Reorganization of Brain Networks in Aging and Age-related Diseases.

Aging is associated with reorganization of brain in both structure and function. In recent years, graph theoretical analysis of brain organization has drawn increasing attention, and reorganization of brain in aging has been investigated in terms of connectivity and networks in topology such as modular organization, global and local efficiency, and small-worldness. Beyond studying on abnormity in local brain regions, connectivity quantifies alternations of correlation between two regions that may be spatially far separated, and graph theoretical analysis of brain network examines the complex interactions among multiple regions. This article reviewed complex brain networks of human in normal aging or with age-related diseases such as stroke and Alzheimer's disease after a technical introduction of brain networks and graph theoretical analysis. We further discussed the relationship between the functional and the structural brain networks of subjects in aging or with age-related diseases. Finally, we proposed several interesting topics for future research in this field.

[1]  Gustavo Deco,et al.  Computational models of the brain: From structure to function , 2010, NeuroImage.

[2]  A. Fingelkurts,et al.  Impaired functional connectivity at EEG alpha and theta frequency bands in major depression , 2007, Human brain mapping.

[3]  J. Baron,et al.  Motor imagery after stroke: Relating outcome to motor network connectivity , 2009, Annals of neurology.

[4]  B. Miller,et al.  Neurodegenerative Diseases Target Large-Scale Human Brain Networks , 2009, Neuron.

[5]  T. Wieloch,et al.  Mechanisms of neural plasticity following brain injury , 2006, Current Opinion in Neurobiology.

[6]  O. Pop,et al.  Brain Aging and Regeneration after Injuries: an Organismal approach. , 2011, Aging and disease.

[7]  S. Petersen,et al.  The “Task B problem” and other considerations in developmental functional neuroimaging , 2010, Human brain mapping.

[8]  S. Muthukumaraswamy,et al.  Functional and structural correlates of the aging brain: Relating visual cortex (V1) gamma band responses to age‐related structural change , 2012, Human brain mapping.

[9]  Yong He,et al.  Changing topological patterns in normal aging using large-scale structural networks , 2012, Neurobiology of Aging.

[10]  V. Latora,et al.  Complex networks: Structure and dynamics , 2006 .

[11]  C. Stam,et al.  Disturbed functional connectivity in brain tumour patients: Evaluation by graph analysis of synchronization matrices , 2006, Clinical Neurophysiology.

[12]  C. Stam,et al.  Small-world networks and functional connectivity in Alzheimer's disease. , 2006, Cerebral cortex.

[13]  E. Bullmore,et al.  Neurophysiological architecture of functional magnetic resonance images of human brain. , 2005, Cerebral cortex.

[14]  Yong He,et al.  Diffusion Tensor Tractography Reveals Abnormal Topological Organization in Structural Cortical Networks in Alzheimer's Disease , 2010, The Journal of Neuroscience.

[15]  Jonathan D. Power,et al.  The Development of Human Functional Brain Networks , 2010, Neuron.

[16]  Roberto Cabeza,et al.  Adult Age Differences in Functional Connectivity during Executive Control Nih Public Access Materials and Methods Cue-related Activation Functional Connectivity of Switch-related Activation on Cue-only Trials , 2022 .

[17]  Cornelis J. Stam,et al.  Small-world and scale-free organization of voxel-based resting-state functional connectivity in the human brain , 2008, NeuroImage.

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

[19]  S. Bressler,et al.  Large-scale brain networks in cognition: emerging methods and principles , 2010, Trends in Cognitive Sciences.

[20]  Rachael D. Seidler,et al.  Frontiers in Systems Neuroscience Systems Neuroscience , 2022 .

[21]  S. Petersen,et al.  A dual-networks architecture of top-down control , 2008, Trends in Cognitive Sciences.

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

[23]  Anders M. Dale,et al.  An automated labeling system for subdividing the human cerebral cortex on MRI scans into gyral based regions of interest , 2006, NeuroImage.

[24]  Simon B. Eickhoff,et al.  Dynamic intra- and interhemispheric interactions during unilateral and bilateral hand movements assessed with fMRI and DCM , 2008, NeuroImage.

