Dynamic functional connectivity analysis reveals transient states of dysconnectivity in schizophrenia

NeuroImage: Clinical

Volumn 5, Issue , 2014, Pages 298-308

  Damaraju, E ^a   Allen, E A ^a,b   Belger, A ^c   Ford, J M ^d,e   McEwen, S ^f   Mathalon, D H ^d,e   Mueller, B A ^g   Pearlson, G D ^h   Potkin, S G ⁱ   Preda, A ⁱ   Turner, J A ^j   Vaidya, J G ^k   Van Erp, T G ⁱ   Calhoun, V D ^a,l  

^a MIND RESEARCH NETWORK   (United States)

^b UNIVERSITY OF BERGEN   (Norway)

^c UNIVERSITY OF NORTH CAROLINA SCHOOL OF MEDICINE   (United States)

^d UNIVERSITY OF CALIFORNIA   (United States)

^e VETERANS AFFAIRS MEDICAL CENTER   (United States)

^f UNIVERSITY OF CALIFORNIA   (United States)

^g UNIVERSITY OF MINNESOTA   (United States)

^h YALE UNIVERSITY SCHOOL OF MEDICINE   (United States)

ⁱ UNIVERSITY OF CALIFORNIA   (United States)

^j GEORGIA STATE UNIVERSITY   (United States)

^k UNIVERSITY OF IOWA   (United States)

^l UNIVERSITY OF NEW MEXICO   (United States)

more..

Author keywords

[No Author keywords available]

Indexed keywords

ADULT; ARTICLE; AUDITORY NERVOUS SYSTEM; BRAIN REGION; CONNECTOME; CONTROLLED STUDY; CORRELATION ANALYSIS; DISORIENTATION; EYELID CLOSURE; FEMALE; FUNCTIONAL MAGNETIC RESONANCE IMAGING; FUNCTIONAL NEUROIMAGING; HUMAN; INDEPENDENT COMPONENT ANALYSIS; MAJOR CLINICAL STUDY; MALE; MOTOR SYSTEM; NERVE CELL NETWORK; NUCLEAR MAGNETIC RESONANCE SCANNER; POST HOC ANALYSIS; PRIORITY JOURNAL; PUTAMEN; RESTING STATE NETWORK; SCHIZOPHRENIA; SENSORIMOTOR CORTEX; THALAMUS; VISUAL SYSTEM; DEFAULT MODE NETWORK; DYNAMIC FUNCTIONAL NETWORK CONNECTIVITY; ECHO PLANAR IMAGING; EXECUTIVE FUNCTION; NEUROIMAGING; RADIOLOGICAL PARAMETERS; BRAIN; BRAIN MAPPING; COMPUTER ASSISTED DIAGNOSIS; NERVE TRACT; NUCLEAR MAGNETIC RESONANCE IMAGING; PATHOPHYSIOLOGY;

ADULT; BRAIN; BRAIN MAPPING; FEMALE; HUMANS; IMAGE INTERPRETATION, COMPUTER-ASSISTED; MAGNETIC RESONANCE IMAGING; MALE; NEURAL PATHWAYS; SCHIZOPHRENIA;

EID: 84907319663     PISSN: None     EISSN: 22131582     Source Type: Journal    
DOI: 10.1016/j.nicl.2014.07.003     Document Type: Article

References (55)

