Literature DB >> 22343127

The general linear model and fMRI: does love last forever?

Jean-Baptiste Poline1, Matthew Brett.   

Abstract

In this review, we first set out the general linear model (GLM) for the non technical reader, as a tool able to do both linear regression and ANOVA within the same flexible framework. We present a short history of its development in the fMRI community, and describe some interesting examples of its early use. We offer a few warnings, as the GLM relies on assumptions that may not hold in all situations. We conclude with a few wishes for the future of fMRI analyses, with or without the GLM. The appendix develops some aspects of use of contrasts for testing for the more technical reader.
Copyright © 2012 Elsevier Inc. All rights reserved.

Mesh:

Year:  2012        PMID: 22343127     DOI: 10.1016/j.neuroimage.2012.01.133

Source DB:  PubMed          Journal:  Neuroimage        ISSN: 1053-8119            Impact factor:   6.556


  41 in total

1.  Deep brain stimulation with simultaneous FMRI in rodents.

Authors:  John Robert Younce; Daniel L Albaugh; Yen-Yu Ian Shih
Journal:  J Vis Exp       Date:  2014-02-15       Impact factor: 1.355

2.  Imaging brain function with simultaneous BOLD and viscoelasticity contrast: fMRI/fMRE.

Authors:  Patricia S Lan; Kevin J Glaser; Richard L Ehman; Gary H Glover
Journal:  Neuroimage       Date:  2020-02-01       Impact factor: 6.556

Review 3.  Data collection and analysis strategies for phMRI.

Authors:  Joseph B Mandeville; Christina H Liu; Wim Vanduffel; John J A Marota; Bruce G Jenkins
Journal:  Neuropharmacology       Date:  2014-03-05       Impact factor: 5.250

4.  Bilingual effects on lexical selection: A neurodevelopmental perspective.

Authors:  Maria M Arredondo; Xiao-Su Hu; Teresa Satterfield; Akemi Tsutsumi Riobóo; Susan A Gelman; Ioulia Kovelman
Journal:  Brain Lang       Date:  2019-06-26       Impact factor: 2.381

5.  Anatomical, functional and molecular biomarker applications of magnetic resonance neuroimaging.

Authors:  Christina H Liu
Journal:  Future Neurol       Date:  2015-01-01

6.  Handling Multiplicity in Neuroimaging Through Bayesian Lenses with Multilevel Modeling.

Authors:  Gang Chen; Yaqiong Xiao; Paul A Taylor; Justin K Rajendra; Tracy Riggins; Fengji Geng; Elizabeth Redcay; Robert W Cox
Journal:  Neuroinformatics       Date:  2019-10

Review 7.  Functional Magnetic Resonance Imaging Methods.

Authors:  Jingyuan E Chen; Gary H Glover
Journal:  Neuropsychol Rev       Date:  2015-08-07       Impact factor: 7.444

8.  More than meets the eye: The neural development of emotion face processing during infancy.

Authors:  Paige Safyer; Brenda L Volling; Neelima Wagley; Xiaosu Hu; James E Swain; Maria M Arredondo; Ioulia Kovelman
Journal:  Infant Behav Dev       Date:  2020-03-06

9.  Task activations produce spurious but systematic inflation of task functional connectivity estimates.

Authors:  Michael W Cole; Takuya Ito; Douglas Schultz; Ravi Mill; Richard Chen; Carrisa Cocuzza
Journal:  Neuroimage       Date:  2018-12-28       Impact factor: 6.556

Review 10.  Large-scale functional network overlap is a general property of brain functional organization: Reconciling inconsistent fMRI findings from general-linear-model-based analyses.

Authors:  Jiansong Xu; Marc N Potenza; Vince D Calhoun; Rubin Zhang; Sarah W Yip; John T Wall; Godfrey D Pearlson; Patrick D Worhunsky; Kathleen A Garrison; Joseph M Moran
Journal:  Neurosci Biobehav Rev       Date:  2016-08-31       Impact factor: 8.989

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