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

[26]  Gene E. Alexander,et al.  Age-related networks of regional covariance in MRI gray matter: Reproducible multivariate patterns in healthy aging , 2010, NeuroImage.

[27]  Jonathan D. Power,et al.  Functional Brain Networks Develop from a “Local to Distributed” Organization , 2009, PLoS Comput. Biol..

[28]  A. Dekaban,et al.  Changes in brain weights during the span of human life: Relation of brain weights to body heights and body weights , 1978, Annals of neurology.

[29]  Liang Wang,et al.  Dynamic functional reorganization of the motor execution network after stroke. , 2010, Brain : a journal of neurology.

[30]  Kunlin Jin,et al.  Modern Biological Theories of Aging. , 2010, Aging and disease.

[31]  Justin L. Vincent,et al.  Distinct brain networks for adaptive and stable task control in humans , 2007, Proceedings of the National Academy of Sciences.

[32]  Danielle J. Tisserand,et al.  On the Involvement of Prefrontal Networks in Cognitive Ageing , 2003, Cortex.

[33]  Karl J. Friston,et al.  Dynamic causal modeling , 2010, Scholarpedia.

[34]  Yuan Zhou,et al.  Functional disintegration in paranoid schizophrenia using resting-state fMRI , 2007, Schizophrenia Research.

[35]  Suzanne E. Welcome,et al.  Mapping cortical change across the human life span , 2003, Nature Neuroscience.

[36]  Alan C. Evans,et al.  Mapping anatomical correlations across cerebral cortex (MACACC) using cortical thickness from MRI , 2006, NeuroImage.

[37]  N. Tzourio-Mazoyer,et al.  Automated Anatomical Labeling of Activations in SPM Using a Macroscopic Anatomical Parcellation of the MNI MRI Single-Subject Brain , 2002, NeuroImage.

[38]  Edith V. Sullivan,et al.  Frontal circuitry degradation marks healthy adult aging: Evidence from diffusion tensor imaging , 2005, NeuroImage.

[39]  G. Fink,et al.  Reorganization of cerebral networks after stroke: new insights from neuroimaging with connectivity approaches , 2011, Brain : a journal of neurology.

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

[41]  S. Rombouts,et al.  Loss of ‘Small-World’ Networks in Alzheimer's Disease: Graph Analysis of fMRI Resting-State Functional Connectivity , 2010, PloS one.

[42]  Albert,et al.  Emergence of scaling in random networks , 1999, Science.

[43]  Kaustubh Supekar,et al.  Development of Large-Scale Functional Brain Networks in Children , 2009, NeuroImage.

[44]  Mark E. J. Newman,et al.  The Structure and Function of Complex Networks , 2003, SIAM Rev..

[45]  J. Gabrieli,et al.  Insights into the ageing mind: a view from cognitive neuroscience , 2004, Nature Reviews Neuroscience.

[46]  Alan C. Evans,et al.  Age- and Gender-Related Differences in the Cortical Anatomical Network , 2009, The Journal of Neuroscience.

[47]  Karl J. Friston,et al.  Dynamic causal modelling , 2003, NeuroImage.

[48]  V. Calhoun,et al.  Selective changes of resting-state networks in individuals at risk for Alzheimer's disease , 2007, Proceedings of the National Academy of Sciences.

[49]  Biyu J. He,et al.  Breakdown of Functional Connectivity in Frontoparietal Networks Underlies Behavioral Deficits in Spatial Neglect , 2007, Neuron.

[50]  Shanbao Tong,et al.  Influences of brain development and ageing on cortical interactive networks , 2011, Clinical Neurophysiology.

[51]  Harald Hampel,et al.  Diagnostic power of default mode network resting state fMRI in the detection of Alzheimer's disease , 2012, Neurobiology of Aging.

[52]  Joseph T. Gwin,et al.  Motor control and aging: Links to age-related brain structural, functional, and biochemical effects , 2010, Neuroscience & Biobehavioral Reviews.

[53]  Alan C. Evans,et al.  Revealing modular architecture of human brain structural networks by using cortical thickness from MRI. , 2008, Cerebral cortex.

