Characterization of the resting-state brain network topology in the 6-hydroxydopamine rat model of Parkinson’s disease

Resting-state functional MRI (rsfMRI) is an imaging technology that has recently gained attention for its ability to detect disruptions in functional brain networks in humans, including in patients with Parkinson’s disease (PD), revealing early and widespread brain network abnormalities. This methodology is now readily applicable to experimental animals offering new possibilities for cross-species translational imaging. In this context, we herein describe the application of rsfMRI to the unilaterally-lesioned 6-hydroxydopamine (6-OHDA) rat, a robust experimental model of the dopamine depletion implicated in PD. Using graph theory to analyse the rsfMRI data, we were able to provide meaningful and translatable measures of integrity, influence and segregation of the underlying functional brain architecture. Specifically, we confirm that rats share a similar functional brain network topology as observed in humans, characterised by small-worldness and modularity. Interestingly, we observed significantly reduced functional connectivity in the 6-OHDA rats, primarily in the ipsilateral (lesioned) hemisphere as evidenced by significantly lower node degree, local efficiency and clustering coefficient in the motor, orbital and sensorimotor cortices. In contrast, we found significantly, and bilaterally, increased thalamic functional connectivity in the lesioned rats. The unilateral deficits in the cortex are consistent with the unilateral nature of this model and further support the validity of the rsfMRI technique in rodents. We thereby provide a methodological framework for the investigation of brain networks in other rodent experimental models of PD, as well as of animal models in general, for cross-comparison with human data.

[1]  B. Dawant,et al.  Cortical asymmetry in Parkinson's disease: early susceptibility of the left hemisphere , 2016, Brain and behavior.

[2]  Nyoman D. Kurniawan,et al.  Altered structural connectome in adolescent socially isolated mice , 2016, NeuroImage.

[3]  D. R. Verley,et al.  Disconnection and hyper-connectivity underlie reorganization after TBI: A rodent functional connectomic analysis , 2016, Experimental Neurology.

[4]  M. Scattoni,et al.  Altered functional connectivity networks in acallosal and socially impaired BTBR mice , 2016, Brain Structure and Function.

[5]  Alessandro Gozzi,et al.  Large-scale functional connectivity networks in the rodent brain , 2016, NeuroImage.

[6]  Yong He,et al.  GRETNA: a graph theoretical network analysis toolbox for imaging connectomics , 2015, Front. Hum. Neurosci..

[7]  Qin Chen,et al.  Functional connectome assessed using graph theory in drug-naive Parkinson’s disease , 2015, Journal of Neurology.

[8]  Ludovica Griffanti,et al.  Aberrant functional connectivity within the basal ganglia of patients with Parkinson's disease , 2015, NeuroImage: Clinical.

[9]  Natalie L. M. Cappaert,et al.  Graph analysis of the anatomical network organization of the hippocampal formation and parahippocampal region in the rat , 2015, Brain Structure and Function.

[10]  Xiao Liu,et al.  Dynamic resting state functional connectivity in awake and anesthetized rodents , 2015, NeuroImage.

[11]  Valerio Zerbi,et al.  Resting-State Functional Connectivity Changes in Aging apoE4 and apoE-KO Mice , 2014, The Journal of Neuroscience.

[12]  Guo-Rong Wu,et al.  Reduced Topological Efficiency in Cortical-Basal Ganglia Motor Network of Parkinson's Disease: A Resting State fMRI Study , 2014, PloS one.

[13]  Marleen Verhoye,et al.  Preserved Modular Network Organization in the Sedated Rat Brain , 2014, PloS one.

[14]  Oury Monchi,et al.  Function of basal ganglia in bridging cognitive and motor modules to perform an action , 2014, Front. Neurosci..

[15]  N Jon Shah,et al.  Altered resting‐state connectivity in Huntington's Disease , 2014, Human brain mapping.

[16]  A. Simmons,et al.  Large-scale resting state network correlates of cognitive impairment in Parkinson's disease and related dopaminergic deficits , 2014, Front. Syst. Neurosci..

[17]  J. Yamada,et al.  Morphological and electrophysiological changes in intratelencephalic-type pyramidal neurons in the motor cortex of a rat model of levodopa-induced dyskinesia , 2014, Neurobiology of Disease.

[18]  Andreas Meyer-Lindenberg,et al.  Functionally altered neurocircuits in a rat model of treatment-resistant depression show prominent role of the habenula , 2014, European Neuropsychopharmacology.

