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A functional MRI pre-processing and quality control protocol based on statistical parametric mapping (SPM) and MATLAB

Functional MRI (fMRI) has become a popular technique to study brain functions and their alterations in psychiatric and neurological conditions. The sample sizes for fMRI studies have been increasing steadily, and growing studies are sourced from open-access brain imaging repositories. Quality contro...

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Detalles Bibliográficos
Autores principales: Di, Xin, Biswal, Bharat B.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10406300/
https://www.ncbi.nlm.nih.gov/pubmed/37555150
http://dx.doi.org/10.3389/fnimg.2022.1070151
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author Di, Xin
Biswal, Bharat B.
author_facet Di, Xin
Biswal, Bharat B.
author_sort Di, Xin
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description Functional MRI (fMRI) has become a popular technique to study brain functions and their alterations in psychiatric and neurological conditions. The sample sizes for fMRI studies have been increasing steadily, and growing studies are sourced from open-access brain imaging repositories. Quality control becomes critical to ensure successful data processing and valid statistical results. Here, we outline a simple protocol for fMRI data pre-processing and quality control based on statistical parametric mapping (SPM) and MATLAB. The focus of this protocol is not only to identify and remove data with artifacts and anomalies, but also to ensure the processing has been performed properly. We apply this protocol to the data from fMRI Open quality control (QC) Project, and illustrate how each quality control step can help to identify potential issues. We also show that simple steps such as skull stripping can improve coregistration between the functional and anatomical images.
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spelling pubmed-104063002023-08-08 A functional MRI pre-processing and quality control protocol based on statistical parametric mapping (SPM) and MATLAB Di, Xin Biswal, Bharat B. Front Neuroimaging Neuroimaging Functional MRI (fMRI) has become a popular technique to study brain functions and their alterations in psychiatric and neurological conditions. The sample sizes for fMRI studies have been increasing steadily, and growing studies are sourced from open-access brain imaging repositories. Quality control becomes critical to ensure successful data processing and valid statistical results. Here, we outline a simple protocol for fMRI data pre-processing and quality control based on statistical parametric mapping (SPM) and MATLAB. The focus of this protocol is not only to identify and remove data with artifacts and anomalies, but also to ensure the processing has been performed properly. We apply this protocol to the data from fMRI Open quality control (QC) Project, and illustrate how each quality control step can help to identify potential issues. We also show that simple steps such as skull stripping can improve coregistration between the functional and anatomical images. Frontiers Media S.A. 2023-01-10 /pmc/articles/PMC10406300/ /pubmed/37555150 http://dx.doi.org/10.3389/fnimg.2022.1070151 Text en Copyright © 2023 Di and Biswal. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroimaging
Di, Xin
Biswal, Bharat B.
A functional MRI pre-processing and quality control protocol based on statistical parametric mapping (SPM) and MATLAB
title A functional MRI pre-processing and quality control protocol based on statistical parametric mapping (SPM) and MATLAB
title_full A functional MRI pre-processing and quality control protocol based on statistical parametric mapping (SPM) and MATLAB
title_fullStr A functional MRI pre-processing and quality control protocol based on statistical parametric mapping (SPM) and MATLAB
title_full_unstemmed A functional MRI pre-processing and quality control protocol based on statistical parametric mapping (SPM) and MATLAB
title_short A functional MRI pre-processing and quality control protocol based on statistical parametric mapping (SPM) and MATLAB
title_sort functional mri pre-processing and quality control protocol based on statistical parametric mapping (spm) and matlab
topic Neuroimaging
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10406300/
https://www.ncbi.nlm.nih.gov/pubmed/37555150
http://dx.doi.org/10.3389/fnimg.2022.1070151
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