[54]  S. Debener,et al.  Default-mode brain dysfunction in mental disorders: A systematic review , 2009, Neuroscience & Biobehavioral Reviews.

[55]  Shanbao Tong,et al.  Impaired neuronal synchrony after focal ischemic stroke in elderly patients , 2011, Clinical Neurophysiology.

[56]  J. Goh Functional Dedifferentiation and Altered Connectivity in Older Adults: Neural Accounts of Cognitive Aging. , 2011, Aging and disease.

[57]  Karl J. Friston,et al.  Structural Covariance in the Human Cortex , 2005, The Journal of Neuroscience.

[58]  G. Fink,et al.  Cortical connectivity after subcortical stroke assessed with functional magnetic resonance imaging , 2008, Annals of neurology.

[59]  S. Petersen,et al.  Development of distinct control networks through segregation and integration , 2007, Proceedings of the National Academy of Sciences.

[60]  U. Alon,et al.  Spontaneous evolution of modularity and network motifs. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[61]  C. Stam,et al.  The influence of ageing on complex brain networks: A graph theoretical analysis , 2009, Human brain mapping.

[62]  Yuan Zhou,et al.  Abnormal Cortical Networks in Mild Cognitive Impairment and Alzheimer's Disease , 2010, PLoS Comput. Biol..

[63]  M. Corbetta,et al.  Resting interhemispheric functional magnetic resonance imaging connectivity predicts performance after stroke , 2009, Annals of neurology.

[64]  Yong He,et al.  Structural brain networks and neuropsychiatric disorders , 2011, Current opinion in psychiatry.

[65]  Junfeng Sun,et al.  Unified framework for detecting phase synchronization in coupled time series. , 2009, Physical review. E, Statistical, nonlinear, and soft matter physics.

[66]  O. Sporns,et al.  Mapping the Structural Core of Human Cerebral Cortex , 2008, PLoS biology.

[67]  M. Greicius,et al.  Default-mode network activity distinguishes Alzheimer's disease from healthy aging: Evidence from functional MRI , 2004, Proc. Natl. Acad. Sci. USA.

[68]  G. Glover,et al.  Resting-State Functional Connectivity in Major Depression: Abnormally Increased Contributions from Subgenual Cingulate Cortex and Thalamus , 2007, Biological Psychiatry.

[69]  Carlos E. Thomaz,et al.  Analyzing the connectivity between regions of interest: An approach based on cluster Granger causality for fMRI data analysis , 2010, NeuroImage.

[70]  G. Edelman,et al.  A measure for brain complexity: relating functional segregation and integration in the nervous system. , 1994, Proceedings of the National Academy of Sciences of the United States of America.

[71]  Arthur W. Toga,et al.  Human brain white matter atlas: Identification and assignment of common anatomical structures in superficial white matter , 2008, NeuroImage.

[72]  Toru Nakamura,et al.  Resting Network Plasticity Following Brain Injury , 2009, PloS one.

[73]  Daniel L. Rubin,et al.  Network Analysis of Intrinsic Functional Brain Connectivity in Alzheimer's Disease , 2008, PLoS Comput. Biol..

[74]  Olaf Sporns,et al.  Network structure of cerebral cortex shapes functional connectivity on multiple time scales , 2007, Proceedings of the National Academy of Sciences.

[75]  Yong He,et al.  Sex- and brain size-related small-world structural cortical networks in young adults: a DTI tractography study. , 2011, Cerebral cortex.

[76]  G. Sandini,et al.  Graph theoretical analysis of magnetoencephalographic functional connectivity in Alzheimer's disease. , 2009, Brain : a journal of neurology.

[77]  Laura Astolfi,et al.  Estimation of the cortical connectivity by high-resolution EEG and structural equation modeling: Simulations and application to finger tapping data , 2005, IEEE Transactions on Biomedical Engineering.

[78]  Jennifer T. Crinion,et al.  Anterior temporal lobe connectivity correlates with functional outcome after aphasic stroke , 2009, Brain : a journal of neurology.

