Correction of respiratory artifacts in MRI head motion estimates

Head motion represents one of the greatest technical obstacles in magnetic resonance imaging (MRI) of the human brain. Accurate detection of artifacts induced by head motion requires precise estimation of movement. However, head motion estimates may be corrupted by artifacts due to magnetic main fie...

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Veröffentlicht in:NeuroImage (Orlando, Fla.) Jg. 208; S. 116400
Hauptverfasser: Fair, Damien A., Miranda-Dominguez, Oscar, Snyder, Abraham Z., Perrone, Anders, Earl, Eric A., Van, Andrew N., Koller, Jonathan M., Feczko, Eric, Tisdall, M. Dylan, van der Kouwe, Andre, Klein, Rachel L., Mirro, Amy E., Hampton, Jacqueline M., Adeyemo, Babatunde, Laumann, Timothy O., Gratton, Caterina, Greene, Deanna J., Schlaggar, Bradley L., Hagler, Donald J., Watts, Richard, Garavan, Hugh, Barch, Deanna M., Nigg, Joel T., Petersen, Steven E., Dale, Anders M., Feldstein-Ewing, Sarah W., Nagel, Bonnie J., Dosenbach, Nico U.F.
Format: Journal Article
Sprache:Englisch
Veröffentlicht: United States Elsevier Inc 01.03.2020
Elsevier Limited
Elsevier
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ISSN:1053-8119, 1095-9572, 1095-9572
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Abstract Head motion represents one of the greatest technical obstacles in magnetic resonance imaging (MRI) of the human brain. Accurate detection of artifacts induced by head motion requires precise estimation of movement. However, head motion estimates may be corrupted by artifacts due to magnetic main field fluctuations generated by body motion. In the current report, we examine head motion estimation in multiband resting state functional connectivity MRI (rs-fcMRI) data from the Adolescent Brain and Cognitive Development (ABCD) Study and comparison ‘single-shot’ datasets. We show that respirations contaminate movement estimates in functional MRI and that respiration generates apparent head motion not associated with functional MRI quality reductions. We have developed a novel approach using a band-stop filter that accurately removes these respiratory effects from motion estimates. Subsequently, we demonstrate that utilizing a band-stop filter improves post-processing fMRI data quality. Lastly, we demonstrate the real-time implementation of motion estimate filtering in our FIRMM (Framewise Integrated Real-Time MRI Monitoring) software package. •Respiratory perturbations of the main field inflate fMRI head motion estimates.•Breathing-related head motion artifacts compromise functional connectivity quality.•Notch filtering motion estimates (respiratory frequency band) improves data quality.•Motion estimate filtering can be achieved in real-time with FIRMM software.
AbstractList Head motion represents one of the greatest technical obstacles in magnetic resonance imaging (MRI) of the human brain. Accurate detection of artifacts induced by head motion requires precise estimation of movement. However, head motion estimates may be corrupted by artifacts due to magnetic main field fluctuations generated by body motion. In the current report, we examine head motion estimation in multiband resting state functional connectivity MRI (rs-fcMRI) data from the Adolescent Brain and Cognitive Development (ABCD) Study and comparison ‘single-shot’ datasets. We show that respirations contaminate movement estimates in functional MRI and that respiration generates apparent head motion not associated with functional MRI quality reductions. We have developed a novel approach using a band-stop filter that accurately removes these respiratory effects from motion estimates. Subsequently, we demonstrate that utilizing a band-stop filter improves post-processing fMRI data quality. Lastly, we demonstrate the real-time implementation of motion estimate filtering in our FIRMM (Framewise Integrated Real-Time MRI Monitoring) software package.
Head motion represents one of the greatest technical obstacles in magnetic resonance imaging (MRI) of the human brain. Accurate detection of artifacts induced by head motion requires precise estimation of movement. However, head motion estimates may be corrupted by artifacts due to magnetic main field fluctuations generated by body motion. In the current report, we examine head motion estimation in multiband resting state functional connectivity MRI (rs-fcMRI) data from the Adolescent Brain and Cognitive Development (ABCD) Study and comparison ‘single-shot’ datasets. We show that respirations contaminate movement estimates in functional MRI and that respiration generates apparent head motion not associated with functional MRI quality reductions. We have developed a novel approach using a band-stop filter that accurately removes these respiratory effects from motion estimates. Subsequently, we demonstrate that utilizing a band-stop filter improves post-processing fMRI data quality. Lastly, we demonstrate the real-time implementation of motion estimate filtering in our FIRMM (Framewise Integrated Real-Time MRI Monitoring) software package. •Respiratory perturbations of the main field inflate fMRI head motion estimates.•Breathing-related head motion artifacts compromise functional connectivity quality.•Notch filtering motion estimates (respiratory frequency band) improves data quality.•Motion estimate filtering can be achieved in real-time with FIRMM software.
