Isolated assessment of translation or rotation severely underestimates the effects of subject motion in fMRI data.

Subject motion has long since been known to be a major confound in functional MRI studies of the human brain. For resting-state functional MRI in particular, data corruption due to motion artefacts has been shown to be most relevant. However, despite 6 parameters (3 for translations and 3 for rotati...

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Main Author: Marko Wilke
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2014-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC4204812?pdf=render
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spelling doaj-311066200c364a85abf11aa9db9819472020-11-24T22:03:20ZengPublic Library of Science (PLoS)PLoS ONE1932-62032014-01-01910e10649810.1371/journal.pone.0106498Isolated assessment of translation or rotation severely underestimates the effects of subject motion in fMRI data.Marko WilkeSubject motion has long since been known to be a major confound in functional MRI studies of the human brain. For resting-state functional MRI in particular, data corruption due to motion artefacts has been shown to be most relevant. However, despite 6 parameters (3 for translations and 3 for rotations) being required to fully describe the head's motion trajectory between timepoints, not all are routinely used to assess subject motion. Using structural (n = 964) as well as functional MRI (n = 200) data from public repositories, a series of experiments was performed to assess the impact of using a reduced parameter set (translationonly and rotationonly) versus using the complete parameter set. It could be shown that the usage of 65 mm as an indicator of the average cortical distance is a valid approximation in adults, although care must be taken when comparing children and adults using the same measure. The effect of using slightly smaller or larger values is minimal. Further, both translationonly and rotationonly severely underestimate the full extent of subject motion; consequently, both translationonly and rotationonly discard substantially fewer datapoints when used for quality control purposes ("motion scrubbing"). Finally, both translationonly and rotationonly severely underperform in predicting the full extent of the signal changes and the overall variance explained by motion in functional MRI data. These results suggest that a comprehensive measure, taking into account all available parameters, should be used to characterize subject motion in fMRI.http://europepmc.org/articles/PMC4204812?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Marko Wilke
spellingShingle Marko Wilke
Isolated assessment of translation or rotation severely underestimates the effects of subject motion in fMRI data.
PLoS ONE
author_facet Marko Wilke
author_sort Marko Wilke
title Isolated assessment of translation or rotation severely underestimates the effects of subject motion in fMRI data.
title_short Isolated assessment of translation or rotation severely underestimates the effects of subject motion in fMRI data.
title_full Isolated assessment of translation or rotation severely underestimates the effects of subject motion in fMRI data.
title_fullStr Isolated assessment of translation or rotation severely underestimates the effects of subject motion in fMRI data.
title_full_unstemmed Isolated assessment of translation or rotation severely underestimates the effects of subject motion in fMRI data.
title_sort isolated assessment of translation or rotation severely underestimates the effects of subject motion in fmri data.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2014-01-01
description Subject motion has long since been known to be a major confound in functional MRI studies of the human brain. For resting-state functional MRI in particular, data corruption due to motion artefacts has been shown to be most relevant. However, despite 6 parameters (3 for translations and 3 for rotations) being required to fully describe the head's motion trajectory between timepoints, not all are routinely used to assess subject motion. Using structural (n = 964) as well as functional MRI (n = 200) data from public repositories, a series of experiments was performed to assess the impact of using a reduced parameter set (translationonly and rotationonly) versus using the complete parameter set. It could be shown that the usage of 65 mm as an indicator of the average cortical distance is a valid approximation in adults, although care must be taken when comparing children and adults using the same measure. The effect of using slightly smaller or larger values is minimal. Further, both translationonly and rotationonly severely underestimate the full extent of subject motion; consequently, both translationonly and rotationonly discard substantially fewer datapoints when used for quality control purposes ("motion scrubbing"). Finally, both translationonly and rotationonly severely underperform in predicting the full extent of the signal changes and the overall variance explained by motion in functional MRI data. These results suggest that a comprehensive measure, taking into account all available parameters, should be used to characterize subject motion in fMRI.
url http://europepmc.org/articles/PMC4204812?pdf=render
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