[79]  Andreas Daffertshofer,et al.  The relationship between structural and functional connectivity: Graph theoretical analysis of an EEG neural mass model , 2010, NeuroImage.

[80]  M M Mesulam,et al.  Large‐scale neurocognitive networks and distributed processing for attention, language, and memory , 1990, Annals of neurology.

[81]  Justin L. Vincent,et al.  Disruption of Large-Scale Brain Systems in Advanced Aging , 2007, Neuron.

[82]  Caterina Gratton,et al.  Double dissociation of two cognitive control networks in patients with focal brain lesions , 2010, Proceedings of the National Academy of Sciences.

[83]  C. Stam Use of magnetoencephalography (MEG) to study functional brain networks in neurodegenerative disorders , 2010, Journal of the Neurological Sciences.

[84]  Efstathios D. Gennatas,et al.  Divergent network connectivity changes in behavioural variant frontotemporal dementia and Alzheimer's disease. , 2010, Brain : a journal of neurology.

[85]  Albert-László Barabási,et al.  Statistical mechanics of complex networks , 2001, ArXiv.

[86]  A. Dale,et al.  Age-related alterations in white matter microstructure measured by diffusion tensor imaging , 2005, Neurobiology of Aging.

[87]  S. Rombouts,et al.  Reduced resting-state brain activity in the "default network" in normal aging. , 2008, Cerebral cortex.

[88]  C. Granger Investigating causal relations by econometric models and cross-spectral methods , 1969 .

[89]  Mingzhou Ding,et al.  Evaluating causal relations in neural systems: Granger causality, directed transfer function and statistical assessment of significance , 2001, Biological Cybernetics.

[90]  Jun Li,et al.  Brain Anatomical Network and Intelligence , 2009, NeuroImage.

[91]  Mark Hallett,et al.  Big news from small world networks after stroke. , 2010, Brain : a journal of neurology.

[92]  A. Field Meta-analysis of correlation coefficients: a Monte Carlo comparison of fixed- and random-effects methods. , 2001, Psychological methods.

[93]  Timothy Edward John Behrens,et al.  Characterization and propagation of uncertainty in diffusion‐weighted MR imaging , 2003, Magnetic resonance in medicine.

[94]  Yong He,et al.  Age-related changes in topological patterns of large-scale brain functional networks during memory encoding and recognition , 2010, NeuroImage.

[95]  Keith A. Johnson,et al.  Cortical Hubs Revealed by Intrinsic Functional Connectivity: Mapping, Assessment of Stability, and Relation to Alzheimer's Disease , 2009, The Journal of Neuroscience.

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

[97]  Changsong Zhou,et al.  Hierarchical organization unveiled by functional connectivity in complex brain networks. , 2006, Physical review letters.

[98]  T. Murphy,et al.  Plasticity during stroke recovery: from synapse to behaviour , 2009, Nature Reviews Neuroscience.

[99]  O Sporns,et al.  Predicting human resting-state functional connectivity from structural connectivity , 2009, Proceedings of the National Academy of Sciences.

[100]  C. Stam,et al.  Small-world networks and epilepsy: Graph theoretical analysis of intracerebrally recorded mesial temporal lobe seizures , 2007, Clinical Neurophysiology.

[101]  Yong He,et al.  Age-related alterations in the modular organization of structural cortical network by using cortical thickness from MRI , 2011, NeuroImage.

[102]  E. Bullmore,et al.  Behavioral / Systems / Cognitive Functional Connectivity and Brain Networks in Schizophrenia , 2010 .

[103]  Hiroshi Fukuda,et al.  Age‐related changes in topological organization of structural brain networks in healthy individuals , 2012, Human brain mapping.

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

[105]  Alan C. Evans,et al.  Structural Insights into Aberrant Topological Patterns of Large-Scale Cortical Networks in Alzheimer's Disease , 2008, The Journal of Neuroscience.

[106]  Susumu Mori,et al.  Fiber tracking: principles and strategies – a technical review , 2002, NMR in biomedicine.

[107]  Cindy Lustig,et al.  Brain aging: reorganizing discoveries about the aging mind , 2005, Current Opinion in Neurobiology.