Macronutrient intake is associated with intelligence and neural development in adolescents.

Yuko Nakamura, Syudo Yamasaki, Naohiro Okada, Shuntaro Ando, Atsushi Nishida, Kiyoto Kasai, Shinsuke Koike
Author Information
  1. Yuko Nakamura: Center for Evolutionary Cognitive Sciences, Graduate School of Art and Sciences, The University of Tokyo, Tokyo, Japan.
  2. Syudo Yamasaki: Department of Psychiatry and Behavioral Science, Tokyo Metropolitan Institute of Medical Science, Tokyo, Japan.
  3. Naohiro Okada: Department of Neuropsychiatry, Graduate School of Medicine, University of Tokyo, Tokyo, Japan.
  4. Shuntaro Ando: Department of Neuropsychiatry, Graduate School of Medicine, University of Tokyo, Tokyo, Japan.
  5. Atsushi Nishida: Department of Psychiatry and Behavioral Science, Tokyo Metropolitan Institute of Medical Science, Tokyo, Japan.
  6. Kiyoto Kasai: University of Tokyo Institute for Diversity & Adaptation of Human Mind (UTIDAHM), Tokyo, Japan.
  7. Shinsuke Koike: Center for Evolutionary Cognitive Sciences, Graduate School of Art and Sciences, The University of Tokyo, Tokyo, Japan.

Abstract

Introduction: Macronutrient intake can be one of the most influential factors in cognitive and neural development in adolescents. Adolescence is a specific period of cognitive and neural development, and nutritional effects during this period could be life-long. Therefore, understanding the effects of macronutrient intake on cognitive and neural development in adolescents is crucially important. We thus examined the association across macronutrient intake, intelligence, and neural development using population-based cohort data.
Methods: We conducted two studies. In study 1, we included a total of 1,734 participants (boys, 907, age [mean ± standard deviation] 171.9 ± 3.44 months; range 163.0-186.0 months) from the Tokyo TEEN Cohort (TTC) to examine the association between macronutrient intake and intelligence quotient (IQ). In study 2, we included a total of 63 participants (boys, 38, age 174.4 ± 7.7 months; range 160.7-191.6 months) to investigate the effect of nutrition intake on neural development using graph theory analysis for resting-state functional magnetic resonance imaging (rs-fMRI) derived from a subset of the TTC.
Results: TTC data revealed that a higher IQ was associated in boys with increased protein intake ( = 0.068,  = 0.031), and in girls, with reduced carbohydrate intake ( = -0.076,  = 0.024). Graph theory analysis for rs-fMRI at approximately age 12 has shown that impaired local efficiency in the left inferior frontal gyrus was associated with higher carbohydrate and fat intake ([x, y, z] = [-51, 23, 8],  = 0.00018 and 0.02290, respectively), whereas increased betweenness centrality in the left middle temporal gyrus was associated with higher carbohydrate, fat, and protein intake ([x, y, z] = [-61, -43, -13],  = 0.0027, 0.0029, and 0.00075, respectively). Moreover, we identified a significant moderating effect of fat and protein intake on the relationship between change in over a 2-year measurement gap in the left middle temporal gyrus and intelligence ( = 12.41,  = 0.0457;  = 12.12,  = 0.0401, respectively).
Conclusion: Our study showed the association between macronutrient intake and neural development related to intelligence in early adolescents. Appropriate nutritional intake would be a key factor for healthy cognitive and neural development.

