Does motion-related brain functional connectivity reflect both artifacts and genuine neural activity?

NeuroImage

Volumn 101, Issue , 2014, Pages 87-95

  Pujol, Jesus ^a,b   Macià, Dídac ^a   Blanco Hinojo, Laura ^a   Martínez Vilavella, Gerard ^a   Sunyer, Jordi ^c,d   de la Torre, Rafael ^a,e   Caixàs, Assumpta ^f   Martín Santos, Rocío ^g   Deus, Joan ^a,h   Harrison, Ben J ⁱ  

^a HOSPITAL DEL MAR   (Spain)

^b CENTRO DE INVESTIGACIÓN BIOMÉDICA EN RED DE SALUD MENTAL CIBERSAM   (Spain)

^c CENTRE FOR RESEARCH IN ENVIRONMENTAL EPIDEMIOLOGY CREAL   (Spain)

^d UNIVERSITAT POMPEU FABRA   (Spain)

^e Instituto de Salud Carlos III   (Spain)

^f PARC TAULÍ HOSPITAL UNIVERSITARI   (Spain)

^g UNIVERSITY OF BARCELONA   (Spain)

^h UNIVERSITAT AUTÒNOMA DE BARCELONA   (Spain)

ⁱ UNIVERSITY OF MELBOURNE   (Australia)

Author keywords

Brain networks; Default mode network; FMRI; Head motion; Resting state; Sensorimotor cortex

Indexed keywords

ADULT; AGE DISTRIBUTION; ARTICLE; BRAIN MAPPING; CHILD; CONNECTOME; CONTROLLED STUDY; CORRELATIONAL STUDY; DEFAULT MODE NETWORK; DOWN SYNDROME; FEMALE; FUNCTIONAL CONNECTIVITY; HEAD MOVEMENT; HUMAN; IMAGE PROCESSING; MAJOR CLINICAL STUDY; MALE; NERVE CELL; NERVOUS SYSTEM PARAMETERS; NEUROIMAGING; NUCLEAR MAGNETIC RESONANCE IMAGING; PRADER WILLI SYNDROME; PRIORITY JOURNAL; SENSORIMOTOR CORTEX; STRIATE CORTEX; WILLIAMS BEUREN SYNDROME; AGED; ANATOMY AND HISTOLOGY; ARTIFACT; BRAIN; HEAD; MIDDLE AGED; MOTION; NERVE CELL NETWORK; PATHOPHYSIOLOGY; PHYSIOLOGY; PROCEDURES; STANDARDS; VERY ELDERLY; YOUNG ADULT; FUNCTIONAL MAGNETIC RESONANCE IMAGING; NEUROANATOMY; RESTING STATE NETWORK; VISUAL CORTEX;

ADULT; AGED; AGED, 80 AND OVER; ARTIFACTS; BRAIN; BRAIN MAPPING; CHILD; FEMALE; HEAD; HUMANS; MAGNETIC RESONANCE IMAGING; MALE; MIDDLE AGED; MOTION; NERVE NET; SENSORIMOTOR CORTEX; YOUNG ADULT;

EID: 84904627256     PISSN: 10538119     EISSN: 10959572     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2014.06.065     Document Type: Article

References (33)

