Differences in spatiotemporal brain network dynamics of Montessori and traditionally schooled students.

Paola Zanchi, Emeline Mullier, Eleonora Fornari, Priscille Guerrier de Dumast, Yasser Alemán-Gómez, Jean-Baptiste Ledoux, Roger Beaty, Patric Hagmann, Solange Denervaud
Author Information
  1. Paola Zanchi: Department of Radiology, Lausanne University Hospital and University of Lausanne (CHUV-UNIL), Lausanne, Switzerland. ORCID
  2. Emeline Mullier: Department of Radiology, Lausanne University Hospital and University of Lausanne (CHUV-UNIL), Lausanne, Switzerland.
  3. Eleonora Fornari: Department of Radiology, Lausanne University Hospital and University of Lausanne (CHUV-UNIL), Lausanne, Switzerland.
  4. Priscille Guerrier de Dumast: Department of Radiology, Lausanne University Hospital and University of Lausanne (CHUV-UNIL), Lausanne, Switzerland. ORCID
  5. Yasser Alemán-Gómez: Department of Radiology, Lausanne University Hospital and University of Lausanne (CHUV-UNIL), Lausanne, Switzerland.
  6. Jean-Baptiste Ledoux: Department of Radiology, Lausanne University Hospital and University of Lausanne (CHUV-UNIL), Lausanne, Switzerland. ORCID
  7. Roger Beaty: Department of Psychology, Pennsylvania State University, University Park, TX, USA. ORCID
  8. Patric Hagmann: Department of Radiology, Lausanne University Hospital and University of Lausanne (CHUV-UNIL), Lausanne, Switzerland.
  9. Solange Denervaud: Department of Radiology, Lausanne University Hospital and University of Lausanne (CHUV-UNIL), Lausanne, Switzerland. solange.denervaud@epfl.ch. ORCID

Abstract

Across development, experience has a strong impact on the way we think and adapt. School experience affects academic and social-emotional outcomes, yet whether differences in pedagogical experience modulate underlying brain network development is still unknown. In this study, we compared the brain network dynamics of students with different pedagogical backgrounds. Specifically, we characterized the diversity and stability of brain activity at rest by combining both resting-state fMRI and diffusion-weighted structural imaging data of 87 4-18 years old students experiencing either the Montessori pedagogy (i.e., student-led, trial-and-error pedagogy) or the traditional pedagogy (i.e., teacher-led, test-based pedagogy). Our results revealed spatiotemporal brain dynamics differences between students as a function of schooling experience at the whole-brain level. Students from Montessori schools showed overall higher functional integration (higher system diversity) and neural stability (lower spatiotemporal diversity) compared to traditionally schooled students. Higher integration was explained mainly through the cerebellar (CBL) functional network. In contrast, higher temporal stability was observed in the ventral attention, dorsal attention, somatomotor, frontoparietal, and CBL functional networks. This study suggests a form of experience-dependent dynamic functional connectivity plasticity, in learning-related networks.

