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Volumn 125, Issue , 2016, Pages 791-802

State space modeling of time-varying contemporaneous and lagged relations in connectivity maps

Author keywords

Cigarette smoking; Functional connectivity; Neural networks; Stationarity; Time varying; Verbal working memory

Indexed keywords

ADULT; ARTICLE; BOLD SIGNAL; BRAIN FUNCTION; BRAIN MAPPING; CONTROLLED STUDY; FEMALE; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HUMAN; HUMAN EXPERIMENT; MALE; MATHEMATICAL COMPUTING; MATHEMATICAL MODEL; MENTAL TASK; NERVE CELL NETWORK; NEUROIMAGING; PRIORITY JOURNAL; RESPONSE TIME; SMOKING; STIMULUS RESPONSE; TASK PERFORMANCE; TIME VARYING MODEL; VERBAL MEMORY; WORKING MEMORY; BLOOD; BRAIN; CONNECTOME; IMAGE PROCESSING; METABOLISM; MIDDLE AGED; NUCLEAR MAGNETIC RESONANCE IMAGING; PHYSIOLOGY; PROCEDURES; SHORT TERM MEMORY; YOUNG ADULT;

EID: 84946893707     PISSN: 10538119     EISSN: 10959572     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2015.10.088     Document Type: Article
Times cited : (21)

References (56)
  • 5
    • 84940784646 scopus 로고    scopus 로고
    • A posteriori model validation for the temporal order of directed functional connectivity maps
    • (article 304)
    • Beltz A.M., Molenaar P.C.M. A posteriori model validation for the temporal order of directed functional connectivity maps. Front. Neurosci. 2015, 9. (article 304).
    • (2015) Front. Neurosci. , vol.9
    • Beltz, A.M.1    Molenaar, P.C.M.2
  • 10
    • 75249093217 scopus 로고    scopus 로고
    • Time-frequency dynamics of resting-state brain connectivity measured with fMRI
    • Chang C., Glover G.H. Time-frequency dynamics of resting-state brain connectivity measured with fMRI. NeuroImage 2010, 50:81-98.
    • (2010) NeuroImage , vol.50 , pp. 81-98
    • Chang, C.1    Glover, G.H.2
  • 11
    • 84874541551 scopus 로고    scopus 로고
    • EEG correlates of time-varying BOLD functional connectivity
    • Chang C., Liu Z., Chen M.C., Liu X., Duyn J.H. EEG correlates of time-varying BOLD functional connectivity. NeuroImage 2013, 72:227-236.
    • (2013) NeuroImage , vol.72 , pp. 227-236
    • Chang, C.1    Liu, Z.2    Chen, M.C.3    Liu, X.4    Duyn, J.H.5
  • 12
    • 82955227445 scopus 로고    scopus 로고
    • Vector autoregression, structural equation modeling, and their synthesis in neuroimaging data analysis
    • Chen G., Glen D.R., Saad Z.S., Hamilton J.P., Thomason M.E., Gotlib I.H., et al. Vector autoregression, structural equation modeling, and their synthesis in neuroimaging data analysis. Comput. Biol. Med. 2011, 41:1142-1155.
    • (2011) Comput. Biol. Med. , vol.41 , pp. 1142-1155
    • Chen, G.1    Glen, D.R.2    Saad, Z.S.3    Hamilton, J.P.4    Thomason, M.E.5    Gotlib, I.H.6
  • 13
    • 84884981699 scopus 로고    scopus 로고
    • Nonlinear regime-switching state-space (RSSS) models
    • Chow S.-M., Zhang G. Nonlinear regime-switching state-space (RSSS) models. Psychometrika 2013, 78:740-768.
    • (2013) Psychometrika , vol.78 , pp. 740-768
    • Chow, S.-M.1    Zhang, G.2
  • 14
    • 0030175198 scopus 로고    scopus 로고
    • AFNI: software for analysis and visualization of functional magnetic resonance neuroimages
    • Cox R.W. AFNI: software for analysis and visualization of functional magnetic resonance neuroimages. Comput. Biomed. Res. 1996, 29:162-173.