1. Buckner R.L., Andrews-Hanna J.R., Schacter D.L. The brain's default network: anatomy, function, and relevance to disease. Ann. N. Y. Acad. Sci. 2008, 1124:1-38.
2. Buckner R.L., Sepulcre J., Talukdar T., Krienen F.M., Liu H., Hedden T., Andrews-Hanna J.R., Sperling R.A., Johnson K.A. Cortical hubs revealed by intrinsic functional connectivity: mapping, assessment of stability, and relation to Alzheimer's disease. J. Neurosci. 2009, 29:1860-1873.
3. Buckner R.L., Krienen F.M., Yeo B.T. Opportunities and limitations of intrinsic functional connectivity MRI. Nat. Neurosci. 2013, 16:832-837.
4. Capone G.T., Grados M.A., Kaufmann W.E., Bernad-Ripoll S., Jewell A. Down syndrome and comorbid autism-spectrum disorder: characterization using the aberrant behavior checklist. Am. J. Med. Genet. A 2005, 134:373-380.
5. Carter J.C., Capone G.T., Kaufmann W.E. Neuroanatomic correlates of autism and stereotypy in children with Down syndrome. Neuroreport 2008, 9:653-656.
6. Cole M.W., Pathak S., Schneider W. Identifying the brain's most globally connected regions. NeuroImage 2010, 49:3132-3148.
7. Deen B., Pelphrey K. Perspective: Brain scans need a rethink. Nature 2012, 491:S20.
8. Doucet G., Naveau M., Petit L., Delcroix N., Zago L., Crivello F., Jobard G., Tzourio-Mazoyer N., Mazoyer B., Mellet E., Joliot M. Brain activity at rest: a multiscale hierarchical functional organization. J. Neurophysiol. 2011, 105:2753-2763.
9. Fox M.D., Snyder A.Z., Vincent J.L., Corbetta M., Van Essen D.C., Raichle M.E. The human brain is intrinsically organized into dynamic, anticorrelated functional networks. Proc. Natl. Acad. Sci. U. S. A. 2005, 102:9673-9678.
10. Goldstone A.P. Prader-Willi syndrome: advances in genetics, pathophysiology and treatment. Trends Endocrinol. Metab. 2004, 15:12-20.
11. Handwerker D.A., Gonzalez-Castillo J., D'Esposito M., Bandettini P.A. The continuing challenge of understanding and modeling hemodynamic variation in fMRI. NeuroImage 2012, 62:1017-1023.
12. Harrison B.J., Pujol J., López-Solà M., Hernández-Ribas R., Deus J., Ortiz H., Soriano-Mas C., Yücel M., Pantelis C., Cardoner N. Consistency and functional specialization in the default mode brain network. Proc. Natl. Acad. Sci. U. S. A. 2008, 105:9781-9786.
13. Harrison B.J., Pujol J., Ortiz H., Fornito A., Pantelis C., Yücel M. Modulation of brain resting-state networks by sad mood induction. PLoS ONE 2008, 3:e1794.
14. Harrison B.J., Pujol J., Contreras-Rodríguez O., Soriano-Mas C., López-Solà M., Deus J., Ortiz H., Blanco-Hinojo L., Alonso P., Hernández-Ribas R., Cardoner N., Menchón J.M. Task-induced deactivation from rest extends beyond the default mode brain network. PLoS ONE 2011, 6:e22964.
15. Ji N.Y., Capone G.T., Kaufmann W.E. Autism spectrum disorder in Down syndrome: cluster analysis of Aberrant Behaviour Checklist data supports diagnosis. J. Intellect. Disabil. Res. 2011, 55:1064-1077.
16. Just M.A., Keller T.A., Malave V.L., Kana R.K., Varma S. Autism as a neural systems disorder: a theory of frontal-posterior underconnectivity. Neurosci. Biobehav. Rev. 2012, 36:1292-1313.
17. Kelly A.M., Uddin L.Q., Biswal B.B., Castellanos F.X., Milham M.P. Competition between functional brain networks mediates behavioral variability. NeuroImage 2008, 39:527-537.
18. Mason M.F., Norton M.I., Van Horn J.D., Wegner D.M., Grafton S.T., Macrae C.N. Wandering minds: the default network and stimulus-independent thought. Science 2007, 315:393-395.
