Effective Connectivity of Hippocampal Neural Network and Its Alteration in Mg2+-Free Epilepsy Model

Understanding the connectivity of the brain neural network and its evolution in epileptiform discharges is meaningful in the epilepsy researches and treatments. In the present study, epileptiform discharges were induced in rat hippocampal slices perfused with Mg2+-free artificial cerebrospinal fluid. The effective connectivity of the hippocampal neural network was studied by comparing the normal and epileptiform discharges recorded by a microelectrode array. The neural network connectivity was constructed by using partial directed coherence and analyzed by graph theory. The transition of the hippocampal network topology from control to epileptiform discharges was demonstrated. Firstly, differences existed in both the averaged in- and out-degree between nodes in the pyramidal cell layer and the granule cell layer, which indicated an information flow from the pyramidal cell layer to the granule cell layer during epileptiform discharges, whereas no consistent information flow was observed in control. Secondly, the neural network showed different small-worldness in the early, middle and late stages of the epileptiform discharges, whereas the control network did not show the small-world property. Thirdly, the network connectivity began to change earlier than the appearance of epileptiform discharges and lasted several seconds after the epileptiform discharges disappeared. These results revealed the important network bases underlying the transition from normal to epileptiform discharges in hippocampal slices. Additionally, this work indicated that the network analysis might provide a useful tool to evaluate the neural network and help to improve the prediction of seizures.

[1]  Sujit K Sikdar,et al.  Small‐world network topology of hippocampal neuronal network is lost, in an in vitro glutamate injury model of epilepsy , 2007, The European journal of neuroscience.

[2]  Karl J. Friston Functional and effective connectivity in neuroimaging: A synthesis , 1994 .

[3]  Huafu Chen,et al.  Altered functional-structural coupling of large-scale brain networks in idiopathic generalized epilepsy. , 2011, Brain : a journal of neurology.

[4]  K. Sneppen,et al.  Specificity and Stability in Topology of Protein Networks , 2002, Science.

[5]  O. Sporns,et al.  Complex brain networks: graph theoretical analysis of structural and functional systems , 2009, Nature Reviews Neuroscience.

[6]  Nadia Colombo,et al.  Temporal lobe epilepsy: neuropathological and clinical correlations in 243 surgically treated patients. , 2009, Epileptic disorders : international epilepsy journal with videotape.

[7]  Xin-Ping Guan,et al.  Networking Property During Epileptic Seizure with Multi-channel EEG Recordings , 2006, ISNN.

[8]  Bin He,et al.  Graph analysis of epileptogenic networks in human partial epilepsy , 2011, Epilepsia.

[9]  E. Bertram Neuronal circuits in epilepsy: Do they matter? , 2013, Experimental Neurology.

[10]  Linda Douw,et al.  Human Neuroscience , 2022 .

[11]  H. Scharfman The CA3 "backprojection" to the dentate gyrus. , 2007, Progress in brain research.

[12]  K. Dolan,et al.  Surrogate for nonlinear time series analysis. , 2001, Physical review. E, Statistical, nonlinear, and soft matter physics.

[13]  Juan Luis Cabrera,et al.  Complex propagation on directed small world networks , 2010 .

[14]  Pu-Ming Zhang,et al.  Investigation of The Initiation Site and Propagation of Epileptiform Discharges in Hippocampal Slices Using Microelectrode Array: Investigation of The Initiation Site and Propagation of Epileptiform Discharges in Hippocampal Slices Using Microelectrode Array , 2011 .

[15]  Bin He,et al.  Electrophysiological Imaging of Brain Activity and Connectivity—Challenges and Opportunities , 2011, IEEE Transactions on Biomedical Engineering.

[16]  Huafu Chen,et al.  Altered Functional Connectivity and Small-World in Mesial Temporal Lobe Epilepsy , 2010, PloS one.

[17]  Hualou Liang,et al.  Short-window spectral analysis of cortical event-related potentials by adaptive multivariate autoregressive modeling: data preprocessing, model validation, and variability assessment , 2000, Biological Cybernetics.

[18]  Neda Bernasconi,et al.  Graph-theoretical analysis reveals disrupted small-world organization of cortical thickness correlation networks in temporal lobe epilepsy. , 2011, Cerebral cortex.

[19]  Michel A. Picardo,et al.  GABAergic Hub Neurons Orchestrate Synchrony in Developing Hippocampal Networks , 2009, Science.

[20]  E. Bullmore,et al.  A Resilient, Low-Frequency, Small-World Human Brain Functional Network with Highly Connected Association Cortical Hubs , 2006, The Journal of Neuroscience.

