Literature DB >> 34021244

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

Yasser Iturria-Medina1,2,3, Félix Carbonell4, Atousa Assadi5,6,7, Quadri Adewale5,6,7, Ahmed F Khan5,6,7, Tobias R Baumeister5,6,7, Lazaro Sanchez-Rodriguez5,6,7.   

Abstract

Understanding and treating heterogeneous brain disorders requires specialized techniques spanning genetics, proteomics, and neuroimaging. Designed to meet this need, NeuroPM-box is a user-friendly, open-access, multi-tool cross-platform software capable of characterizing multiscale and multifactorial neuropathological mechanisms. Using advanced analytical modeling for molecular, histopathological, brain-imaging and/or clinical evaluations, this framework has multiple applications, validated here with synthetic (N > 2900), in-vivo (N = 911) and post-mortem (N = 736) neurodegenerative data, and including the ability to characterize: (i) the series of sequential states (genetic, histopathological, imaging or clinical alterations) covering decades of disease progression, (ii) concurrent intra-brain spreading of pathological factors (e.g., amyloid, tau and alpha-synuclein proteins), (iii) synergistic interactions between multiple biological factors (e.g., toxic tau effects on brain atrophy), and (iv) biologically-defined patient stratification based on disease heterogeneity and/or therapeutic needs. This freely available toolbox ( neuropm-lab.com/neuropm-box.html ) could contribute significantly to a better understanding of complex brain processes and accelerating the implementation of Precision Medicine in Neurology.

Entities:  

Year:  2021        PMID: 34021244      PMCID: PMC8140107          DOI: 10.1038/s42003-021-02133-x

Source DB:  PubMed          Journal:  Commun Biol        ISSN: 2399-3642


  52 in total

Review 1.  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

2.  Blood and brain gene expression trajectories mirror neuropathology and clinical deterioration in neurodegeneration.

Authors:  Yasser Iturria-Medina; Ahmed F Khan; Quadri Adewale; Amir H Shirazi
Journal:  Brain       Date:  2020-02-01       Impact factor: 13.501

3.  Time for the systems-level integration of aging: Resilience enhancing strategies to prevent Alzheimer's disease.

Authors:  Harald Hampel; Simone Lista; Christian Neri; Andrea Vergallo
Journal:  Prog Neurobiol       Date:  2019-07-25       Impact factor: 11.685

4.  A network diffusion model of disease progression in dementia.

Authors:  Ashish Raj; Amy Kuceyeski; Michael Weiner
Journal:  Neuron       Date:  2012-03-21       Impact factor: 17.173

Review 5.  MRtrix3: A fast, flexible and open software framework for medical image processing and visualisation.

Authors:  J-Donald Tournier; Robert Smith; David Raffelt; Rami Tabbara; Thijs Dhollander; Maximilian Pietsch; Daan Christiaens; Ben Jeurissen; Chun-Hung Yeh; Alan Connelly
Journal:  Neuroimage       Date:  2019-08-29       Impact factor: 6.556

6.  Effective connectivity: influence, causality and biophysical modeling.

Authors:  Pedro A Valdes-Sosa; Alard Roebroeck; Jean Daunizeau; Karl Friston
Journal:  Neuroimage       Date:  2011-04-06       Impact factor: 6.556

7.  Single-cell trajectories reconstruction, exploration and mapping of omics data with STREAM.

Authors:  Huidong Chen; Luca Albergante; Jonathan Y Hsu; Caleb A Lareau; Giosuè Lo Bosco; Jihong Guan; Shuigeng Zhou; Alexander N Gorban; Daniel E Bauer; Martin J Aryee; David M Langenau; Andrei Zinovyev; Jason D Buenrostro; Guo-Cheng Yuan; Luca Pinello
Journal:  Nat Commun       Date:  2019-04-23       Impact factor: 14.919

8.  A molecular network of the aging human brain provides insights into the pathology and cognitive decline of Alzheimer's disease.

Authors:  Sara Mostafavi; Chris Gaiteri; Sarah E Sullivan; Charles C White; Shinya Tasaki; Jishu Xu; Mariko Taga; Hans-Ulrich Klein; Ellis Patrick; Vitalina Komashko; Cristin McCabe; Robert Smith; Elizabeth M Bradshaw; David E Root; Aviv Regev; Lei Yu; Lori B Chibnik; Julie A Schneider; Tracy L Young-Pearse; David A Bennett; Philip L De Jager
Journal:  Nat Neurosci       Date:  2018-05-25       Impact factor: 24.884

9.  Mapping human whole-brain structural networks with diffusion MRI.

Authors:  Patric Hagmann; Maciej Kurant; Xavier Gigandet; Patrick Thiran; Van J Wedeen; Reto Meuli; Jean-Philippe Thiran
Journal:  PLoS One       Date:  2007-07-04       Impact factor: 3.240

10.  SLICER: inferring branched, nonlinear cellular trajectories from single cell RNA-seq data.

Authors:  Joshua D Welch; Alexander J Hartemink; Jan F Prins
Journal:  Genome Biol       Date:  2016-05-23       Impact factor: 13.583

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  3 in total

1.  Differentiating amyloid beta spread in autosomal dominant and sporadic Alzheimer's disease.

Authors:  Elizabeth Levitis; Jacob W Vogel; Thomas Funck; Vladimir Hachinski; Serge Gauthier; Jonathan Vöglein; Johannes Levin; Brian A Gordon; Tammie Benzinger; Yasser Iturria-Medina; Alan C Evans
Journal:  Brain Commun       Date:  2022-04-13

2.  Multivariate genomic and transcriptomic determinants of imaging-derived personalized therapeutic needs in Parkinson's disease.

Authors:  Christophe Lenglos; Sue-Jin Lin; Yashar Zeighami; Tobias R Baumeister; Felix Carbonell; Yasser Iturria-Medina
Journal:  Sci Rep       Date:  2022-03-31       Impact factor: 4.996

3.  Data-driven staging of genetic frontotemporal dementia using multi-modal MRI.

Authors:  Jillian McCarthy; Barbara Borroni; Raquel Sanchez-Valle; Fermin Moreno; Robert Laforce; Caroline Graff; Matthis Synofzik; Daniela Galimberti; James B Rowe; Mario Masellis; Maria Carmela Tartaglia; Elizabeth Finger; Rik Vandenberghe; Alexandre de Mendonça; Fabrizio Tagliavini; Isabel Santana; Chris Butler; Alex Gerhard; Adrian Danek; Johannes Levin; Markus Otto; Giovanni Frisoni; Roberta Ghidoni; Sandro Sorbi; Lize C Jiskoot; Harro Seelaar; John C van Swieten; Jonathan D Rohrer; Yasser Iturria-Medina; Simon Ducharme
Journal:  Hum Brain Mapp       Date:  2022-02-03       Impact factor: 5.038

  3 in total

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