[19]  K. Hwang,et al.  The nuisance of nuisance regression: Spectral misspecification in a common approach to resting-state fMRI preprocessing reintroduces noise and obscures functional connectivity , 2013, NeuroImage.

[20]  T. Münte,et al.  Altered Resting State Brain Networks in Parkinson’s Disease , 2013, PloS one.

[21]  K. Heilman,et al.  Reliability analysis of the resting state can sensitively and specifically identify the presence of Parkinson disease , 2013, NeuroImage.

[22]  V. Calhoun,et al.  Brain connectivity networks in schizophrenia underlying resting state functional magnetic resonance imaging. , 2012, Current topics in medicinal chemistry.

[23]  Otto W. Witte,et al.  Deformation-based brain morphometry in rats , 2012, NeuroImage.

[24]  A. Sarkaki,et al.  Motor disturbances and thalamic electrical power of frequency bands' improve by grape seed extract in animal model of Parkinson's disease , 2012, Avicenna journal of phytomedicine.

[25]  Nanyin Zhang,et al.  Intrinsic Organization of the Anesthetized Brain , 2012, The Journal of Neuroscience.

[26]  J. Walters,et al.  State-Dependent Spike and Local Field Synchronization between Motor Cortex and Substantia Nigra in Hemiparkinsonian Rats , 2012, The Journal of Neuroscience.

[27]  A. Björklund,et al.  Comparison of the behavioural and histological characteristics of the 6-OHDA and α-synuclein rat models of Parkinson's disease , 2012, Experimental Neurology.

[28]  Hoon-Ki Min,et al.  Functional neuroimaging of the 6-OHDA lesion rat model of Parkinson's disease , 2012, Neuroscience Letters.

[29]  M. Raichle,et al.  Rat brains also have a default mode network , 2012, Proceedings of the National Academy of Sciences.

[30]  Jonathan D. Power,et al.  Spurious but systematic correlations in functional connectivity MRI networks arise from subject motion , 2012, NeuroImage.

[31]  David T. Jones,et al.  Resting state functional MRI in Alzheimer's Disease , 2012, Alzheimer's Research & Therapy.

[32]  Takeshi Ogawa,et al.  An in vivo MRI Template Set for Morphometry, Tissue Segmentation, and fMRI Localization in Rats , 2011, Front. Neuroinform..

[33]  Raymond J. Dolan,et al.  Alterations in Brain Connectivity Underlying Beta Oscillations in Parkinsonism , 2011, PLoS Comput. Biol..

[34]  William R. Crum,et al.  Evolution of Extra-Nigral Damage Predicts Behavioural Deficits in a Rat Proteasome Inhibitor Model of Parkinson's Disease , 2011, PloS one.

[35]  Edward T. Bullmore,et al.  Network-based statistic: Identifying differences in brain networks , 2010, NeuroImage.

[36]  Olaf Sporns,et al.  Complex network measures of brain connectivity: Uses and interpretations , 2010, NeuroImage.

[37]  Craig K. Jones,et al.  Functional networks in the anesthetized rat brain revealed by independent component analysis of resting-state FMRI. , 2010, Journal of neurophysiology.

[38]  H. Lei,et al.  Functional changes in the frontal cortex in Parkinson’s disease using a rat model , 2010, Journal of Clinical Neuroscience.

[39]  C. Lebiere,et al.  Conditional routing of information to the cortex: a model of the basal ganglia's role in cognitive coordination. , 2010, Psychological review.

[40]  K. Worsley,et al.  Impaired small-world efficiency in structural cortical networks in multiple sclerosis associated with white matter lesion load. , 2009, Brain : a journal of neurology.

[41]  Seong-Gi Kim,et al.  Dose‐dependent effect of isoflurane on neurovascular coupling in rat cerebral cortex , 2009, The European journal of neuroscience.

[42]  Alan C. Evans,et al.  Uncovering Intrinsic Modular Organization of Spontaneous Brain Activity in Humans , 2009, PloS one.

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

[44]  Edward T. Bullmore,et al.  Age-related changes in modular organization of human brain functional networks , 2009, NeuroImage.

[45]  J. Nacher,et al.  Dopamine acting through D2 receptors modulates the expression of PSA-NCAM, a molecule related to neuronal structural plasticity, in the medial prefrontal cortex of adult rats , 2008, Experimental Neurology.

[46]  K. Gurney,et al.  Network ‘Small-World-Ness’: A Quantitative Method for Determining Canonical Network Equivalence , 2008, PloS one.

[47]  Hagai Bergman,et al.  Manganese‐enhanced MRI in a rat model of Parkinson's disease , 2007, Journal of magnetic resonance imaging : JMRI.