[21]  Rosa Cossart,et al.  Dissecting functional connectivity of neuronal microcircuits: experimental and theoretical insights , 2011, Trends in Neurosciences.

[22]  Wei Zhang,et al.  Increased Excitatory Synaptic Input to Granule Cells from Hilar and CA3 Regions in a Rat Model of Temporal Lobe Epilepsy , 2012, The Journal of Neuroscience.

[23]  Andrea Klug,et al.  The Hippocampus Book , 2016 .

[24]  M. Kramer,et al.  Epilepsy as a Disorder of Cortical Network Organization , 2012, The Neuroscientist : a review journal bringing neurobiology, neurology and psychiatry.

[25]  C. Stam,et al.  The organization of physiological brain networks , 2012, Clinical Neurophysiology.

[26]  R. Tsien,et al.  Specificity and Stability in Topology of Protein Networks , 2022 .

[27]  Koichi Sameshima,et al.  Using partial directed coherence to describe neuronal ensemble interactions , 1999, Journal of Neuroscience Methods.

[28]  M. Kramer,et al.  Emergent network topology at seizure onset in humans , 2008, Epilepsy Research.

[29]  Bin He,et al.  Neocortical seizure foci localization by means of a directed transfer function method , 2010, Epilepsia.

[30]  Gong Xin Investigation of The Initiation Site and Propagation of Epileptiform Discharges in Hippocampal Slices Using Microelectrode Array , 2010 .

[31]  C. J. Stam,et al.  Interictal network properties in mesial temporal lobe epilepsy: A graph theoretical study from intracerebral recordings , 2013, Clinical Neurophysiology.

[32]  D. McCormick,et al.  On the cellular and network bases of epileptic seizures. , 2001, Annual review of physiology.

[33]  O. Witte,et al.  Inhibitory mechanisms in epileptiform activity induced by low magnesium , 1995, Pflügers Archiv.

[34]  Pu-Ming Zhang,et al.  Spatiotemporal dynamics of high-K+-induced epileptiform discharges in hippocampal slice and the effects of valproate , 2013, Neuroscience Bulletin.

[35]  G. Fagiolo Clustering in complex directed networks. , 2006, Physical review. E, Statistical, nonlinear, and soft matter physics.

[36]  Fabrice Bartolomei,et al.  Graph theoretical analysis of structural and functional connectivity MRI in normal and pathological brain networks , 2010, Magnetic Resonance Materials in Physics, Biology and Medicine.

[37]  Fan Chung,et al.  Spectral Graph Theory , 1996 .

[38]  Benjamin J. Whalley,et al.  Development of multi-electrode array screening for anticonvulsants in acute rat brain slices , 2010, Journal of Neuroscience Methods.

[39]  Danielle S Bassett,et al.  Brain graphs: graphical models of the human brain connectome. , 2011, Annual review of clinical psychology.

[40]  E. Bullmore,et al.  Hierarchical Organization of Human Cortical Networks in Health and Schizophrenia , 2008, The Journal of Neuroscience.

[41]  Y. Benjamini,et al.  Controlling the false discovery rate: a practical and powerful approach to multiple testing , 1995 .

[42]  D. Bertrand,et al.  The adult rat hippocampal slice revisited with multi-electrode arrays , 2006, Brain Research.

[43]  Gregory A. Worrell,et al.  Ictal source analysis: Localization and imaging of causal interactions in humans , 2007, NeuroImage.

[44]  Edward T. Bullmore,et al.  Efficiency and Cost of Economical Brain Functional Networks , 2007, PLoS Comput. Biol..

[45]  Yong He,et al.  Discrete Neuroanatomical Networks Are Associated with Specific Cognitive Abilities in Old Age , 2011, The Journal of Neuroscience.

[46]  Duncan J. Watts,et al.  Collective dynamics of ‘small-world’ networks , 1998, Nature.

[47]  R. Kass,et al.  Statistical smoothing of neuronal data. , 2003, Network.

[48]  H. Akaike A new look at the statistical model identification , 1974 .

[49]  R. Morgan,et al.  Nonrandom connectivity of the epileptic dentate gyrus predicts a major role for neuronal hubs in seizures , 2008, Proceedings of the National Academy of Sciences.

[50]  M. Morf,et al.  Spectral Estimation , 2006 .

[51]  M. Kaminski,et al.  Information flow between hippocampus and related structures during various types of rat's behavior , 1997, Journal of Neuroscience Methods.

[52]  Luiz A. Baccalá,et al.  Partial directed coherence: a new concept in neural structure determination , 2001, Biological Cybernetics.