    • (1996) Comput. Biomed. Res. , vol.29 , pp. 162-173
    • Cox, R.W.1
  • 18
    • 84875866518 scopus 로고    scopus 로고
    • Analysing connectivity with Granger causality and dynamic causal modeling
    • Friston K.J., Moran R., Seth A.K. Analysing connectivity with Granger causality and dynamic causal modeling. Curr. Opin. Neurobiol. 2013, 23:172-178.
    • (2013) Curr. Opin. Neurobiol. , vol.23 , pp. 172-178
    • Friston, K.J.1    Moran, R.2    Seth, A.K.3
  • 19
    • 84864402054 scopus 로고    scopus 로고
    • Group search algorithm recovers effective connectivity maps for individuals in homogeneous and heterogeneous samples
    • Gates K.M., Molenaar P.C.M. Group search algorithm recovers effective connectivity maps for individuals in homogeneous and heterogeneous samples. NeuroImage 2012, 63:310-319.
    • (2012) NeuroImage , vol.63 , pp. 310-319
    • Gates, K.M.1    Molenaar, P.C.M.2
  • 20
    • 77249142250 scopus 로고    scopus 로고
    • Automatic search for fMRI connectivity mapping: an alternative to Granger causality testing using formal equivalences among SEM path modeling, VAR, and unified SEM
    • Gates K.M., Molenaar P.C., Hillary F.G., Ram N., Rovine M.J. Automatic search for fMRI connectivity mapping: an alternative to Granger causality testing using formal equivalences among SEM path modeling, VAR, and unified SEM. NeuroImage 2010, 50:1118-1125.
    • (2010) NeuroImage , vol.50 , pp. 1118-1125
    • Gates, K.M.1    Molenaar, P.C.2    Hillary, F.G.3    Ram, N.4    Rovine, M.J.5
  • 21
    • 78649663945 scopus 로고    scopus 로고
    • Extended unified SEM approach for modeling event-related fMRI data
    • Gates K.M., Molenaar P.C.M., Hillary F.G., Slobounov S. Extended unified SEM approach for modeling event-related fMRI data. NeuroImage 2011, 54:1151-1158.
    • (2011) NeuroImage , vol.54 , pp. 1151-1158
    • Gates, K.M.1    Molenaar, P.C.M.2    Hillary, F.G.3    Slobounov, S.4
  • 24
    • 27844472136 scopus 로고    scopus 로고
    • Statistical modeling of the individual: rationale and application of multivariate stationary time series analysis
    • Hamaker E.L., Dolan C.V., Molenaar P.C.M. Statistical modeling of the individual: rationale and application of multivariate stationary time series analysis. Multivar. Behav. Res. 2005, 40:207-233.
    • (2005) Multivar. Behav. Res. , vol.40 , pp. 207-233
    • Hamaker, E.L.1    Dolan, C.V.2    Molenaar, P.C.M.3
  • 26
    • 79957479620 scopus 로고    scopus 로고
    • Dynamic modeling of neuronal responses in fMRI using cubature Kalman filtering
    • Havlicek M., Friston K.J., Jan J., Brazdil M., Calhoun V.D. Dynamic modeling of neuronal responses in fMRI using cubature Kalman filtering. NeuroImage 2011, 56:2109-2128.
    • (2011) NeuroImage , vol.56 , pp. 2109-2128
    • Havlicek, M.1    Friston, K.J.2    Jan, J.3    Brazdil, M.4    Calhoun, V.D.5
  • 27
    • 61449223481 scopus 로고    scopus 로고
    • Modelling and analysis of time-variant directed interrelations between brain regions based on BOLD-signals
    • Hemmelmann D., Ungureanu M., Hesse W., Wüstenberg T., Reichenbach J.R., Witte O.W., et al. Modelling and analysis of time-variant directed interrelations between brain regions based on BOLD-signals. NeuroImage 2009, 45:722-737.
    • (2009) NeuroImage , vol.45 , pp. 722-737
    • Hemmelmann, D.1    Ungureanu, M.2    Hesse, W.3    Wüstenberg, T.4    Reichenbach, J.R.5    Witte, O.W.6
  • 28
    • 84861633502 scopus 로고    scopus 로고
    • A time-varying source connectivity approach to reveal human somatosensory information processing
    • Hu L., Zhang Z.G., Hu Y. A time-varying source connectivity approach to reveal human somatosensory information processing. NeuroImage 2012, 62:217-228.