Head motion represents one of the greatest technical obstacles in magnetic resonance imaging (MRI) of the human brain. Accurate detection of artifacts induced by head motion requires precise estimation of movement. However, head motion estimates may be corrupted by artifacts due to magnetic main field fluctuations generated by body motion. In the current report, we examine head motion estimation in multiband resting state functional connectivity MRI (rs-fcMRI) data from the Adolescent Brain and Cognitive Development (ABCD) Study and comparison 'single-shot' datasets. We show that respirations contaminate movement estimates in functional MRI and that respiration generates apparent head motion not associated with functional MRI quality reductions. We have developed a novel approach using a band-stop filter that accurately removes these respiratory effects from motion estimates. Subsequently, we demonstrate that utilizing a band-stop filter improves post-processing fMRI data quality. Lastly, we demonstrate the real-time implementation of motion estimate filtering in our FIRMM (Framewise Integrated Real-Time MRI Monitoring) software package.Head motion represents one of the greatest technical obstacles in magnetic resonance imaging (MRI) of the human brain. Accurate detection of artifacts induced by head motion requires precise estimation of movement. However, head motion estimates may be corrupted by artifacts due to magnetic main field fluctuations generated by body motion. In the current report, we examine head motion estimation in multiband resting state functional connectivity MRI (rs-fcMRI) data from the Adolescent Brain and Cognitive Development (ABCD) Study and comparison 'single-shot' datasets. We show that respirations contaminate movement estimates in functional MRI and that respiration generates apparent head motion not associated with functional MRI quality reductions. We have developed a novel approach using a band-stop filter that accurately removes these respiratory effects from motion estimates. Subsequently, we demonstrate that utilizing a band-stop filter improves post-processing fMRI data quality. Lastly, we demonstrate the real-time implementation of motion estimate filtering in our FIRMM (Framewise Integrated Real-Time MRI Monitoring) software package.
ArticleNumber 116400
Author Fair, Damien A.
van der Kouwe, Andre
Garavan, Hugh
Laumann, Timothy O.
Gratton, Caterina
Feldstein-Ewing, Sarah W.
Earl, Eric A.
Dosenbach, Nico U.F.
Perrone, Anders
Klein, Rachel L.
Mirro, Amy E.
Hampton, Jacqueline M.
Petersen, Steven E.
Adeyemo, Babatunde
Watts, Richard
Van, Andrew N.
Schlaggar, Bradley L.
Nigg, Joel T.
Feczko, Eric
Koller, Jonathan M.
Miranda-Dominguez, Oscar
Barch, Deanna M.
Snyder, Abraham Z.
Dale, Anders M.
Tisdall, M. Dylan
Nagel, Bonnie J.
Greene, Deanna J.
Hagler, Donald J.
AuthorAffiliation 7 Department of Psychiatry, Washington University School of Medicine, St. Louis, MO, USA
8 Department of Medical Informatics and Clinical Epidemiology, Oregon Health & Sciences University, Portland OR, USA
2 Department of Psychiatry, Oregon Health & Sciences University, Portland, OR, USA
10 Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, MA USA
13 Kennedy Krieger Institute, Baltimore, MD, USA; Department of Neurology; Johns Hopkins University; Baltimore; MD; USA Department of Pediatrics; Johns Hopkins University
4 Department of Neurology, Washington University School of Medicine, St. Louis, MO, USA
11 Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, USA
17 Department of Psychological & Brain Sciences, Washington University, St. Louis, MO, USA
16 Department of Psychiatry, University of Vermont, Burlington, VT, USA
20 Program in Occupational Therapy, Washington University School of Medicine, St
AuthorAffiliation_xml – name: 12 Department of Psychology & Neurology, Northwestern University, Chicago, IL, USA
– name: 15 FAS Brain Imaging Center, Yale University, New Haven, CT, USA
– name: 2 Department of Psychiatry, Oregon Health & Sciences University, Portland, OR, USA
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BackLink https://www.ncbi.nlm.nih.gov/pubmed/31778819$$D View this record in MEDLINE/PubMed
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Snippet Head motion represents one of the greatest technical obstacles in magnetic resonance imaging (MRI) of the human brain. Accurate detection of artifacts induced...
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SubjectTerms Adolescent
Brain mapping
Brain research
Child
Cognitive ability
Cognitive development
Female
Functional magnetic resonance imaging
Functional Neuroimaging - standards
Head
Head Movements
Humans
Magnetic fields
Magnetic resonance imaging
Magnetic Resonance Imaging - standards
Male
Neural networks
Neuroimaging
Respiration
Scanners
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