1. Allen E.A., Damaraju E., Plis S.M., Erhardt E.B., Eichele T., and Calhoun V.D. Tracking whole-brain connectivity dynamics in the resting state Cerebral Cortex 24 3 2012 663 676
2. Allen E.A., Eichele T., Wu L., and Calhoun V.D. EEG Signature of Functional Connectivity States 2013 Organization of Human Brain Mapping Seattle
3. Allen E.A., Erhardt E.B., Damaraju E., Gruner W., Segall J.M., Silva R.F., Havlicek M., Rachakonda S., Fries J., Kalyanam R., Michael A.M., Caprihan A., Turner J.A., Eichele T., Adelsheim S., Bryan A.D., Bustillo J., Clark V.P., Feldstein Ewing S.W., Filbey F., Ford C.C., Hutchison K., Jung R.E., Kiehl K.A., Kodituwakku P., Komesu Y.M., Mayer A.R., Pearlson G.D., Phillips J.P., Sadek J.R., Stevens M., Teuscher U., Thoma R.J., and Calhoun V.D. A baseline for the multivariate comparison of resting-state networks Frontiers in Systems Neuroscience 2011 10.3389/fnsys.2011.00002
4. Bell A.J., and Sejnowski T.J. An information-maximization approach to blind separation and blind deconvolution Neural Computation 7 1995 1129 1159 7584893
5. Anticevic A., Cole M.W., Repovs G., Murray J.D., Brumbaugh M.S., Winkler A.M., Savic A., Krystal J.H., Pearlson G.D., and Glahn D.C. Characterizing thalamo-cortical disturbances in schizophrenia and bipolar illness Cerebral Cortex 2013 10.1093/cercor/bht165
6. Bleuler E. Dementia Praecox or the Group of Schizophrenias 1950 International Universities Press New York
7. Boly M., Perlbarg V., Marrelec G., Schabus M., Laureys S., Doyon J., Pélégrini-Issac M., Maquet P., and Benali H. Hierarchical clustering of brain activity during human nonrapid eye movement sleep Proceedings of the National Academy of Sciences of the U.S.A. 109 2012 5856 5861 10.1073/pnas.1111133109
8. Breakspear M., Terry J.R., Friston K.J., Harris A.W.F., Williams L.M., Brown K., Brennan J., and Gordon E. A disturbance of nonlinear interdependence in scalp EEG of subjects with first episode schizophrenia NeuroImage 20 2003 466 478 14527607 (Pubitemid 37188535)
9. Byne W., Hazlett E.A., Buchsbaum M.S., and Kemether E. The thalamus and schizophrenia: current status of research Acta Neuropathologica 117 2009 347 368
10. Calhoun V.D., Adali T., Pearlson G.D., and Pekar J.J. A method for making group inferences from functional MRI data using independent component analysis Human Brain Mapping 14 2001 140 151 11559959 (Pubitemid 33032347)
11. Calhoun V.D., Sui J., Kiehl K., Turner J., Allen E., and Pearlson G. Exploring the psychosis functional connectome: aberrant intrinsic networks in schizophrenia and bipolar disorder Frontiers in Psychiatry 2 2011 75 10.3389/fpsyt.2011.00075 22291663
12. Chang C., and Glover G.H. Time-frequency dynamics of resting-state brain connectivity measured with fMRI NeuroImage 50 2010 81 98 10.1016/j.neuroimage. 2009.12.011 20006716
13. Christensen R. Advanced Linear Modeling: Multivariate, Time Series, and Spatial Data; Nonparametric Regression and Response Surface Maximization 2001 Springer
14. Cordes D., Haughton V.M., Arfanakis K., Carew J.D., Turski P.A., Moritz C.H., Quigley M.A., and Meyerand M.E. Frequencies contributing to functional connectivity in the cerebral cortex in "resting-state" data AJNR. American Journal of Neuroradiology 22 2001 1326 1333 11498421 (Pubitemid 32734805)
15. Cribben I., Haraldsdottir R., Atlas L.Y., Wager T.D., and Lindquist M.A. Dynamic connectivity regression: determining state-related changes in brain connectivity Neuroimage 61 2012 907 920 10.1016/j.neuroimage.2012.03.070 22484408
16. Deco G., Jirsa V.K., and McIntosh A.R. Emerging concepts for the dynamical organization of resting-state activity in the brain Nature Reviews. Neuroscience 56 2011 2043 10.1038/nrn2961
17. Deco G., Ponce-Alvarez A., Mantini D., Romani G.L., Hagmann P., and Corbetta M. Resting-state functional connectivity emerges from structurally and dynamically shaped slow linear fluctuations Journal of Neuroscience 33 2013 11239 11252 10.1523/JNEUROSCI.1091-13.2013
18. Di X., Kim E.H., Huang C.-C., Tsai S.-J., Lin C.-P., and Biswal B.B. The influence of the amplitude of low-frequency fluctuations on resting-state functional connectivity Frontiers in Human Neuroscience 7 2013 118 10.3389/fnhum.2013.00118 23565090
