Literature DB >> 22445347

A network diffusion model of disease progression in dementia.

Ashish Raj1, Amy Kuceyeski, Michael Weiner.   

Abstract

Patterns of dementia are known to fall into dissociated but dispersed brain networks, suggesting that the disease is transmitted along neuronal pathways rather than by proximity. This view is supported by neuropathological evidence for "prion-like" transsynaptic transmission of disease agents like misfolded tau and beta amyloid. We mathematically model this transmission by a diffusive mechanism mediated by the brain's connectivity network obtained from tractography of 14 healthy-brain MRIs. Subsequent graph theoretic analysis provides a fully quantitative, testable, predictive model of dementia. Specifically, we predict spatially distinct "persistent modes," which, we found, recapitulate known patterns of dementia and match recent reports of selectively vulnerable dissociated brain networks. Model predictions also closely match T1-weighted MRI volumetrics of 18 Alzheimer's and 18 frontotemporal dementia subjects. Prevalence rates predicted by the model strongly agree with published data. This work has many important implications, including dimensionality reduction, differential diagnosis, and especially prediction of future atrophy using baseline MRI morphometrics.
Copyright © 2012 Elsevier Inc. All rights reserved.

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Year:  2012        PMID: 22445347      PMCID: PMC3623298          DOI: 10.1016/j.neuron.2011.12.040

Source DB:  PubMed          Journal:  Neuron        ISSN: 0896-6273            Impact factor:   17.173


  58 in total

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Authors:  Bruce Fischl; David H Salat; Evelina Busa; Marilyn Albert; Megan Dieterich; Christian Haselgrove; Andre van der Kouwe; Ron Killiany; David Kennedy; Shuna Klaveness; Albert Montillo; Nikos Makris; Bruce Rosen; Anders M Dale
Journal:  Neuron       Date:  2002-01-31       Impact factor: 17.173

Review 2.  Understanding complex signaling networks through models and metaphors.

Authors:  Upinder S Bhalla
Journal:  Prog Biophys Mol Biol       Date:  2003-01       Impact factor: 3.667

Review 3.  Advances in functional and structural MR image analysis and implementation as FSL.

Authors:  Stephen M Smith; Mark Jenkinson; Mark W Woolrich; Christian F Beckmann; Timothy E J Behrens; Heidi Johansen-Berg; Peter R Bannister; Marilena De Luca; Ivana Drobnjak; David E Flitney; Rami K Niazy; James Saunders; John Vickers; Yongyue Zhang; Nicola De Stefano; J Michael Brady; Paul M Matthews
Journal:  Neuroimage       Date:  2004       Impact factor: 6.556

4.  Different regional patterns of cortical thinning in Alzheimer's disease and frontotemporal dementia.

Authors:  An-Tao Du; Norbert Schuff; Joel H Kramer; Howard J Rosen; Maria Luisa Gorno-Tempini; Katherine Rankin; Bruce L Miller; Michael W Weiner
Journal:  Brain       Date:  2007-03-12       Impact factor: 13.501

5.  Patterns of brain atrophy that differentiate corticobasal degeneration syndrome from progressive supranuclear palsy.

Authors:  Adam L Boxer; Michael D Geschwind; Nataliya Belfor; Maria Luisa Gorno-Tempini; Guido F Schauer; Bruce L Miller; Michael W Weiner; Howard J Rosen
Journal:  Arch Neurol       Date:  2006-01

6.  Molecular, structural, and functional characterization of Alzheimer's disease: evidence for a relationship between default activity, amyloid, and memory.

Authors:  Randy L Buckner; Abraham Z Snyder; Benjamin J Shannon; Gina LaRossa; Rimmon Sachs; Anthony F Fotenos; Yvette I Sheline; William E Klunk; Chester A Mathis; John C Morris; Mark A Mintun
Journal:  J Neurosci       Date:  2005-08-24       Impact factor: 6.167

7.  Incidence of dementia, Alzheimer's disease, and vascular dementia in Italy. The ILSA Study.

Authors:  Antonio Di Carlo; Marzia Baldereschi; Luigi Amaducci; Vito Lepore; Laura Bracco; Stefania Maggi; Salvatore Bonaiuto; Egle Perissinotto; Guglielmo Scarlato; Gino Farchi; Domenico Inzitari
Journal:  J Am Geriatr Soc       Date:  2002-01       Impact factor: 5.562

Review 8.  Fronto-temporal dementia: nosology, neuropsychology, and neuropathology.

