Literature DB >> 28327916

Multilayer modeling and analysis of human brain networks.

Manlio De Domenico.   

Abstract

Understanding how the human brain is structured, and how its architecture is related to function, is of paramount importance for a variety of applications, including but not limited to new ways to prevent, deal with, and cure brain diseases, such as Alzheimer's or Parkinson's, and psychiatric disorders, such as schizophrenia. The recent advances in structural and functional neuroimaging, together with the increasing attitude toward interdisciplinary approaches involving computer science, mathematics, and physics, are fostering interesting results from computational neuroscience that are quite often based on the analysis of complex network representation of the human brain. In recent years, this representation experienced a theoretical and computational revolution that is breaching neuroscience, allowing us to cope with the increasing complexity of the human brain across multiple scales and in multiple dimensions and to model structural and functional connectivity from new perspectives, often combined with each other. In this work, we will review the main achievements obtained from interdisciplinary research based on magnetic resonance imaging and establish de facto, the birth of multilayer network analysis and modeling of the human brain.
© The Author 2017. Published by Oxford University Press.

Entities:  

Keywords:  functional connectivity; multilayer networks; structural reducibility; versatility

Mesh:

Year:  2017        PMID: 28327916      PMCID: PMC5437946          DOI: 10.1093/gigascience/gix004

Source DB:  PubMed          Journal:  Gigascience        ISSN: 2047-217X            Impact factor:   6.524


  52 in total

1.  Frequencies contributing to functional connectivity in the cerebral cortex in "resting-state" data.

Authors:  D Cordes; V M Haughton; K Arfanakis; J D Carew; P A Turski; C H Moritz; M A Quigley; M E Meyerand
Journal:  AJNR Am J Neuroradiol       Date:  2001-08       Impact factor: 3.825

2.  Network motifs: simple building blocks of complex networks.

Authors:  R Milo; S Shen-Orr; S Itzkovitz; N Kashtan; D Chklovskii; U Alon
Journal:  Science       Date:  2002-10-25       Impact factor: 47.728

3.  Community structure in time-dependent, multiscale, and multiplex networks.

Authors:  Peter J Mucha; Thomas Richardson; Kevin Macon; Mason A Porter; Jukka-Pekka Onnela
Journal:  Science       Date:  2010-05-14       Impact factor: 47.728

Review 4.  Exploring the brain network: a review on resting-state fMRI functional connectivity.

Authors:  Martijn P van den Heuvel; Hilleke E Hulshoff Pol
Journal:  Eur Neuropsychopharmacol       Date:  2010-05-14       Impact factor: 4.600

5.  Functional modularity of background activities in normal and epileptic brain networks.

Authors:  M Chavez; M Valencia; V Navarro; V Latora; J Martinerie
Journal:  Phys Rev Lett       Date:  2010-03-18       Impact factor: 9.161

6.  The frequency dimension of fMRI dynamic connectivity: Network connectivity, functional hubs and integration in the resting brain.

Authors:  William Hedley Thompson; Peter Fransson
Journal:  Neuroimage       Date:  2015-07-11       Impact factor: 6.556

7.  Multiple percolation transitions in a configuration model of a network of networks.

Authors:  Ginestra Bianconi; Sergey N Dorogovtsev
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2014-06-26

8.  On spurious and real fluctuations of dynamic functional connectivity during rest.

Authors:  Nora Leonardi; Dimitri Van De Ville
Journal:  Neuroimage       Date:  2014-09-16       Impact factor: 6.556

9.  Adaptive reconfiguration of fractal small-world human brain functional networks.

Authors:  Danielle S Bassett; Andreas Meyer-Lindenberg; Sophie Achard; Thomas Duke; Edward Bullmore
Journal:  Proc Natl Acad Sci U S A       Date:  2006-12-11       Impact factor: 11.205

Review 10.  Engineering approaches to illuminating brain structure and dynamics.

Authors:  Karl Deisseroth; Mark J Schnitzer
Journal:  Neuron       Date:  2013-10-30       Impact factor: 17.173

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  25 in total

Review 1.  Modeling and interpreting mesoscale network dynamics.

Authors:  Ankit N Khambhati; Ann E Sizemore; Richard F Betzel; Danielle S Bassett
Journal:  Neuroimage       Date:  2017-06-20       Impact factor: 6.556

2.  Uncovering Cortical Units of Processing From Multi-Layered Connectomes.

Authors:  Kristoffer Jon Albers; Matthew G Liptrot; Karen Sandø Ambrosen; Rasmus Røge; Tue Herlau; Kasper Winther Andersen; Hartwig R Siebner; Lars Kai Hansen; Tim B Dyrby; Kristoffer H Madsen; Mikkel N Schmidt; Morten Mørup
Journal:  Front Neurosci       Date:  2022-03-10       Impact factor: 4.677

3.  Depressive symptom complexes of community-dwelling older adults: a latent network model.

Authors:  Martino Belvederi Murri; Luigi Grassi; Rosangela Caruso; Maria Giulia Nanni; Luigi Zerbinati; Sylke Andreas; Berta Ausín; Alessandra Canuto; Martin Härter; Manuel Muñoz Lopez; Kerstin Weber; Hans-Ulrich Wittchen; Jana Volkert; George S Alexopoulos
Journal:  Mol Psychiatry       Date:  2021-10-12       Impact factor: 15.992

Review 4.  Resting-state functional MRI studies on infant brains: A decade of gap-filling efforts.

Authors:  Han Zhang; Dinggang Shen; Weili Lin
Journal:  Neuroimage       Date:  2018-07-07       Impact factor: 6.556

5.  Application of Graph Theory to Assess Static and Dynamic Brain Connectivity: Approaches for Building Brain Graphs.

Authors:  Qingbao Yu; Yuhui Du; Jiayu Chen; Jing Sui; Tulay Adali; Godfrey Pearlson; Vince D Calhoun
Journal:  Proc IEEE Inst Electr Electron Eng       Date:  2018-04-25       Impact factor: 10.961

6.  Healthy dietary intake moderates the effects of age on brain iron concentration and working memory performance.

Authors:  Valentinos Zachariou; Christopher E Bauer; Elayna R Seago; Georgia Panayiotou; Edward D Hall; D Allan Butterfield; Brian T Gold
Journal:  Neurobiol Aging       Date:  2021-06-22       Impact factor: 5.133

7.  Multiplex model of mental lexicon reveals explosive learning in humans.

Authors:  Massimo Stella; Nicole M Beckage; Markus Brede; Manlio De Domenico
Journal:  Sci Rep       Date:  2018-02-02       Impact factor: 4.379

8.  Multilayer MEG functional connectivity as a potential marker for suicidal thoughts in major depressive disorder.

Authors:  Allison C Nugent; Elizabeth D Ballard; Jessica R Gilbert; Prejaas K Tewarie; Matthew J Brookes; Carlos A Zarate
Journal:  Neuroimage Clin       Date:  2020-08-08       Impact factor: 4.881

9.  Feature related multi-view nonnegative matrix factorization for identifying conserved functional modules in multiple biological networks.

Authors:  Peizhuo Wang; Lin Gao; Yuxuan Hu; Feng Li
Journal:  BMC Bioinformatics       Date:  2018-10-29       Impact factor: 3.169

10.  Frequency-based brain networks: From a multiplex framework to a full multilayer description.

Authors:  Javier M Buldú; Mason A Porter
Journal:  Netw Neurosci       Date:  2018-10-01
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