19. Erhardt E.B., Rachakonda S., Bedrick E.J., Allen E.A., Adali T., and Calhoun V.D. Comparison of multi-subject ICA methods for analysis of fMRI data Human Brain Mapping 32 2011 2075 2095 10.1002/hbm.21170 21162045
20. Ferrarelli F., and Tononi G. The thalamic reticular nucleus and schizophrenia Schizophrenia Bulletin 37 2011 306 315
21. Fornito A., Zalesky A., Pantelis C., and Bullmore E.T. Schizophrenia, neuroimaging and connectomics Neuroimage 62 2012 2296 2314 10.1016/j.neuroimage. 2011.12.090 22387165
22. Fox M.D., and Greicius M. Clinical applications of resting state functional connectivity Frontiers in Systems Neuroscience 4 2010 19
23. Fox M.D., and Raichle M.E. Spontaneous fluctuations in brain activity observed with functional magnetic resonance imaging Nature Reviews. Neuroscience 8 2007 700 711 10.1038/nrn2201 17704812 (Pubitemid 47283145)
24. Friedman J., Hastie T., and Tibshirani R. Sparse inverse covariance estimation with the graphical lasso Biostatistics (Oxford, England) 9 2008 432 441 10.1093/biostatistics/kxm045 18079126 (Pubitemid 351882084)
25. Friston K.J. The disconnection hypothesis Schizophrenia Research 30 1998 115 125 9549774 (Pubitemid 28156976)
26. Handwerker D.A., Roopchansingh V., Gonzalez-Castillo J., and Bandettini P.A. Periodic changes in fMRI connectivity Neuroimage 63 2012 1712 1719 10.1016/j.neuroimage.2012.06.078 22796990
27. Hutchison R.M., Womelsdorf T., Allen E.A., Bandettini P.A., Calhoun V.D., Corbetta M., Della Penna S., Duyn J.H., Glover G.H., and Gonzalez-Castillo J. Dynamic functional connectivity: promise, issues, and interpretations Neuroimage 80 2013 360 368 10.1016/j.neuroimage.2013.05.079 23707587
28. Hutchison R.M., Womelsdorf T., Gati J.S., Everling S., and Menon R.S. Resting-state networks show dynamic functional connectivity in awake humans and anesthetized macaques Human Brain Mapping 34 2013 2154 2177 10.1002/hbm.22058 22438275
29. Jafri M.J., Pearlson G.D., Stevens M., and Calhoun V.D. A method for functional network connectivity among spatially independent resting-state components in schizophrenia NeuroImage 39 2008 1666 1681 10.1016/j.neuroimage. 2007.11.001 18082428
30. Keilholz S.D., Magnuson M.E., Pan W.-J., Willis M., and Thompson G.J. Dynamic properties of functional connectivity in the rodent Brain Connectivity 3 2013 31 40 10.1089/brain.2012.0115 23106103
31. Kraepelin E. Dementia Praecox and Paraphrenia 1971 Krieger Publishing
32. Larson-Prior L.J., Zempel J.M., Nolan T.S., Prior F.W., Snyder A.Z., and Raichle M.E. Cortical network functional connectivity in the descent to sleep Proceedings of the National Academy of Sciences of the United States of America 106 2009 4489 4494 10.1073/pnas.0900924106 19255447
33. Liu X., and Duyn J.H. Time-varying functional network information extracted from brief instances of spontaneous brain activity Proceedings of the National Academy of Sciences of the United States of America 110 2013 4392 4397 10.1073/pnas.1216856110 23440216
34. Marenco S., Stein J.L., Savostyanova A.A., Sambataro F., Tan H.-Y., Goldman A.L., Verchinski B.A., Barnett A.S., Dickinson D., and Apud J.A. Investigation of anatomical thalamo-cortical connectivity and fMRI activation in schizophrenia Neuropsychopharmacology 37 2011 499 507
35. Mathalon D.H., and Ford J.M. Divergent approaches converge on frontal lobe dysfunction in schizophrenia American Journal of Psychiatry 165 2008 944 948 10.1176/appi.ajp.2008.08050735 18676596
36. Mazoyer B., Zago L., Mellet E., Bricogne S., Etard O., Houdé O., Crivello F., Joliot M., Petit L., and Tzourio-Mazoyer N. Cortical networks for working memory and executive functions sustain the conscious resting state in man Brain Research Bulletin 54 2001 287 298 11287133 (Pubitemid 32273621)
37. Mazumder R., and Hastie T. The graphical lasso: new insights and alternatives Electronic Journal of Statistics 6 2012 2125 2149