Keywords

References

  1. Cereb Cortex. 2021 Aug 26;31(10):4477-4500 [PMID: 33942058]
  2. Neurosci Biobehav Rev. 2016 Nov;70:159-170 [PMID: 27498084]
  3. Obesity (Silver Spring). 2018 Apr;26(4):689-695 [PMID: 29504262]
  4. Brain. 2006 Mar;129(Pt 3):564-83 [PMID: 16399806]
  5. Hum Brain Mapp. 2019 Nov 1;40(16):4686-4702 [PMID: 31332912]
  6. Cereb Cortex. 2021 Aug 26;31(10):4464-4476 [PMID: 33895837]
  7. Dialogues Clin Neurosci. 2010;12(4):489-501 [PMID: 21319494]
  8. Public Health Nutr. 2011 Jul;14(7):1200-11 [PMID: 21477414]
  9. J Affect Disord. 2022 Oct 15;315:224-233 [PMID: 35901991]
  10. Intelligence. 2009 Mar;37(2):164-173 [PMID: 21297966]
  11. Brain Res Cogn Brain Res. 2001 Oct;12(2):199-206 [PMID: 11587890]
  12. JAMA Netw Open. 2023 Feb 1;6(2):e230157 [PMID: 36809470]
  13. Hum Brain Mapp. 2014 Sep;35(9):4566-82 [PMID: 24585433]
  14. Hum Brain Mapp. 2023 Feb 1;44(2):629-655 [PMID: 36178249]
  15. Int J Environ Res Public Health. 2020 Feb 04;17(3): [PMID: 32033054]
  16. Neuroimage. 2014 May 15;92:356-68 [PMID: 24384150]
  17. Neuroimage. 2016 Jul 1;134:192-203 [PMID: 27054487]
  18. Oper Neurosurg (Hagerstown). 2021 Jun 15;21(1):E8-E14 [PMID: 33929019]
  19. Nutr Rev. 2021 Nov 10;79(12):1293-1306 [PMID: 33355357]
  20. Front Pediatr. 2020 Mar 03;8:58 [PMID: 32195211]
  21. Proc Natl Acad Sci U S A. 2012 Jan 10;109(2):425-30 [PMID: 22203952]
  22. Front Psychol. 2022 Oct 10;13:651547 [PMID: 36300046]
  23. J Cogn Neurosci. 2021 Aug 1;33(9):1716-1752 [PMID: 32762523]
  24. Nat Commun. 2018 Feb 21;9(1):589 [PMID: 29467408]
  25. Int J Behav Nutr Phys Act. 2018 Sep 10;15(1):86 [PMID: 30200990]
  26. Int J Epidemiol. 2019 Oct 1;48(5):1414-1414g [PMID: 30879075]
  27. Psychiatry Clin Neurosci. 2019 May;73(5):231-242 [PMID: 30588712]
  28. BMC Public Health. 2021 Dec 4;21(1):2212 [PMID: 34863128]
  29. Biol Psychiatry. 2023 Mar 1;93(5):464-470 [PMID: 36593135]
  30. J Lifestyle Med. 2017 Jan;7(1):10-17 [PMID: 28261556]
  31. Handb Clin Neurol. 2019;166:73-85 [PMID: 31731926]
  32. Transl Psychiatry. 2022 Jan 24;12(1):33 [PMID: 35075111]
  33. Neuroimage. 2007 Aug 1;37(1):90-101 [PMID: 17560126]
  34. Front Neurosci. 2022 Mar 24;16:781099 [PMID: 35401077]
  35. Brain Struct Funct. 2019 Dec;224(9):3001-3018 [PMID: 31451898]
  36. PLoS One. 2013;8(2):e55347 [PMID: 23390528]
  37. J Adolesc Health. 2023 Oct 8;: [PMID: 37804305]
  38. Cereb Cortex. 2018 Sep 1;28(9):3095-3114 [PMID: 28981612]
  39. Curr Opin Psychol. 2022 Apr;44:170-176 [PMID: 34688028]
  40. Proc Natl Acad Sci U S A. 2018 Feb 13;115(7):E1598-E1607 [PMID: 29382744]
  41. J Neurosci. 2014 Jan 15;34(3):932-40 [PMID: 24431451]
  42. Br J Nutr. 2016 Sep;116(6):989-1000 [PMID: 27487986]
  43. Food Funct. 2019 Apr 17;10(4):1985-1998 [PMID: 30900711]
  44. Front Neurosci. 2019 Jun 06;13:585 [PMID: 31249501]
  45. Eur J Epidemiol. 2023 Jun;38(6):669-687 [PMID: 37155025]
  46. Neurosci Biobehav Rev. 2017 Jun;77:286-300 [PMID: 28389343]
  47. Bull World Health Organ. 2007 Sep;85(9):660-7 [PMID: 18026621]
  48. Sci Rep. 2019 Dec 4;9(1):18315 [PMID: 31797987]
  49. Neurosci Biobehav Rev. 2019 Dec;107:59-68 [PMID: 31470031]
  50. Behav Res Methods. 2007 May;39(2):175-91 [PMID: 17695343]
  51. Sci Rep. 2015 Dec 22;5:18883 [PMID: 26689815]
  52. J Nutr Sci Vitaminol (Tokyo). 2009 Jun;55(3):231-41 [PMID: 19602831]
  53. Neurosci Biobehav Rev. 2019 Dec;107:399-421 [PMID: 31454627]
  54. Annu Rev Neurosci. 2015 Jul 8;38:151-70 [PMID: 26154978]
  55. Mol Psychiatry. 2021 Nov;26(11):6619-6629 [PMID: 33990770]
  56. J Cogn Neurosci. 2013 Jul;25(7):1163-79 [PMID: 23384193]
  57. Brain. 2014 Jan;137(Pt 1):12-32 [PMID: 23869106]
  58. J Neurophysiol. 2011 Sep;106(3):1125-65 [PMID: 21653723]

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