Zhang Shaoshi, Larsen Bart, Sydnor Valerie J, Zeng Tianchu, An Lijun, Yan Xiaoxuan, Kong Ru, Kong Xiaolu, Gur Ruben C, Gur Raquel E, Moore Tyler M, Wolf Daniel H, Holmes Avram J, Xie Yapei, Zhou Juan Helen, Fortier Marielle V, Tan Ai Peng, Gluckman Peter, Chong Yap Seng, Meaney Michael J, Deco Gustavo, Satterthwaite Theodore D, Yeo B T Thomas
Centre for Sleep and Cognition & Centre for Translational MR Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore.
Department of Electrical and Computer Engineering, National University of Singapore, Singapore.
bioRxiv. 2024 Mar 28:2023.06.22.546023. doi: 10.1101/2023.06.22.546023.
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 non-invasively 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 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 association cortex) is linked to better cognitive performance. This result is replicated across North American (8.2 to 23.0 years old) and Asian (7.2 to 7.9 years 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.
平衡的兴奋与抑制比率(E/I比率)对大脑的健康功能至关重要。全皮层E/I比率的正常发育情况仍不清楚。在此,我们通过将一个大规模的具有生物物理合理性的电路模型拟合到静息态功能磁共振成像(fMRI)数据中,非侵入性地估计全皮层E/I比率的一个假定标志物。我们首先证实我们的模型在人类连接组计划中产生了逼真的脑动力学。接下来,我们表明在功能磁共振成像期间,估计的E/I比率标志物对GABA激动剂苯二氮䓬阿普唑仑敏感。阿普唑仑诱导的E/I变化在空间上与苯二氮䓬受体密度的正电子发射断层扫描测量结果一致。然后,我们研究E/I比率标志物与神经发育之间的关系。我们发现,在青少年时期,E/I比率标志物在整个大脑皮层中呈异质性下降,相对于联合系统,感觉运动系统的下降幅度最大。重要的是,在年龄相同的儿童中,较低的E/I比率标志物(尤其是在联合皮层)与更好的认知表现相关。这一结果在北美(8.2至23.0岁)和亚洲(7.2至7.9岁)队列中得到了重复,表明在正常发育过程中,更成熟的E/I比率预示着认知能力的提高。总体而言,我们的研究结果为研究E/I轨迹紊乱如何导致青少年期出现的精神病理学中的认知功能障碍打开了大门。