The impact of regional heterogeneity in whole-brain dynamics in the presence of oscillations

Author:

Perl Yonatan Sanz1234ORCID,Zamora-Lopez Gorka4,Montbrió Ernest5,Monge-Asensio Martí4,Vohryzek Jakub46,Fittipaldi Sol237,Campo Cecilia González23,Moguilner Sebastián78,Ibañez Agustín23789,Tagliazucchi Enzo1238,Yeo B. T. Thomas10,Kringelbach Morten L.1112136,Deco Gustavo414151617

Affiliation:

1. Department of Physics, University of Buenos Aires, Buenos Aires, Argentina

2. National Scientific and Technical Research Council (CONICET), CABA, Buenos Aires, Argentina

3. Cognitive Neuroscience Center (CNC), Universidad de San Andrés, Buenos Aires, Argentina

4. Center for Brain and Cognition, Computational Neuroscience Group, Universitat Pompeu Fabra, Barcelona, Spain

5. Neuronal Dynamics Group, Department of Information and Communication Technologies, Universitat Pompeu Fabra, Barcelona, Spain

6. Centre for Eudaimonia and Human Flourishing, University of Oxford, Oxford, United Kingdom

7. Global Brain Health Institute, University of California, San Francisco, CA, USA; and Trinity College Dublin, Dublin, Ireland

8. Latin American Brain Health Institute (BrainLat), Universidad Adolfo Ibáñez, Santiago, Chile

9. Trinity College Institute of Neuroscience (TCIN), Trinity College Dublin, Dublin, Ireland

10. Centre for Sleep and Cognition, Centre for Translational MR Research, Department of Electrical and Computer Engineering, N.1 Institute for Health and Institute for Digital Medicine, National University of Singapore, Singapore

11. Department of Psychiatry, University of Oxford, Oxford, United Kingdom

12. Center for Music in the Brain, Department of Clinical Medicine, Aarhus University, Aarhus, Denmark

13. Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, Braga, Portugal

14. Department of Information and Communication Technologies, Universitat Pompeu Fabra, Barcelona, Spain

15. Institució Catalana de la Recerca i Estudis Avancats (ICREA), Barcelona, Spain

16. Department of Neuropsychology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany

17. School of Psychological Sciences, Monash University, Melbourne, Australia

Abstract

Abstract Large variability exists across brain regions in health and disease, considering their cellular and molecular composition, connectivity, and function. Large-scale whole-brain models comprising coupled brain regions provide insights into the underlying dynamics that shape complex patterns of spontaneous brain activity. In particular, biophysically grounded mean-field whole-brain models in the asynchronous regime were used to demonstrate the dynamical consequences of including regional variability. Nevertheless, the role of heterogeneities when brain dynamics are supported by synchronous oscillating state, which is a ubiquitous phenomenon in brain, remains poorly understood. Here, we implemented two models capable of presenting oscillatory behavior with different levels of abstraction: a phenomenological Stuart–Landau model and an exact mean-field model. The fit of these models informed by structural- to functional-weighted MRI signal (T1w/T2w) allowed us to explore the implication of the inclusion of heterogeneities for modeling resting-state fMRI recordings from healthy participants. We found that disease-specific regional functional heterogeneity imposed dynamical consequences within the oscillatory regime in fMRI recordings from neurodegeneration with specific impacts on brain atrophy/structure (Alzheimer’s patients). Overall, we found that models with oscillations perform better when structural and functional regional heterogeneities are considered, showing that phenomenological and biophysical models behave similarly at the brink of the Hopf bifurcation.

Publisher

MIT Press

Subject

Applied Mathematics,Artificial Intelligence,Computer Science Applications,General Neuroscience

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3