38. Moncrieff J., and Leo J. A systematic review of the effects of antipsychotic drugs on brain volume Psychological Medicine 40 2010 1409 1422 10.1017/S0033291709992297 20085668
39. Pan W.-J., Thompson G.J., Magnuson M.E., Jaeger D., and Keilholz S. Infraslow LFP correlates to resting-state fMRI BOLD signals Neuroimage 74 2013 288 297 10.1016/j.neuroimage.2013.02.035 23481462
40. Pearlson G.D. Neurobiology of schizophrenia Annals of Neurology 48 2000 556 566 11026439
41. Pearlson G.D., and Marsh L. Structural brain imaging in schizophrenia: a selective review Biological Psychiatry 46 1999 627 649 10472416 (Pubitemid 29401860)
42. Potkin S.G., and Ford J.M. Widespread cortical dysfunction in schizophrenia: the FBIRN imaging consortium Schizophrenia Bulletin 35 2009 15 18 10.1093/schbul/sbn159 19023124
43. Power J.D., Barnes K.A., Snyder A.Z., Schlaggar B.L., and Petersen S.E. Spurious but systematic correlations in functional connectivity MRI networks arise from subject motion Neuroimage 59 2012 2142 2154 10.1016/j.neuroimage. 2011.10.018 22019881
44. Sakoǧlu Ü., Pearlson G.D., Kiehl K.A., Wang Y.M., Michael A.M., and Calhoun V.D. A method for evaluating dynamic functional network connectivity and task-modulation: application to schizophrenia Magnetic Resonance Materials in Physics, Biology and Medicine 23 2010 351 366
45. Salvador R., Sarró S., Gomar J.J., Ortiz-Gil J., Vila F., Capdevila A., Bullmore E., McKenna P.J., and Pomarol-Clotet E. Overall brain connectivity maps show corticosubcortical abnormalities in schizophrenia Human Brain Mapping 31 2010 2003 2014 10.1002/hbm.20993 20225222
46. 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., and 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 64 2013 240 256 10.1016/j.neuroimage.2012.08.052
47. Smith S.M., Fox P.T., Miller K.L., Glahn D.C., Fox P.M., Mackay C.E., Filippini N., Watkins K.E., Toro R., Laird A.R., and Beckmann C.F. Correspondence of the brain's functional architecture during activation and rest Proceedings of the National Academy of Sciences of the United States of America 106 2009 13040 13045 10.1073/pnas.0905267106 19620724
48. Smith S.M., Miller K.L., Salimi-Khorshidi G., Webster M., Beckmann C.F., Nichols T.E., Ramsey J.D., and Woolrich M.W. Network modelling methods for FMRI Neuroimage 54 2011 875 891 10.1016/j.neuroimage.2010.08.063 20817103
49. Spoormaker V.I., Schröter M.S., Gleiser P.M., Andrade K.C., Dresler M., Wehrle R., Sämann P.G., and Czisch M. Development of a large-scale functional brain network during human non-rapid eye movement sleep Journal of Neuroscience 30 2010 11379 11387
50. Van Dijk K.R.A., Hedden T., Venkataraman A., Evans K.C., Lazar S.W., and Buckner R.L. Intrinsic functional connectivity as a tool for human connectomics: theory, properties, and optimization Journal of Neurophysiology 103 2010 297 321 10.1152/jn.00783.2009 19889849
51. Varoquaux G., Gramfort A., Poline J.-B., and Thirion B. Brain covariance selection: better individual functional connectivity models using population prior NIPS 2010 2334 2342
52. Welsh R.C., Chen A.C., and Taylor S.F. Low-frequency BOLD fluctuations demonstrate altered thalamocortical connectivity in schizophrenia Schizophrenia Bulletin 36 2010 713 722 10.1093/schbul/sbn145 18990709
53. Whitfield-Gabrieli S., Thermenos H.W., Milanovic S., Tsuang M.T., Faraone S.V., McCarley R.W., Shenton M.E., Green A.I., Nieto-Castanon A., LaViolette P., Wojcik J., Gabrieli J.D.E., and Seidman L.J. Hyperactivity and hyperconnectivity of the default network in schizophrenia and in first-degree relatives of persons with schizophrenia Proceedings of the National Academy of Sciences of the U.S.A. 106 2009 1279 1284 10.1073/pnas.0809141106
54. Woodward N.D., Karbasforoushan H., and Heckers S. Thalamocortical dysconnectivity in schizophrenia American Journal of Psychiatry 169 2012 1092 1099
55. Yan C.-G., Cheung B., Kelly C., Colcombe S., Craddock R.C., Di Martino A., Di, Li Q., Zuo X.-N., Castellanos F.X., and Milham M.P. A comprehensive assessment of regional variation in the impact of head micromovements on functional connectomics Neuroimage 76 2013 183 201 10.1016/j.neuroimage.2013.03. 004 23499792