    • (2012) NeuroImage , vol.62 , pp. 217-228
    • Hu, L.1    Zhang, Z.G.2    Hu, Y.3
  • 31
    • 84898024408 scopus 로고    scopus 로고
    • Networks involved in olfaction and their dynamics using independent component analysis and unified structural equation modeling
    • Karunanayaka P., Eslinger P.J., Wang J.L., Weitekamp C.W., Molitoris S., Gates K.M., et al. Networks involved in olfaction and their dynamics using independent component analysis and unified structural equation modeling. Hum. Brain Mapp. 2014, 35:2055-2072.
    • (2014) Hum. Brain Mapp. , vol.35 , pp. 2055-2072
    • Karunanayaka, P.1    Eslinger, P.J.2    Wang, J.L.3    Weitekamp, C.W.4    Molitoris, S.5    Gates, K.M.6
  • 32
    • 33846898773 scopus 로고    scopus 로고
    • Unified structural equation modeling approach for the analysis of multisubject, multivariate functional MRI data
    • Kim J., Zhu W., Chang L., Bentler P.M., Ernst T. Unified structural equation modeling approach for the analysis of multisubject, multivariate functional MRI data. Hum. Brain Mapp. 2007, 28:85-93.
    • (2007) Hum. Brain Mapp. , vol.28 , pp. 85-93
    • Kim, J.1    Zhu, W.2    Chang, L.3    Bentler, P.M.4    Ernst, T.5
  • 33
    • 84870997831 scopus 로고    scopus 로고
    • A sliding time-window ICA reveals spatial variability of the default mode network in time
    • Kiviniemi V., Vire T., Remes J., Elseoud A.A., Starck T., Tervonen O., et al. A sliding time-window ICA reveals spatial variability of the default mode network in time. Brain Connect. 2011, 1:339-347.
    • (2011) Brain Connect. , vol.1 , pp. 339-347
    • Kiviniemi, V.1    Vire, T.2    Remes, J.3    Elseoud, A.A.4    Starck, T.5    Tervonen, O.6
  • 35
    • 77249164492 scopus 로고    scopus 로고
    • A new Kalman filter approach for the estimation of high-dimensional time-variant multivariate AR models and its application in analysis of laser-evoked brain potentials
    • Milde T., Leistritz L., Astolfi L., Miltner W.H.R., Weiss T., Babiloni F., et al. A new Kalman filter approach for the estimation of high-dimensional time-variant multivariate AR models and its application in analysis of laser-evoked brain potentials. NeuroImage 2010, 50:960-969.
    • (2010) NeuroImage , vol.50 , pp. 960-969
    • Milde, T.1    Leistritz, L.2    Astolfi, L.3    Miltner, W.H.R.4    Weiss, T.5    Babiloni, F.6
  • 36
    • 0000312259 scopus 로고
    • A dynamic factor model for the analysis of multivariate time series
    • Molenaar P.C.M. A dynamic factor model for the analysis of multivariate time series. Psychometrika 1985, 50:181-202.
    • (1985) Psychometrika , vol.50 , pp. 181-202
    • Molenaar, P.C.M.1
  • 37
    • 0035864971 scopus 로고    scopus 로고
    • Instantaneous multivariate EEG coherence analysis by means of adaptive high-dimensional autoregressive models
    • Möller E., Schack B., Arnold M., Witte H. Instantaneous multivariate EEG coherence analysis by means of adaptive high-dimensional autoregressive models. J. Neurosci. Methods 2001, 105:143-158.
    • (2001) J. Neurosci. Methods , vol.105 , pp. 143-158
    • Möller, E.1    Schack, B.2    Arnold, M.3    Witte, H.4
  • 38
    • 84906318182 scopus 로고    scopus 로고
    • Greater BOLD activity but more efficient connectivity is associated with better cognitive performance within a sample of nicotine-deprived smokers
    • Nichols T.T., Gates K.M., Molenaar P.C.M., Wilson S.J. Greater BOLD activity but more efficient connectivity is associated with better cognitive performance within a sample of nicotine-deprived smokers. Addict. Biol. 2014, 19:931-940.
