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

Author:

Zhang Shaoshi12345ORCID,Larsen Bart6789ORCID,Sydnor Valerie J.678,Zeng Tianchu1235,An Lijun1235ORCID,Yan Xiaoxuan12345,Kong Ru1235ORCID,Kong Xiaolu123510,Gur Ruben C.7811ORCID,Gur Raquel E.7811ORCID,Moore Tyler M.78,Wolf Daniel H.7,Holmes Avram J.1213ORCID,Xie Yapei1235ORCID,Zhou Juan Helen1245ORCID,Fortier Marielle V.1415ORCID,Tan Ai Peng1516,Gluckman Peter17ORCID,Chong Yap Seng1518,Meaney Michael J.1519,Deco Gustavo2021ORCID,Satterthwaite Theodore D.678ORCID,Yeo B. T. Thomas12345

Affiliation:

1. Centre for Sleep and Cognition and Centre for Translational Magnetic Resonance Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117594, Singapore

2. Department of Electrical and Computer Engineering, National University of Singapore, Singapore 117583, Singapore

3. N.1 Institute for Health, National University of Singapore, Singapore 117456, Singapore

4. Integrative Sciences and Engineering Programme, National University of Singapore, Singapore 119077, Singapore

5. Department of Medicine, Human Potential Translational Research Programme & Institute for Digital Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Signapore 117456, Signapore

6. Penn Lifespan Informatics and Neuroimaging Center, University of Pennsylvania, Philadelphia, PA 19104

7. Department of Psychiatry, University of Pennsylvania, Philadelphia, PA 19104

8. Lifespan Brain Institute of Penn Medicine and Children's Hospital of Philadelphia, University of Pennsylvania, Philadelphia, PA 19104

9. Department of Pediatrics, University of Minnesota, Minneapolis, MN 55455

10. ByteDance, Singapore 048583, Singapore

11. Department of Radiology, University of Pennsylvania, Philadelphia, PA 19104

12. Department of Psychiatry, Brain Health Institute, Rutgers University, Piscataway, NJ 07103

13. Wu Tsai Institute, Yale University, New Haven, CT 06520

14. Department of Diagnostic and Interventional Imaging, Kandang Kerbau Women’s and Children’s Hospital, Singapore 229899, Singapore

15. Singapore Institute for Clinical Sciences, Agency for Science, Technology and Research, Singapore 138632, Singapore

16. Department of Diagnostic Radiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119074, Singapore

17. Centre for Human Evolution, Adaptation and Disease, Liggins Institute, University of Auckland, Auckland 1142, New Zealand

18. Department of Obstetrics and Gynaecology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119228, Singapore

19. Department of Neurology and Neurosurgery, McGill University, Montreal, QC H3A1A1, Canada

20. Center for Brain and Cognition, Department of Technology and Information, Universitat Pompeu Fabra, Barcelona 08002, Spain

21. Institució Catalana de la Recerca i Estudis Avançats, Universitat Barcelona, Barcelona 08010, Spain

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.

Funder

NUS Yong Loo Lin School of Medicine

Singapore National Medical Research Council

Singapore Ministry of Health

HHS | National Institutes of Health

Publisher

Proceedings of the National Academy of Sciences

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