interference Due to Food Cues in Childhood Obesity. J. Clin. Child Adolesc. Psychol. 32, 32–39 (2003).

    PubMed  Google Scholar 

  29. Binder, J. R. Current Controversies on Wernicke’s Area and Its Role in Language. Curr. Neurol. Neurosci. Rep. 17, 58 (2017).

    PubMed  Google Scholar 

  30. Chang, E. F., Raygor, K. P. & Berger, M. S. Contemporary Model of Language Organization: An Overview for Neurosurgeons. J. Neurosurg. 122, 250–261 (2015).

    PubMed  Google Scholar 

  31. Arnoldussen, I. A., Kiliaan, A. J. & Gustafson, D. R. Obesity and Dementia: Adipokines Interact with the Brain. Eur. Neuropsychopharmacol. 24, 1982–1999 (2014).

    CAS  PubMed  PubMed Central  Google Scholar 

  32. de, A. B. A. P. et al. Adipose Tissue, Systematic Inflammation, and Neurodegenerative Diseases. Neural Regen. Res. 18, 38–46 (2023).

    Google Scholar 

  33. Lee, C. H., Lui, D. T. W. & Lam, K. S. L. Adipocyte Fatty Acid-Binding Protein, Cardiovascular Diseases and Mortality. Front. Immunol. 12, 589206 (2021).

    CAS  PubMed  PubMed Central  Google Scholar 

  34. Ha, J. et al. Relationship between Adipokines, Cognition, and Brain Structures in Old Age Depending on Obesity. J. Gerontol. A Biol. Sci. Med. Sci. 78, 120–128 (2023).

    CAS  PubMed  Google Scholar 

  35. Geng, Y., Faber, K. N., de Meijer, V. E., Blokzijl, H. & Moshage, H. How Does Hepatic Lipid Accumulation Lead to Lipotoxicity in Non-Alcoholic Fatty Liver Disease? Hepatol. Int. 15, 21–35 (2021).

    PubMed  Google Scholar 

  36. Liu, Q., Bengmark, S. & Qu, S. The Role of Hepatic Fat Accumulation in Pathogenesis of Non-Alcoholic Fatty Liver Disease (Nafld). Lipids Health Dis. 9, 42 (2010).

    PubMed  PubMed Central  Google Scholar 

  37. Li, W., Yue, L., Sun, L. & Xiao, S. An Increased Aspartate to Alanine Aminotransferase Ratio Is Associated with a Higher Risk of Cognitive Impairment. Front. Med. 9, 780174 (2022).

    Google Scholar 

Download references

Acknowledgements

We thank Home for Researchers editorial team (www.home-forresearchers.com) for language editing service. This work was supported by the grants from Zhejiang Provincial Natural Science Foundation (LY18H070003 and LY19H180003), National Natural Science Foundation of China (82071902), and Wenzhou Science and Technology Bureau (No. Y20220066).

Author information

Authors and Affiliations

Authors

Contributions

Each author has met the Pediatric Research authorship requirements. K.L., Z.C., Z.Y. and P.L. had substantial contributions to conception and design, acquisition of data, analysis, and interpretation of data. K.L. drafted the article. Z.C., M.H., X.H., J.S., X.Y., Y.Z., S.C. and X.L. had substantial contributions to acquisition of data and analysis of data. Z.Y. and P.L. revised the article. All authors are in agreement with the content of the manuscript.

Corresponding authors

Correspondence to Zhi-Han Yan or Pei-Ning Liu.

Ethics declarations

Competing interests

The authors declare no competing interests.

Ethical approval

The current study was approved by the Research Ethics Committee of The Second Affiliated Hospital and Yuying Children’s Hospital of Wenzhou Medical University.

Consent for publication

Informed consent was obtained from the guardian of each child before study participation.

Additional information

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

Supplementary information

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Liu, K., Cai, Z., Huang, M. et al. Altered spontaneous neural activity and its association with cognition, abdominal fat and liver function in children with obesity. Pediatr Res (2025). https://doi.org/10.1038/s41390-025-03995-1

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1038/s41390-025-03995-1

Search

Quick links