References

  1. Front Neuroinform. 2011 Aug 22;5:13 [PMID: 21897815]
  2. PLoS One. 2008 Jul 23;3(7):e2669 [PMID: 18648501]
  3. Nat Rev Neurosci. 2002 Mar;3(3):201-15 [PMID: 11994752]
  4. Dev Sci. 2023 Nov;26(6):e13389 [PMID: 36942648]
  5. Cerebellum. 2012 Jun;11(2):352-65 [PMID: 21373864]
  6. Front Syst Neurosci. 2012 Jun 13;6:43 [PMID: 22707934]
  7. Neuroimage. 1999 Feb;9(2):179-94 [PMID: 9931268]
  8. Dev Cogn Neurosci. 2015 Apr;12:165-74 [PMID: 25797238]
  9. Neuroimage. 2006 Jul 1;31(3):968-80 [PMID: 16530430]
  10. Dialogues Clin Neurosci. 2018 Jun;20(2):133-140 [PMID: 30250390]
  11. Child Dev. 1997 Oct;68(5):970-987 [PMID: 29106726]
  12. Dev Psychol. 1998 May;34(3):454-64 [PMID: 9597356]
  13. Ann N Y Acad Sci. 2016 Apr;1369(1):154-71 [PMID: 27206249]
  14. Neuroscientist. 2013 Dec;19(6):616-28 [PMID: 24047610]
  15. Front Psychol. 2017 Oct 30;8:1783 [PMID: 29163248]
  16. Trends Cogn Sci. 1998 Sep 1;2(9):355-62 [PMID: 21227232]
  17. Neuroimage. 2015 Jul 15;115:117-37 [PMID: 25936807]
  18. Netw Neurosci. 2020 Feb 01;4(1):115-133 [PMID: 32043046]
  19. Child Dev. 2000 Jan-Feb;71(1):44-56 [PMID: 10836557]
  20. Nat Methods. 2019 Jan;16(1):111-116 [PMID: 30532080]
  21. J Exp Psychol Learn Mem Cogn. 2007 Jul;33(4):704-19 [PMID: 17576148]
  22. Neuroimage. 2015 May 15;112:278-287 [PMID: 25770990]
  23. Sci Data. 2018 Nov 27;5:180270 [PMID: 30480664]
  24. Neuron. 2013 Oct 30;80(3):807-15 [PMID: 24183029]
  25. J Neurosci. 2012 Jan 25;32(4):1284-92 [PMID: 22279213]
  26. Front Physiol. 2012 Feb 08;3:15 [PMID: 22347863]
  27. Neuroscientist. 2014 Apr;20(2):150-9 [PMID: 23835449]
  28. Neuroimage. 2017 Jul 15;155:490-502 [PMID: 28412440]
  29. PLoS One. 2019 Nov 21;14(11):e0225319 [PMID: 31751404]
  30. Neuroimage. 2015 Jun;113:184-95 [PMID: 25776214]
  31. Neuroimage. 2017 Oct 15;160:15-31 [PMID: 28161313]
  32. PLoS Comput Biol. 2009 May;5(5):e1000381 [PMID: 19412534]
  33. NPJ Sci Learn. 2017 Oct 27;2:11 [PMID: 30631457]
  34. NPJ Sci Learn. 2020 Jul 17;5:11 [PMID: 32699649]
  35. Child Dev. 2018 May;89(3):687-697 [PMID: 29664997]
  36. Neuroimage. 2007 May 1;35(4):1459-72 [PMID: 17379540]
  37. J Neurosci Methods. 2012 Jan 30;203(2):386-97 [PMID: 22001222]
  38. J Neurophysiol. 2011 Sep;106(3):1125-65 [PMID: 21653723]
  39. Dev Psychol. 2010 Sep;46(5):1008-17 [PMID: 20822219]
  40. Behav Brain Res. 2008 Sep 1;192(1):137-42 [PMID: 18378330]
  41. Trends Cogn Sci. 2011 Oct;15(10):475-82 [PMID: 21906988]
  42. Science. 2006 Sep 29;313(5795):1893-4 [PMID: 17008512]

Word Cloud

Created with Highcharts 10.0.0brainstudentsexperiencenetworkpedagogyfunctionaldynamicsdiversitystabilityMontessorispatiotemporalhigherdevelopmentdifferencespedagogicalstudycomparedieintegrationtraditionallyschooledCBLattentionnetworksAcrossstrongimpactwaythinkadaptSchoolaffectsacademicsocial-emotionaloutcomesyetwhethermodulateunderlyingstillunknowndifferentbackgroundsSpecificallycharacterizedactivityrestcombiningresting-statefMRIdiffusion-weightedstructuralimagingdata874-18yearsoldexperiencingeitherstudent-ledtrial-and-errortraditionalteacher-ledtest-basedresultsrevealedfunctionschoolingwhole-brainlevelStudentsschoolsshowedoverallsystemneurallowerHigherexplainedmainlycerebellarcontrasttemporalobservedventraldorsalsomatomotorfrontoparietalsuggestsformexperience-dependentdynamicconnectivityplasticitylearning-relatedDifferences

Similar Articles

Cited By