    • (2014) Addict. Biol. , vol.19 , pp. 931-940
    • Nichols, T.T.1    Gates, K.M.2    Molenaar, P.C.M.3    Wilson, S.J.4
  • 40
    • 84881511078 scopus 로고    scopus 로고
    • A switching multi-scale dynamical network model of EEG/MEG
    • Olier I., Trujillo-Barreto N.J., El-Deredy W. A switching multi-scale dynamical network model of EEG/MEG. NeuroImage 2013, 83:262-287.
    • (2013) NeuroImage , vol.83 , pp. 262-287
    • Olier, I.1    Trujillo-Barreto, N.J.2    El-Deredy, W.3
  • 41
    • 59649126701 scopus 로고    scopus 로고
    • Contrasting activity profile of two distributed cortical networks as a function of attentional demands
    • Popa D., Popescu A.T., Paré D. Contrasting activity profile of two distributed cortical networks as a function of attentional demands. J. Neurosci. 2009, 29:1191-1201.
    • (2009) J. Neurosci. , vol.29 , pp. 1191-1201
    • Popa, D.1    Popescu, A.T.2    Paré, D.3
  • 42
    • 22144440111 scopus 로고    scopus 로고
    • Time varying structural vector autoregressions and monetary policy
    • Primiceri G.E. Time varying structural vector autoregressions and monetary policy. Rev. Econ. Stud. 2005, 72:821-852.
    • (2005) Rev. Econ. Stud. , vol.72 , pp. 821-852
    • Primiceri, G.E.1
  • 43
    • 84855432553 scopus 로고    scopus 로고
    • Caffeine increases the temporal variability of resting-state BOLD connectivity in the motor cortex
    • Rack-Gomer A.L., Liu T.T. Caffeine increases the temporal variability of resting-state BOLD connectivity in the motor cortex. NeuroImage 2012, 59:2994-3002.
    • (2012) NeuroImage , vol.59 , pp. 2994-3002
    • Rack-Gomer, A.L.1    Liu, T.T.2
  • 44
    • 78651267773 scopus 로고    scopus 로고
    • A method for evaluating dynamic functional network connectivity and task-modulation: application to schizophrenia
    • Sakoğlu Ü., Pearlson G.D., Kiehl K.A., Wang Y.M., Michael A.M., Calhoun V.D. A method for evaluating dynamic functional network connectivity and task-modulation: application to schizophrenia. MAGMA 2010, 23:351-366.
    • (2010) MAGMA , vol.23 , pp. 351-366
    • Sakoğlu, Ü.1    Pearlson, G.D.2    Kiehl, K.A.3    Wang, Y.M.4    Michael, A.M.5    Calhoun, V.D.6
  • 46
    • 84862999728 scopus 로고    scopus 로고
    • The future of fMRI connectivity
    • Smith S.M. The future of fMRI connectivity. NeuroImage 2012, 62:1257-1266.
    • (2012) NeuroImage , vol.62 , pp. 1257-1266
    • Smith, S.M.1
  • 48
    • 84862961887 scopus 로고    scopus 로고
    • Effective connectivity modeling for fMRI: six issues and possible solutions using linear dynamic systems
    • (article 104)
    • Smith J.F., Pillai A., Chen K., Horwitz B. Effective connectivity modeling for fMRI: six issues and possible solutions using linear dynamic systems. Front. Syst. Neurosci. 2012, 5. (article 104).
    • (2012) Front. Syst. Neurosci. , vol.5
    • Smith, J.F.1    Pillai, A.2    Chen, K.3    Horwitz, B.4
  • 49
    • 78651256560 scopus 로고    scopus 로고
    • Chronic smoking, but not acute nicotine administration, modulates neural correlates of working memory
    • Sutherland M.T., Ross T.J., Shakleya D., Huestis M.A., Stein E.A. Chronic smoking, but not acute nicotine administration, modulates neural correlates of working memory. Psychopharmacology 2011, 213:29-42.
