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Connectome-based predictive modelling of ageing, overall cognitive functioning and memory performance.

Yi Gu1, Lianghu Guo1, Xinyi Cai1

  • 1School of Biomedical Engineering, ShanghaiTech University, Shanghai, China.

The European Journal of Neuroscience
|November 11, 2024
PubMed
Summary

Brain connectome patterns can predict aging and intelligence (IQ) in healthy adults. While the brain connectome showed a weak link to memory quotient (MQ), it mediated the age-cognition relationship, suggesting a protective mechanism for cognitive health.

Keywords:
ageingbrain connectivityconnectome‐based predictive modellingintelligence quotientmemory quotientresting‐state fMRI

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Area of Science:

  • Neuroscience
  • Cognitive Science
  • Medical Imaging

Background:

  • Resting-state functional magnetic resonance imaging (rs-fMRI) and brain connectome analysis offer insights into brain aging and cognitive function.
  • Prior research examined brain connectome associations with age, global cognition, and memory separately.
  • Few studies have integrated predictions of age, overall cognition, and memory performance simultaneously.

Purpose of the Study:

  • To identify brain connectome markers predicting age, intelligence quotient (IQ), and memory quotient (MQ) in a healthy aging cohort.
  • To explore the complex interrelationships between brain connectivity, aging, and cognitive functions.
  • To investigate the mediating role of the brain connectome in the relationship between age and cognitive functioning.

Main Methods:

  • Utilized a data-driven approach on rs-fMRI data from a multicenter, normal aging cohort (n=313).
  • Applied predictive modeling to assess brain connectome's ability to predict age, IQ, and MQ.
  • Conducted mediation analysis to examine the role of brain connectome in the age-cognition link.

Main Results:

  • Brain connectome successfully predicted chronological age and IQ.
  • The association between brain connectome and MQ was found to be weak.
  • Connectivity involving the orbital frontal cortex was significantly associated with both age and IQ.

Conclusions:

  • Brain connectome serves as a significant predictor for aging and overall cognitive functioning (IQ).
  • The brain connectome may act as a mediator, offering a protective mechanism for cognitive function during healthy aging.
  • Findings highlight potential neural correlates for maintaining cognitive health across the lifespan.