In vivo whole-cortex marker of excitation-inhibition ratio indexes cortical maturation and cognitive ability in youth

Shaoshi Zhang, Bart Larsen, Valerie J. Sydnor, Tianchu Zeng, Lijun An, Xiaoxuan Yan, Ru Kong, Xiaolu Kong, Ruben C. Gur, Raquel E. Gur, Tyler M. Moore, Daniel H. Wolf, Avram J. Holmes, Yapei Xie, Juan Helen Zhou, Marielle V. Fortier, Ai Peng Tan, Peter Gluckman, Yap Seng Chong, Michael J. MeaneyGustavo Deco, Theodore D. Satterthwaite, B. T. Thomas Yeo

Research output: Contribution to journalArticlepeer-review

1 Scopus citations

Abstract

A balanced excitation-inhibition ratio (E/I ratio) is critical for healthy brain function. Normative development of cortex-wide E/I ratio remains unknown. Here, we noninvasively estimate a putative marker of whole-cortex E/I ratio by fitting a large-scale biophysically plausible circuit model to resting-state functional MRI (fMRI) data. We first confirm that our model generates realistic brain dynamics in the Human Connectome Project. Next, we show that the estimated E/I ratio marker is sensitive to the gamma-aminobutyric acid (GABA) agonist benzodiazepine alprazolam during fMRI. Alprazolam-induced E/I changes are spatially consistent with positron emission tomography measurement of benzodiazepine receptor density. We then investigate the relationship between the E/I ratio marker and neurodevelopment. We find that the E/I ratio marker declines heterogeneously across the cerebral cortex during youth, with the greatest reduction occurring in sensorimotor systems relative to association systems. Importantly, among children with the same chronological age, a lower E/I ratio marker (especially in the association cortex) is linked to better cognitive performance. This result is replicated across North American (8.2 to 23.0 y old) and Asian (7.2 to 7.9 y old) cohorts, suggesting that a more mature E/I ratio indexes improved cognition during normative development. Overall, our findings open the door to studying how disrupted E/I trajectories may lead to cognitive dysfunction in psychopathology that emerges during youth.

Original languageEnglish (US)
Article numbere2318641121
JournalProceedings of the National Academy of Sciences of the United States of America
Volume121
Issue number23
DOIs
StatePublished - Jun 4 2024

Bibliographical note

Publisher Copyright:
© 2024 the Author(s). Published by PNAS. This open access article is distributed under Creative Commons Attribution License 4.0 (CC BY).

Keywords

  • cognition
  • control network
  • default mode network
  • neurodevelopment
  • resting state functional connectivity

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