Resting-state fMRI correlations: From link-wise unreliability to whole brain stability

The functional architecture of spontaneous BOLD fluctuations has been characterized in detail by numerous studies, demonstrating its potential relevance as a biomarker. However, the systematic investigation of its consistency is still in its infancy. Here, we analyze within- and between-subject vari...

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Published in	NeuroImage (Orlando, Fla.) Vol. 157; pp. 250 - 262
Main Authors	Pannunzi, Mario, Hindriks, Rikkert, Bettinardi, Ruggero G., Wenger, Elisabeth, Lisofsky, Nina, Martensson, Johan, Butler, Oisin, Filevich, Elisa, Becker, Maxi, Lochstet, Martyna, Kühn, Simone, Deco, Gustavo
Format	Journal Article
Language	English
Published	United States Elsevier Inc 15.08.2017 Elsevier Limited Elsevier
Subjects	Adolescent Adult Basic Medicine Biomarkers Brain Brain - diagnostic imaging Brain architecture Brain mapping Connectome - standards Female Functional magnetic resonance imaging Humans Magnetic Resonance Imaging - standards Male Medical and Health Sciences Medicin och hälsovetenskap Medicinska och farmaceutiska grundvetenskaper Neural networks Neurosciences Neurovetenskaper NMR Nuclear magnetic resonance Reproducibility of Results Spatial heterogeneity Studies Young Adult
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Abstract	The functional architecture of spontaneous BOLD fluctuations has been characterized in detail by numerous studies, demonstrating its potential relevance as a biomarker. However, the systematic investigation of its consistency is still in its infancy. Here, we analyze within- and between-subject variability and test-retest reliability of resting-state functional connectivity (FC) in a unique data set comprising multiple fMRI scans (42) from 5 subjects, and 50 single scans from 50 subjects. We adopt a statistical framework that enables us to identify different sources of variability in FC. We show that the low reliability of single links can be significantly improved by using multiple scans per subject. Moreover, in contrast to earlier studies, we show that spatial heterogeneity in FC reliability is not significant. Finally, we demonstrate that despite the low reliability of individual links, the information carried by the whole-brain FC matrix is robust and can be used as a functional fingerprint to identify individual subjects from the population.
AbstractList	The functional architecture of spontaneous BOLD fluctuations has been characterized in detail by numerous studies, demonstrating its potential relevance as a biomarker. However, the systematic investigation of its consistency is still in its infancy. Here, we analyze within- and between-subject variability and test-retest reliability of resting-state functional connectivity (FC) in a unique data set comprising multiple fMRI scans (42) from 5 subjects, and 50 single scans from 50 subjects. We adopt a statistical framework that enables us to identify different sources of variability in FC. We show that the low reliability of single links can be significantly improved by using multiple scans per subject. Moreover, in contrast to earlier studies, we show that spatial heterogeneity in FC reliability is not significant. Finally, we demonstrate that despite the low reliability of individual links, the information carried by the whole-brain FC matrix is robust and can be used as a functional fingerprint to identify individual subjects from the population.The functional architecture of spontaneous BOLD fluctuations has been characterized in detail by numerous studies, demonstrating its potential relevance as a biomarker. However, the systematic investigation of its consistency is still in its infancy. Here, we analyze within- and between-subject variability and test-retest reliability of resting-state functional connectivity (FC) in a unique data set comprising multiple fMRI scans (42) from 5 subjects, and 50 single scans from 50 subjects. We adopt a statistical framework that enables us to identify different sources of variability in FC. We show that the low reliability of single links can be significantly improved by using multiple scans per subject. Moreover, in contrast to earlier studies, we show that spatial heterogeneity in FC reliability is not significant. Finally, we demonstrate that despite the low reliability of individual links, the information carried by the whole-brain FC matrix is robust and can be used as a functional fingerprint to identify individual subjects from the population. The functional architecture of spontaneous BOLD fluctuations has been characterized in detail by numerous studies, demonstrating its potential relevance as a biomarker. However, the systematic investigation of its consistency is still in its infancy. Here, we analyze within- and between-subject variability and test-retest reliability of resting-state functional connectivity (FC) in a unique data set comprising multiple fMRI scans (42) from 5 subjects, and 50 single scans from 50 subjects. We adopt a statistical framework that enables us to identify different sources of variability in FC. We show that the low reliability of single links can be significantly improved by using multiple scans per subject. Moreover, in contrast to earlier studies, we show that spatial heterogeneity in FC reliability is not significant. Finally, we demonstrate that despite the low reliability of individual links, the information carried by the whole-brain FC matrix is robust and can be used as a functional fingerprint to identify individual subjects from the population.
