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Using carpet plots to analyze transit times of low frequency oscillations in resting state fMRI

A “carpet plot” is a 2-dimensional plot (time vs. voxel) of scaled fMRI voxel intensity values. Low frequency oscillations (LFOs) can be successfully identified from BOLD fMRI and used to study characteristics of neuronal and physiological activity. Here, we evaluate the use of carpet plots paired w...

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Autores principales: Fitzgerald, Bradley, Yao, Jinxia Fiona, Talavage, Thomas M., Hocke, Lia M., Frederick, Blaise deB, Tong, Yunjie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7998022/
https://www.ncbi.nlm.nih.gov/pubmed/33772060
http://dx.doi.org/10.1038/s41598-021-86402-z
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author Fitzgerald, Bradley
Yao, Jinxia Fiona
Talavage, Thomas M.
Hocke, Lia M.
Frederick, Blaise deB
Tong, Yunjie
author_facet Fitzgerald, Bradley
Yao, Jinxia Fiona
Talavage, Thomas M.
Hocke, Lia M.
Frederick, Blaise deB
Tong, Yunjie
author_sort Fitzgerald, Bradley
collection PubMed
description A “carpet plot” is a 2-dimensional plot (time vs. voxel) of scaled fMRI voxel intensity values. Low frequency oscillations (LFOs) can be successfully identified from BOLD fMRI and used to study characteristics of neuronal and physiological activity. Here, we evaluate the use of carpet plots paired with a developed slope-detection algorithm as a means to study LFOs in resting state fMRI (rs-fMRI) data with the help of dynamic susceptibility contrast (DSC) MRI data. Carpet plots were constructed by ordering voxels according to signal delay time for each voxel. The slope-detection algorithm was used to identify and calculate propagation times, or “transit times”, of tilted vertical edges across which a sudden signal change was observed. We aim to show that this metric has applications in understanding LFOs in fMRI data, possibly reflecting changes in blood flow speed during the scan, and for evaluating alternative blood-tracking contrast agents such as inhaled CO(2). We demonstrate that the propagations of LFOs can be visualized and automatically identified in a carpet plot as tilted lines of sudden intensity change. Resting state carpet plots produce edges with transit times similar to those of DSC carpet plots. Additionally, resting state carpet plots indicate that edge transit times vary at different time points during the scan.
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spelling pubmed-79980222021-03-30 Using carpet plots to analyze transit times of low frequency oscillations in resting state fMRI Fitzgerald, Bradley Yao, Jinxia Fiona Talavage, Thomas M. Hocke, Lia M. Frederick, Blaise deB Tong, Yunjie Sci Rep Article A “carpet plot” is a 2-dimensional plot (time vs. voxel) of scaled fMRI voxel intensity values. Low frequency oscillations (LFOs) can be successfully identified from BOLD fMRI and used to study characteristics of neuronal and physiological activity. Here, we evaluate the use of carpet plots paired with a developed slope-detection algorithm as a means to study LFOs in resting state fMRI (rs-fMRI) data with the help of dynamic susceptibility contrast (DSC) MRI data. Carpet plots were constructed by ordering voxels according to signal delay time for each voxel. The slope-detection algorithm was used to identify and calculate propagation times, or “transit times”, of tilted vertical edges across which a sudden signal change was observed. We aim to show that this metric has applications in understanding LFOs in fMRI data, possibly reflecting changes in blood flow speed during the scan, and for evaluating alternative blood-tracking contrast agents such as inhaled CO(2). We demonstrate that the propagations of LFOs can be visualized and automatically identified in a carpet plot as tilted lines of sudden intensity change. Resting state carpet plots produce edges with transit times similar to those of DSC carpet plots. Additionally, resting state carpet plots indicate that edge transit times vary at different time points during the scan. Nature Publishing Group UK 2021-03-26 /pmc/articles/PMC7998022/ /pubmed/33772060 http://dx.doi.org/10.1038/s41598-021-86402-z Text en © The Author(s) 2021 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Fitzgerald, Bradley
Yao, Jinxia Fiona
Talavage, Thomas M.
Hocke, Lia M.
Frederick, Blaise deB
Tong, Yunjie
Using carpet plots to analyze transit times of low frequency oscillations in resting state fMRI
title Using carpet plots to analyze transit times of low frequency oscillations in resting state fMRI
title_full Using carpet plots to analyze transit times of low frequency oscillations in resting state fMRI
title_fullStr Using carpet plots to analyze transit times of low frequency oscillations in resting state fMRI
title_full_unstemmed Using carpet plots to analyze transit times of low frequency oscillations in resting state fMRI
title_short Using carpet plots to analyze transit times of low frequency oscillations in resting state fMRI
title_sort using carpet plots to analyze transit times of low frequency oscillations in resting state fmri
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7998022/
https://www.ncbi.nlm.nih.gov/pubmed/33772060
http://dx.doi.org/10.1038/s41598-021-86402-z
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