19. Pagnoni G. Dynamical properties of BOLD activity from the ventral posteromedial cortex associated with meditation and attentional skills. J. Neurosci. 2012, 32:5242-5249.
20. Power J.D., Barnes K.A., Snyder A.Z., Schlaggar B.L., Petersen S.E. Spurious but systematic correlations in functional connectivity MRI networks arise from subject motion. NeuroImage 2012, 59:2142-2154.
21. Power J.D., Mitra A., Laumann T.O., Snyder A.Z., Schlaggar B.L., Petersen S.E. Methods to detect, characterize, and remove motion artifact in resting state fMRI. NeuroImage 2014, 84:320-341.
22. Pujol J., Blanco-Hinojo L., Batalla A., López-Solà M., Harrison B.J., Soriano-Mas C., Crippa J.A., Fagundo A.B., Deus J., de la Torre R., Nogué S., Farré M., Torrens M., Martín-Santos R. Functional connectivity alterations in brain networks relevant to self-awareness in chronic cannabis users. J. Psychiatr. Res. 2014, 51:68-78.
23. Satterthwaite T.D., Wolf D.H., Loughead J., Ruparel K., Elliott M.A., Hakonarson H., Gur R.C., Gur R.E. Impact of in-scanner head motion on multiple measures of functional connectivity: relevance for studies of neurodevelopment in youth. NeuroImage 2012, 60:623-632.
24. Satterthwaite T.D., Elliott M.A., Gerraty R.T., Ruparel K., Loughead J., Calkins M.E., Eickhoff S.B., Hakonarson H., Gur R.C., Gur R.E., Wolf D.H. An improved framework for confound regression and filtering for control of motion artifact in the preprocessing of resting-state functional connectivity data. NeuroImage 2013, 64:240-256.
25. Satterthwaite T.D., Wolf D.H., Ruparel K., Erus G., Elliott M.A., Eickhoff S.B., Gennatas E.D., Jackson C., Prabhakaran K., Smith A., Hakonarson H., Verma R., Davatzikos C., Gur R.E., Gur R.C. Heterogeneous impact of motion on fundamental patterns of developmental changes in functional connectivity during youth. NeuroImage 2013, 83:45-57.
26. Sepulcre J., Liu H., Talukdar T., Martincorena I., Yeo B.T., Buckner R.L. The organization of local and distant functional connectivity in the human brain. PLoS Comput. Biol. 2010, 6:e1000808.
27. Sonuga-Barke E.J., Castellanos F.X. Spontaneous attentional fluctuations in impaired states and pathological conditions: a neurobiological hypothesis. Neurosci. Biobehav. Rev. 2007, 31:977-986.
28. Supekar K., Uddin L.Q., Khouzam A., Phillips J., Gaillard W.D., Kenworthy L.E., Yerys B.E., Vaidya C.J., Menon V. Brain hyperconnectivity in children with autism and its links to social deficits. Cell Rep. 2013, 5:738-747.
29. Tomasi D., Volkow N.D. Functional connectivity hubs in the human brain. NeuroImage 2011, 57:908-917.
30. Van Dijk K.R., Sabuncu M.R., Buckner R.L. The influence of head motion on intrinsic functional connectivity MRI. NeuroImage 2012, 59:431-438.
31. Yan C.G., Cheung B., Kelly C., Colcombe S., Craddock R.C., Di Martino A., Li Q., Zuo X.N., Castellanos F.X., Milham M.P. A comprehensive assessment of regional variation in the impact of head micromovements on functional connectomics. NeuroImage 2013, 76:183-201.
32. Yan C.G., Craddock R.C., He Y., Milham M.P. Addressing head motion dependencies for small-world topologies in functional connectomics. Front. Hum. Neurosci. 2013, 7:910. (Dec 26). 10.3389/fnhum.2013.00910.
33. Zuo X.N., Xu T., Jiang L., Yang Z., Cao X.Y., He Y., Zang Y.F., Castellanos F.X., Milham M.P. Toward reliable characterization of functional homogeneity in the human brain: preprocessing, scan duration, imaging resolution and computational space. NeuroImage 2013, 65:374-386.