Connectivity concordance mapping: a new tool for model-free analysis of fMRI data of the human brain

Functional magnetic resonance data acquired in a task-absent condition ("resting state'') require new data analysis techniques that do not depend on an activation model. Here, we propose a new analysis method called "Connectivity Concordance Mapping (CCM)".The ma...

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Main Authors: Gabriele eLohmann, Smadar eOvadia-Caro, Gerhard Jan eJungehülsing, Daniel S Margulies, Arno eVillringer, Robert eTurner
Format: Article
Language:English
Published: Frontiers Media S.A. 2012-03-01
Series:Frontiers in Systems Neuroscience
Subjects:
CCM
Online Access:http://journal.frontiersin.org/Journal/10.3389/fnsys.2012.00013/full
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spelling doaj-30e2ecb144fe4c2fab39065a1f82acb72020-11-24T21:43:04ZengFrontiers Media S.A.Frontiers in Systems Neuroscience1662-51372012-03-01610.3389/fnsys.2012.0001319029Connectivity concordance mapping: a new tool for model-free analysis of fMRI data of the human brainGabriele eLohmann0Smadar eOvadia-Caro1Smadar eOvadia-Caro2Gerhard Jan eJungehülsing3Daniel S Margulies4Daniel S Margulies5Arno eVillringer6Robert eTurner7Max Planck Institute for Human Cognitive and Brain SciencesMax Planck Institute for Human Cognitive and Brain SciencesHumbold UniversityUniversity Clinic ChariteMax Planck Institute for Human Cognitive and Brain SciencesHumbold UniversityMax Planck Institute for Human Cognitive and Brain SciencesMax Planck Institute for Human Cognitive and Brain SciencesFunctional magnetic resonance data acquired in a task-absent condition ("resting state'') require new data analysis techniques that do not depend on an activation model. Here, we propose a new analysis method called "Connectivity Concordance Mapping (CCM)".The main idea is to assign a label to each voxel based on the reproducibility of its whole-brain pattern of connectivity. Specifically, we compute the correlations across measurements of each voxel's correlation-based functional connectivity map, resulting in a voxelwise map of concordance values. Regions of high interscan concordance can be assumed to be functionally consistent, and may thus be of specific interest for further analysis. Here we present two fMRI studies to test the algorithm. The first is a eyes open/eyes closed paradigm designed to highlight the potential of the method in a relatively simple state-dependent domain. The second study is a longitudinal repeated measurement of a patient following stroke. Longitudinal clinical studies such as this may represent the most interesting domain of applications for this algorithm, as it provides an exploratory means to identify changes in connectivity, such as those during post-stroke recovery.http://journal.frontiersin.org/Journal/10.3389/fnsys.2012.00013/fullBrainfMRIresting stateCCMconcordanceconnectivity mapping
collection DOAJ
language English
format Article
sources DOAJ
author Gabriele eLohmann
Smadar eOvadia-Caro
Smadar eOvadia-Caro
Gerhard Jan eJungehülsing
Daniel S Margulies
Daniel S Margulies
Arno eVillringer
Robert eTurner
spellingShingle Gabriele eLohmann
Smadar eOvadia-Caro
Smadar eOvadia-Caro
Gerhard Jan eJungehülsing
Daniel S Margulies
Daniel S Margulies
Arno eVillringer
Robert eTurner
Connectivity concordance mapping: a new tool for model-free analysis of fMRI data of the human brain
Frontiers in Systems Neuroscience
Brain
fMRI
resting state
CCM
concordance
connectivity mapping
author_facet Gabriele eLohmann
Smadar eOvadia-Caro
Smadar eOvadia-Caro
Gerhard Jan eJungehülsing
Daniel S Margulies
Daniel S Margulies
Arno eVillringer
Robert eTurner
author_sort Gabriele eLohmann
title Connectivity concordance mapping: a new tool for model-free analysis of fMRI data of the human brain
title_short Connectivity concordance mapping: a new tool for model-free analysis of fMRI data of the human brain
title_full Connectivity concordance mapping: a new tool for model-free analysis of fMRI data of the human brain
title_fullStr Connectivity concordance mapping: a new tool for model-free analysis of fMRI data of the human brain
title_full_unstemmed Connectivity concordance mapping: a new tool for model-free analysis of fMRI data of the human brain
title_sort connectivity concordance mapping: a new tool for model-free analysis of fmri data of the human brain
publisher Frontiers Media S.A.
series Frontiers in Systems Neuroscience
issn 1662-5137
publishDate 2012-03-01
description Functional magnetic resonance data acquired in a task-absent condition ("resting state'') require new data analysis techniques that do not depend on an activation model. Here, we propose a new analysis method called "Connectivity Concordance Mapping (CCM)".The main idea is to assign a label to each voxel based on the reproducibility of its whole-brain pattern of connectivity. Specifically, we compute the correlations across measurements of each voxel's correlation-based functional connectivity map, resulting in a voxelwise map of concordance values. Regions of high interscan concordance can be assumed to be functionally consistent, and may thus be of specific interest for further analysis. Here we present two fMRI studies to test the algorithm. The first is a eyes open/eyes closed paradigm designed to highlight the potential of the method in a relatively simple state-dependent domain. The second study is a longitudinal repeated measurement of a patient following stroke. Longitudinal clinical studies such as this may represent the most interesting domain of applications for this algorithm, as it provides an exploratory means to identify changes in connectivity, such as those during post-stroke recovery.
topic Brain
fMRI
resting state
CCM
concordance
connectivity mapping
url http://journal.frontiersin.org/Journal/10.3389/fnsys.2012.00013/full
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