[48]  Abraham Z. Snyder,et al.  A method for using blocked and event-related fMRI data to study “resting state” functional connectivity , 2007, NeuroImage.

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

[50]  Angelo Bifone,et al.  Community structure and modularity in networks of correlated brain activity. , 2007, Magnetic resonance imaging.

[51]  J. Obeso,et al.  Concomitant short‐ and long‐duration response to levodopa in the 6‐OHDA‐lesioned rat: a behavioural and molecular study , 2007, The European journal of neuroscience.

[52]  Danielle Smith Bassett,et al.  Small-World Brain Networks , 2006, The Neuroscientist : a review journal bringing neurobiology, neurology and psychiatry.

[53]  M. Kringelbach The human orbitofrontal cortex: linking reward to hedonic experience , 2005, Nature Reviews Neuroscience.

[54]  C. François,et al.  Effect of intrastriatal 6-OHDA lesion on dopaminergic innervation of the rat cortex and globus pallidus , 2005, Experimental Neurology.

[55]  G. Ballester,et al.  Mapping of the Rat's Motor Area after Hemispherectomy: The Hemispheres as Potentially Independent Motor Brains , 2003, Epilepsia.

[56]  V. Latora,et al.  Efficient behavior of small-world networks. , 2001, Physical review letters.

[57]  F. Chollet,et al.  Cortical motor reorganization in akinetic patients with Parkinson's disease: a functional MRI study. , 2000, Brain : a journal of neurology.

[58]  George Maeda,et al.  Regional metabolic changes in the pedunculopontine nucleus of unilateral 6-hydroxydopamine Parkinson's model rats , 1999, Brain Research.

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

[60]  T. Engber,et al.  Motor fluctuations in levodopa treated parkinsonian rats: relation to lesion extent and treatment duration , 1994, Brain Research.

[61]  G. Di Chiara,et al.  Local cerebral glucose utilization after D1 receptor stimulation in 6‐OHDA lesioned rats: Effect of sensitization (priming) with a dopaminergic agonist , 1993, Synapse.

[62]  M. Delong,et al.  Primate models of movement disorders of basal ganglia origin , 1990, Trends in Neurosciences.

[63]  J. Penney,et al.  The functional anatomy of basal ganglia disorders , 1989, Trends in Neurosciences.

[64]  I. Whishaw,et al.  Dopamine-rich grafts ameliorate whole body motor asymmetry and sensory neglect but not independent limb use in rats with 6-hydroxydopamine lesions , 1987, Brain Research.

[65]  T. Schallert,et al.  Reactive capacity: A sensitive behavioral marker of movement initiation and nigrostriatal dopamine function , 1985, Brain Research.

[66]  E. Eger Isoflurane: a review. , 1981, Anesthesiology.

[67]  R. C. Collins,et al.  Metabolic effects of unilateral lesion of the substantia nigra , 1981, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[68]  John F. Marshall,et al.  Plasticity of [14C]2-deoxy-d-glucose incorporation into neostriatum and related structures in response to dopamine neuron damage and apomorphine replacement , 1980, Brain Research.

[69]  U. Ungerstedt,et al.  Quantitative recording of rotational behavior in rats after 6-hydroxy-dopamine lesions of the nigrostriatal dopamine system. , 1970, Brain research.

[70]  U. Ungerstedt,et al.  6-Hydroxy-dopamine induced degeneration of central monoamine neurons. , 1968, European journal of pharmacology.

[71]  Tobias C. Wood,et al.  CHARACTERIZATION OF GREY MATTER ATROPHY FOLLOWING 6-HYDROXYDOPAMINE LESION OF THE NIGROSTRIATAL SYSTEM , 2016 .

[72]  Jean-Luc Anton,et al.  Region of interest analysis using an SPM toolbox , 2010 .

[73]  Koen Van Laere,et al.  Metabolic–dopaminergic mapping of the 6-hydroxydopamine rat model for Parkinson’s disease , 2007, European Journal of Nuclear Medicine and Molecular Imaging.

[74]  M. Molinari,et al.  Efferent fibers from the motor cortex terminate bilaterally in the thalamus of rats and cats , 2004, Experimental Brain Research.

[75]  G. Paxinos,et al.  The Rat Brain in Stereotaxic Coordinates , 1983 .

[76]  Henning Vauth,et al.  See Blockindiscussions, Blockinstats, Blockinand Blockinauthor Blockinprofiles Blockinfor Blockinthis Blockinpublication , 2022 .