    • (2011) Psychopharmacology , vol.213 , pp. 29-42
    • Sutherland, M.T.1    Ross, T.J.2    Shakleya, D.3    Huestis, M.A.4    Stein, E.A.5
  • 51
    • 84880324797 scopus 로고    scopus 로고
    • Short-time windows of correlation between large-scale functional brain networks predict vigilance intraindividually and interindividually
    • Thompson G.J., Magnuson M.E., Merritt M.D., Schwarb H., Pan W.J., McKinley A., et al. Short-time windows of correlation between large-scale functional brain networks predict vigilance intraindividually and interindividually. Hum. Brain Mapp. 2013, 34:3280-3298.
    • (2013) Hum. Brain Mapp. , vol.34 , pp. 3280-3298
    • Thompson, G.J.1    Magnuson, M.E.2    Merritt, M.D.3    Schwarb, H.4    Pan, W.J.5    McKinley, A.6
  • 52
    • 77955519408 scopus 로고    scopus 로고
    • A comparative study between a simplified Kalman filter and sliding window averaging for single trial dynamical estimation of event-related potential
    • Vedel-Larsen E., Fuglø J., Channir F., Thomsen C.E., Sørensen H.B.D. A comparative study between a simplified Kalman filter and sliding window averaging for single trial dynamical estimation of event-related potential. Comput. Methods Prog. Biomed. 2010, 99:252-260.
    • (2010) Comput. Methods Prog. Biomed. , vol.99 , pp. 252-260
    • Vedel-Larsen, E.1    Fuglø, J.2    Channir, F.3    Thomsen, C.E.4    Sørensen, H.B.D.5
  • 53
    • 80054867888 scopus 로고    scopus 로고
    • A time-variant processing approach for the analysis of alpha and gamma MEG oscillations during flicker stimulus generated entrainment
    • Wacker M., Galicki M., Putsche P., Milde T., Schwab K., Haueisen J., et al. A time-variant processing approach for the analysis of alpha and gamma MEG oscillations during flicker stimulus generated entrainment. IEEE Trans. Biomed. Eng. 2011, 58:3069-3077.
    • (2011) IEEE Trans. Biomed. Eng. , vol.58 , pp. 3069-3077
    • Wacker, M.1    Galicki, M.2    Putsche, P.3    Milde, T.4    Schwab, K.5    Haueisen, J.6
  • 54
    • 84860120366 scopus 로고    scopus 로고
    • Quitting-unmotivated and quitting-motivated cigarette smokers exhibit different patterns of cue-elicited brain activation when anticipating an opportunity to smoke
    • Wilson S.J., Sayette M.A., Fiez J.A. Quitting-unmotivated and quitting-motivated cigarette smokers exhibit different patterns of cue-elicited brain activation when anticipating an opportunity to smoke. J. Abnorm. Psychol. 2012, 121:198-211.
    • (2012) J. Abnorm. Psychol. , vol.121 , pp. 198-211
    • Wilson, S.J.1    Sayette, M.A.2    Fiez, J.A.3
  • 55
    • 84887437642 scopus 로고    scopus 로고
    • Neural correlates of self-focused and other-focused strategies for coping with cigarette cue exposure
    • Wilson S.J., Sayette M.A., Fiez J.A. Neural correlates of self-focused and other-focused strategies for coping with cigarette cue exposure. Psychol. Addict. Behav. 2013, 27:466-476.
    • (2013) Psychol. Addict. Behav. , vol.27 , pp. 466-476
    • Wilson, S.J.1    Sayette, M.A.2    Fiez, J.A.3
  • 56
    • 33751204161 scopus 로고    scopus 로고
    • Effects of acute smoking on brain activity vary with abstinence in smokers performing the N-Back task: a preliminary study
    • Xu J., Mendrek A., Cohen M.S., Monterosso J., Simon S., Brody A.L., et al. Effects of acute smoking on brain activity vary with abstinence in smokers performing the N-Back task: a preliminary study. Psychiatry Res. Neuroimaging 2006, 148:103-109.
    • (2006) Psychiatry Res. Neuroimaging , vol.148 , pp. 103-109
    • Xu, J.1    Mendrek, A.2    Cohen, M.S.3    Monterosso, J.4    Simon, S.5    Brody, A.L.6


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