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Mapping language function with task-based vs. resting-state functional MRI
- Source :
- PloS one, vol 15, iss 7, PLoS ONE, PLoS ONE, Vol 15, Iss 7, p e0236423 (2020)
- Publication Year :
- 2020
- Publisher :
- eScholarship, University of California, 2020.
-
Abstract
- Author(s): Park, Ki Yun; Lee, John J; Dierker, Donna; Marple, Laura M; Hacker, Carl D; Roland, Jarod L; Marcus, Daniel S; Milchenko, Mikhail; Miller-Thomas, Michelle M; Benzinger, Tammie L; Shimony, Joshua S; Snyder, Abraham Z; Leuthardt, Eric C | Abstract: BackgroundUse of functional MRI (fMRI) in pre-surgical planning is a non-invasive method for pre-operative functional mapping for patients with brain tumors, especially tumors located near eloquent cortex. Currently, this practice predominantly involves task-based fMRI (T-fMRI). Resting state fMRI (RS-fMRI) offers an alternative with several methodological advantages. Here, we compare group-level analyses of RS-fMRI vs. T-fMRI as methods for language localization.PurposeTo contrast RS-fMRI vs. T-fMRI as techniques for localization of language function.MethodsWe analyzed data obtained in 35 patients who had both T-fMRI and RS-fMRI scans during the course of pre-surgical evaluation. The RS-fMRI data were analyzed using a previously trained resting-state network classifier. The T-fMRI data were analyzed using conventional techniques. Group-level results obtained by both methods were evaluated in terms of two outcome measures: (1) inter-subject variability of response magnitude and (2) sensitivity/specificity analysis of response topography, taking as ground truth previously reported maps of the language system based on intraoperative cortical mapping as well as meta-analytic maps of language task fMRI responses.ResultsBoth fMRI methods localized major components of the language system (areas of Broca and Wernicke) although not with equal inter-subject consistency. Word-stem completion T-fMRI strongly activated Broca's area but also several task-general areas not specific to language. RS-fMRI provided a more specific representation of the language system.ConclusionWe demonstrate several advantages of classifier-based mapping of language representation in the brain. Language T-fMRI activated task-general (i.e., not language-specific) functional systems in addition to areas of Broca and Wernicke. In contrast, classifier-based analysis of RS-fMRI data generated maps confined to language-specific regions of the brain.
- Subjects :
- Male
genetic structures
Social Sciences
computer.software_genre
Brain mapping
Functional Laterality
Task (project management)
Diagnostic Radiology
0302 clinical medicine
Functional Magnetic Resonance Imaging
Medicine and Health Sciences
Psychology
Attention
Neurological Tumors
Language
Cerebral Cortex
0303 health sciences
Brain Mapping
Multidisciplinary
medicine.diagnostic_test
Radiology and Imaging
Contrast (statistics)
Brain
Middle Aged
Magnetic Resonance Imaging
Temporal Lobe
Frontal Lobe
Frontal lobe
Oncology
Neurology
Neurological
Medicine
Biomedical Imaging
Female
Anatomy
Natural language processing
psychological phenomena and processes
Research Article
Adult
Imaging Techniques
Blastoma
General Science & Technology
Science
Rest
Neuroimaging
Bioengineering
Research and Analysis Methods
Basic Behavioral and Social Science
behavioral disciplines and activities
Temporal lobe
03 medical and health sciences
Young Adult
Diagnostic Medicine
Clinical Research
Behavioral and Social Science
medicine
Humans
030304 developmental biology
Aged
Resting state fMRI
business.industry
Cognitive Psychology
Neurosciences
Biology and Life Sciences
Cancers and Neoplasms
Broca Area
Brain Disorders
nervous system
Cognitive Science
Artificial intelligence
Functional magnetic resonance imaging
business
Glioblastoma
computer
Classifier (UML)
030217 neurology & neurosurgery
Glioblastoma Multiforme
Neuroscience
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- PloS one, vol 15, iss 7, PLoS ONE, PLoS ONE, Vol 15, Iss 7, p e0236423 (2020)
- Accession number :
- edsair.doi.dedup.....5c097d7438448749c6ccd73d0ed38352