Authors:  D Neary; J Snowden
Journal:  Brain Cogn       Date:  1996-07       Impact factor: 2.310

Review 9.  Amyloid imaging in aging and dementia: testing the amyloid hypothesis in vivo.

Authors:  G D Rabinovici; W J Jagust
Journal:  Behav Neurol       Date:  2009       Impact factor: 3.342

10.  Atrophy patterns in histologic vs clinical groupings of frontotemporal lobar degeneration.

Authors:  J M S Pereira; G B Williams; J Acosta-Cabronero; G Pengas; M G Spillantini; J H Xuereb; J R Hodges; P J Nestor
Journal:  Neurology       Date:  2009-05-12       Impact factor: 9.910

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  246 in total

1.  Neurodegenerative networking.

Authors:  Darran Yates
Journal:  Nat Rev Neurosci       Date:  2012-04-18       Impact factor: 34.870

2.  Sensitive Detection of Proteopathic Seeding Activity with FRET Flow Cytometry.

Authors:  Jennifer L Furman; Brandon B Holmes; Marc I Diamond
Journal:  J Vis Exp       Date:  2015-12-08       Impact factor: 1.355

3.  A physics-informed geometric learning model for pathological tau spread in Alzheimer's disease.

Authors:  Tzu-An Song; Samadrita Roy Chowdhury; Fan Yang; Heidi I L Jacobs; Jorge Sepulcre; Van J Wedeen; Keith A Johnson; Joyita Dutta
Journal:  Med Image Comput Comput Assist Interv       Date:  2020-09-29

4.  Integrating molecular, histopathological, neuroimaging and clinical neuroscience data with NeuroPM-box.

Authors:  Yasser Iturria-Medina; Félix Carbonell; Atousa Assadi; Quadri Adewale; Ahmed F Khan; Tobias R Baumeister; Lazaro Sanchez-Rodriguez
Journal:  Commun Biol       Date:  2021-05-21

5.  Network diffusion accurately models the relationship between structural and functional brain connectivity networks.

Authors:  Farras Abdelnour; Henning U Voss; Ashish Raj
Journal:  Neuroimage       Date:  2013-12-30       Impact factor: 6.556

6.  Heparan sulfate proteoglycans mediate internalization and propagation of specific proteopathic seeds.

Authors:  Brandon B Holmes; Sarah L DeVos; Najla Kfoury; Mei Li; Rachel Jacks; Kiran Yanamandra; Mohand O Ouidja; Frances M Brodsky; Jayne Marasa; Devika P Bagchi; Paul T Kotzbauer; Timothy M Miller; Dulce Papy-Garcia; Marc I Diamond
Journal:  Proc Natl Acad Sci U S A       Date:  2013-07-29       Impact factor: 11.205

7.  The Network Modification (NeMo) Tool: elucidating the effect of white matter integrity changes on cortical and subcortical structural connectivity.

Authors:  Amy Kuceyeski; Jun Maruta; Norman Relkin; Ashish Raj
Journal:  Brain Connect       Date:  2013

8.  Structural brain network imaging shows expanding disconnection of the motor system in amyotrophic lateral sclerosis.

Authors:  Esther Verstraete; Jan H Veldink; Leonard H van den Berg; Martijn P van den Heuvel
Journal:  Hum Brain Mapp       Date:  2013-03-01       Impact factor: 5.038

Review 9.  RNA Binding Proteins and the Pathogenesis of Frontotemporal Lobar Degeneration.

Authors:  Jeffrey W Hofmann; William W Seeley; Eric J Huang
Journal:  Annu Rev Pathol       Date:  2018-10-24       Impact factor: 23.472

10.  Evidence of corticofugal tau spreading in patients with frontotemporal dementia.

Authors:  Eun-Joo Kim; Ji-Hye L Hwang; Stephanie E Gaus; Alissa L Nana; Jersey Deng; Jesse A Brown; Salvatore Spina; Myung Jun Lee; Eliana Marisa Ramos; Lea T Grinberg; Joel H Kramer; Adam L Boxer; Maria Luisa Gorno-Tempini; Howard J Rosen; Bruce L Miller; William W Seeley
Journal:  Acta Neuropathol       Date:  2019-09-21       Impact factor: 17.088

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