Author	Butler, Oisin Filevich, Elisa Becker, Maxi Lochstet, Martyna Pannunzi, Mario Deco, Gustavo Bettinardi, Ruggero G. Wenger, Elisabeth Kühn, Simone Lisofsky, Nina Martensson, Johan Hindriks, Rikkert
Author_xml	– sequence: 1 givenname: Mario surname: Pannunzi fullname: Pannunzi, Mario email: mario.pannunzi@gmail.com organization: Universitat Pompeu Fabra, Theoretical and Computational Neuroscience, Center for Brain and Cognition, Roc Boronat, 138, 08018 Barcelona, Spain – sequence: 2 givenname: Rikkert surname: Hindriks fullname: Hindriks, Rikkert organization: Universitat Pompeu Fabra, Theoretical and Computational Neuroscience, Center for Brain and Cognition, Roc Boronat, 138, 08018 Barcelona, Spain – sequence: 3 givenname: Ruggero G. surname: Bettinardi fullname: Bettinardi, Ruggero G. organization: Universitat Pompeu Fabra, Theoretical and Computational Neuroscience, Center for Brain and Cognition, Roc Boronat, 138, 08018 Barcelona, Spain – sequence: 4 givenname: Elisabeth surname: Wenger fullname: Wenger, Elisabeth organization: Max Planck Institute for Human Development, Center for Lifespan Psychology, Lentzeallee 94, 14195 Berlin, Germany – sequence: 5 givenname: Nina surname: Lisofsky fullname: Lisofsky, Nina organization: Max Planck Institute for Human Development, Center for Lifespan Psychology, Lentzeallee 94, 14195 Berlin, Germany – sequence: 6 givenname: Johan surname: Martensson fullname: Martensson, Johan organization: Max Planck Institute for Human Development, Center for Lifespan Psychology, Lentzeallee 94, 14195 Berlin, Germany – sequence: 7 givenname: Oisin surname: Butler fullname: Butler, Oisin organization: Max Planck Institute for Human Development, Center for Lifespan Psychology, Lentzeallee 94, 14195 Berlin, Germany – sequence: 8 givenname: Elisa surname: Filevich fullname: Filevich, Elisa organization: Department of Psychology, Humboldt Universität zu Berlin, Unter den Linden 6, 10099 Berlin, Germany – sequence: 9 givenname: Maxi surname: Becker fullname: Becker, Maxi organization: Max Planck Institute for Human Development, Center for Lifespan Psychology, Lentzeallee 94, 14195 Berlin, Germany – sequence: 10 givenname: Martyna surname: Lochstet fullname: Lochstet, Martyna organization: Max Planck Institute for Human Development, Center for Lifespan Psychology, Lentzeallee 94, 14195 Berlin, Germany – sequence: 11 givenname: Simone surname: Kühn fullname: Kühn, Simone organization: Max Planck Institute for Human Development, Center for Lifespan Psychology, Lentzeallee 94, 14195 Berlin, Germany – sequence: 12 givenname: Gustavo surname: Deco fullname: Deco, Gustavo organization: Universitat Pompeu Fabra, Theoretical and Computational Neuroscience, Center for Brain and Cognition, Roc Boronat, 138, 08018 Barcelona, Spain
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Snippet	The functional architecture of spontaneous BOLD fluctuations has been characterized in detail by numerous studies, demonstrating its potential relevance as a...
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SubjectTerms	Adolescent Adult Basic Medicine Biomarkers Brain Brain - diagnostic imaging Brain architecture Brain mapping Connectome - standards Female Functional magnetic resonance imaging Humans Magnetic Resonance Imaging - standards Male Medical and Health Sciences Medicin och hälsovetenskap Medicinska och farmaceutiska grundvetenskaper Neural networks Neurosciences Neurovetenskaper NMR Nuclear magnetic resonance Reproducibility of Results Spatial heterogeneity Studies Young Adult
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Title	Resting-state fMRI correlations: From link-wise unreliability to whole brain stability
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