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

被引:8
作者
Perl, Yonatan Sanz [1 ,2 ,3 ,4 ]
Zamora-Lopez, Gorka [4 ]
Montbrio, Ernest [5 ]
Monge-Asensio, Marti [4 ]
Vohryzek, Jakub [4 ,14 ]
Fittipaldi, Sol [2 ,3 ,6 ,7 ]
Campo, Cecilia Gonzalez [2 ,3 ]
Moguilner, Sebastian [6 ,7 ,8 ]
Ibanez, Agustin [2 ,3 ,6 ,7 ,8 ,9 ]
Tagliazucchi, Enzo [1 ,2 ,3 ,8 ]
Yeo, B. T. Thomas [10 ]
Kringelbach, Morten L. [11 ,12 ,13 ,14 ]
Deco, Gustavo [4 ,15 ,16 ,17 ,18 ]
机构
[1] Univ Buenos Aires, Dept Phys, Buenos Aires, DF, Argentina
[2] Natl Sci & Tech Res Council CONICET, CABA, Buenos Aires, DF, Argentina
[3] Univ San Andres, Cognit Neurosci Ctr CNC, Buenos Aires, DF, Argentina
[4] Univ Pompeu Fabra, Ctr Brain & Cognit, Computat Neurosci Grp, Barcelona, Spain
[5] Univ Pompeu Fabra, Dept Informat & Commun Technol, Neuronal Dynam Grp, Barcelona, Spain
[6] Univ Calif San Francisco, Global Brain Hlth Inst, San Francisco, CA USA
[7] Trin Coll Dublin, Dublin, Ireland
[8] Univ Adolfo Ibanez, Latin Amer Brain Hlth Inst BrainLat, Santiago, Chile
[9] Trinity Coll Dublin, Trinity Coll Inst Neurosci TCIN, Dublin, Ireland
[10] Natl Univ Singapore, Inst Hlth & Inst Digital Med 1, Dept Elect & Comp Engn, Ctr Sleep & Cognit,Ctr Translat MR Res, Singapore, Singapore
[11] Univ Oxford, Dept Psychiat, Oxford, Oxon, England
[12] Aarhus Univ, Ctr Mus Brain, Dept Clin Med, Aarhus, Denmark
[13] Univ Minho, Life & Hlth Sci Res Inst ICVS, Sch Med, Braga, Portugal
[14] Univ Oxford, Ctr Eudaimonia & Human Flourishing, Oxford, Oxon, England
[15] Univ Pompeu Fabra, Dept Informat & Commun Technol, Barcelona, Spain
[16] Inst Catalana Recerca & Estudis Avancats ICREA, Barcelona, Spain
[17] Max Planck Inst Human Cognit & Brain Sci, Dept Neuropsychol, Leipzig, Germany
[18] Monash Univ, Sch Psychol Sci, Melbourne, Australia
基金
美国国家卫生研究院; 欧盟地平线“2020”; 新加坡国家研究基金会;
关键词
Whole-brain model; Neuroimaging; Exact mean-field model; Hopf bifurcation; Regional heterogeneity; STATE FUNCTIONAL CONNECTIVITY; ALZHEIMERS-DISEASE; HUMAN CONNECTOME; CEREBRAL-CORTEX; NETWORK; MODELS; CRITICALITY; DYSFUNCTION; INTEGRATION; DIAGNOSIS;
D O I
10.1162/netn_a_00299
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
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. Author Summary Significant progress has been made in understanding the effects of regional heterogeneity on whole-brain dynamics. With imaging technologies, the number of high-resolution reference maps of brain structure and function has been increased, and whole-brain computational models have provided a suitable avenue to investigate the mechanisms supporting the relations between these maps and whole-brain dynamics. Here, we investigate the role of the heterogeneities when synchronous behavior is present in brain dynamics, which we could represent by models capable of oscillating in the presence of a Hopf bifurcation. We found that models with oscillations more faithfully reproduce empirical properties when structural and functional regional heterogeneities are considered, showing that both phenomenological and biophysical models behave similarly at the brink of the Hopf bifurcation.
引用
收藏
页码:632 / 660
页数:29
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