Coherence fails to reliably capture inter-areal interactions in bidirectional neural systems with transmission delays

被引:3
作者
Dowdall, Jarrod Robert [1 ,2 ]
Vinck, Martin [1 ,3 ]
机构
[1] Max Planck Gesell, Ernst Strungmann Inst ESI Neurosci Cooperat, Frankfurt, Germany
[2] Western Univ, Robarts Res Inst, London, ON, Canada
[3] Radboud Univ Nijmegen, Donders Ctr Neurosci, Dept Neuroinformat, Nijmegen, Netherlands
关键词
Inter-areal coherence; Granger causality; Functional connectivity; Source mixing; Communication-Through-Coherence (CTC); COMMUNICATION; NEURONS; SPECIFICITY; FEEDFORWARD; MECHANISM; DYNAMICS; FEEDBACK; RHYTHMS;
D O I
10.1016/j.neuroimage.2023.119998
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Accurately measuring and quantifying the underlying interactions between brain areas is crucial for understand-ing the flow of information in the brain. Of particular interest in the field of electrophysiology is the analysis and characterization of the spectral properties of these interactions. Coherence and Granger-Geweke causality are well-established, commonly used methods for quantifying inter-areal interactions, and are thought to reflect the strength of inter-areal interactions. Here we show that the application of both methods to bidirectional systems with transmission delays is problematic, especially for coherence. Under certain circumstances, coherence can be completely abolished despite there being a true underlying interaction. This problem occurs due to interfer-ence caused in the computation of coherence, and is an artifact of the method. We motivate an understanding of the problem through computational modelling and numerical simulations. In addition, we have developed two methods that can recover the true bidirectional interactions in the presence of transmission delays.
引用
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页数:14
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  • [1] A note on the phase locking value and its properties
    Aydore, Sergul
    Pantazis, Dimitrios
    Leahy, Richard M.
    [J]. NEUROIMAGE, 2013, 74 : 231 - 244
  • [2] Layer and rhythm specificity for predictive routing
    Bastos, Andre M.
    Lundqvist, Mikael
    Waite, Ayan S.
    Kopell, Nancy
    Miller, Earl K.
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2020, 117 (49) : 31459 - 31469
  • [3] Communication through coherence with inter-areal delays
    Bastos, Andre M.
    Vezoli, Julien
    Fries, Pascal
    [J]. CURRENT OPINION IN NEUROBIOLOGY, 2015, 31 : 173 - 180
  • [4] Visual Areas Exert Feedforward and Feedback Influences through Distinct Frequency Channels
    Bastos, Andre Moraes
    Vezoli, Julien
    Bosman, Conrado Arturo
    Schoffelen, Jan-Mathijs
    Oostenveld, Robert
    Dowdall, Jarrod Robert
    De Weerd, Peter
    Kennedy, Henry
    Fries, Pascal
    [J]. NEURON, 2015, 85 (02) : 390 - 401
  • [5] Attentional Stimulus Selection through Selective Synchronization between Monkey Visual Areas
    Bosman, Conrado A.
    Schoffelen, Jan-Mathijs
    Brunet, Nicolas
    Oostenveld, Robert
    Bastos, Andre M.
    Womelsdorf, Thilo
    Rubehn, Birthe
    Stieglitz, Thomas
    De Weerd, Peter
    Fries, Pascal
    [J]. NEURON, 2012, 75 (05) : 875 - 888
  • [6] Beyond faithful conduction: Short-term dynamics, neuromodulation, and long-term regulation of spike propagation in the axon
    Bucher, Dirk
    Goaillard, Jean-Marc
    [J]. PROGRESS IN NEUROBIOLOGY, 2011, 94 (04) : 307 - 346
  • [7] Top-down versus bottom-up control of attention in the prefrontal and posterior parietal cortices
    Buschman, Timothy J.
    Miller, Earl K.
    [J]. SCIENCE, 2007, 315 (5820) : 1860 - 1862
  • [8] Large-Scale Cortical Networks for Hierarchical Prediction and Prediction Error in the Primate Brain
    Chao, Zenas C.
    Takaura, Kana
    Wang, Liping
    Fujii, Naotaka
    Dehaene, Stanislas
    [J]. NEURON, 2018, 100 (05) : 1252 - +
  • [9] A Large-Scale Circuit Mechanism for Hierarchical Dynamical Processing in the Primate Cortex
    Chaudhuri, Rishidev
    Knoblauch, Kenneth
    Gariel, Marie-Alice
    Kennedy, Henry
    Wang, Xiao-Jing
    [J]. NEURON, 2015, 88 (02) : 419 - 431
  • [10] The high-conductance state of neocortical neurons in vivo
    Destexhe, A
    Rudolph, M
    Paré, D
    [J]. NATURE REVIEWS NEUROSCIENCE, 2003, 4 (09) : 739 - 751