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Volumn , Issue MARCH, 2011, Pages

Statistical analysis of fMRI time-series: A critical review of the GLM approach

Author keywords

Autocorrelation; Blood oxygenation level dependent; Fixed effects; Functional magnetic resonance imaging; General linear model; Mixed effects; Multicollinearity; Ordinary least squares

Indexed keywords

ARTICLE; COGNITION; DATA ANALYSIS; EFFECT SIZE; FALSE POSITIVE RESULT; FUNCTIONAL MAGNETIC RESONANCE IMAGING; GENERAL LINEAR MODEL; HUMAN; INFORMATION PROCESSING; NOISE; SIGNAL PROCESSING; STATISTICAL ANALYSIS; STATISTICAL MODEL; STIMULUS; TIME SERIES ANALYSIS; VARIANCE;

EID: 84933672830     PISSN: 16625161     EISSN: 16625161     Source Type: Journal    
DOI: 10.3389/fnhum.2011.00028     Document Type: Article
Times cited : (215)

References (100)
  • 1
    • 0031906910 scopus 로고    scopus 로고
    • A critique of the use of the Kolmogorov-Smirnov (KS) statistic for the analysis of BOLD fMRI data
    • Aguirre, G. K., Zarahn, E., and D'Esposito, M. (1998). A critique of the use of the Kolmogorov-Smirnov (KS) statistic for the analysis of BOLD fMRI data. Magn. Reson. Med. 39, 500-505.
    • (1998) Magn. Reson. Med , vol.39 , pp. 500-505
    • Aguirre, G.K.1    Zarahn, E.2    D'esposito, M.3
  • 2
    • 0032826973 scopus 로고    scopus 로고
    • Ambiguous results in functional neuroimaging data analysis due to covariate correlation
    • Andrade, A., Paradis, A.-L., Rouquette, S., and Poline, J.-B. (1999). Ambiguous results in functional neuroimaging data analysis due to covariate correlation. Neuroimage 10, 483-486.
    • (1999) Neuroimage , vol.10 , pp. 483-486
    • Andrade, A.1    Paradis, A.-L.2    Rouquette, S.3    Poline, J.-B.4
  • 3
    • 0142042792 scopus 로고    scopus 로고
    • General multilevel linear modeling for group analysis in fMRI
    • Beckmann, C. F., Jenkinson, M., and Smith, S. M. (2003). General multilevel linear modeling for group analysis in fMRI. Neuroimage 20, 1052-1063.
    • (2003) Neuroimage , vol.20 , pp. 1052-1063
    • Beckmann, C.F.1    Jenkinson, M.2    Smith, S.M.3
  • 4
    • 3042681633 scopus 로고    scopus 로고
    • Evaluation of mixed effects in event-related fMRI studies: Impact of first-level design and filtering
    • Bianciardi, M., Cerasa, A., Patria, F., and Hagberg, G. E. (2004). Evaluation of mixed effects in event-related fMRI studies: impact of first-level design and filtering. Neuroimage 22, 1351-1370.
    • (2004) Neuroimage , vol.22 , pp. 1351-1370
    • Bianciardi, M.1    Cerasa, A.2    Patria, F.3    Hagberg, G.E.4
  • 5
    • 22044456021 scopus 로고    scopus 로고
    • The effect of stimulus duty cycle and 'off' duration on BOLD response linearity
    • Birn, R. M., and Bandettini, P. A. (2005). The effect of stimulus duty cycle and 'off' duration on BOLD response linearity. Neuroimage 27, 70-82.
    • (2005) Neuroimage , vol.27 , pp. 70-82
    • Birn, R.M.1    Bandettini, P.A.2
  • 6
    • 34250780421 scopus 로고    scopus 로고
    • Spatiotemporal models for region of interest analyses of functional neuroimaging data
    • Bowman, F. D. (2007). Spatiotemporal models for region of interest analyses of functional neuroimaging data. J. Am. Stat. Assoc. 102, 442-453.
    • (2007) J. Am. Stat. Assoc , vol.102 , pp. 442-453
    • Bowman, F.D.1
  • 7
    • 35648997915 scopus 로고    scopus 로고
    • Statistical approaches to functional neuroimaging data
    • Bowman, F. D., Guo, Y., and Derado, G. (2007). Statistical approaches to functional neuroimaging data. Neuroimaging Clin. N. Am. 17, 441-458.
    • (2007) Neuroimaging Clin. N. Am , vol.17 , pp. 441-458
    • Bowman, F.D.1    Guo, Y.2    Derado, G.3
  • 8
    • 0029999731 scopus 로고    scopus 로고
    • Linear systems analysis of functional magnetic resonance imaging in human v1
    • Boynton, G. M., Engel, S. A., Glover, G. H., and Heeger, D. J. (1996). Linear systems analysis of functional magnetic resonance imaging in human v1. J. Neurosci. 16, 4207-4221.
    • (1996) J. Neurosci , vol.16 , pp. 4207-4221
    • Boynton, G.M.1    Engel, S.A.2    Glover, G.H.3    Heeger, D.J.4
  • 9
    • 0141758242 scopus 로고    scopus 로고
    • Orientation-specific adaptation in human visual cortex
    • Boynton, G. M., and Finney, E. M. (2003). Orientation-specific adaptation in human visual cortex. J. Neurosci. 23, 8781-8787.
    • (2003) J. Neurosci , vol.23 , pp. 8781-8787
    • Boynton, G.M.1    Finney, E.M.2
  • 10
    • 0036516482 scopus 로고    scopus 로고
    • The problem of functional localization in the human brain
    • Brett, M., Johnsrude, I. S., and Owen, A. M. (2002). The problem of functional localization in the human brain. Nat. Rev. Neurosci. 3, 243-249.
    • (2002) Nat. Rev. Neurosci , vol.3 , pp. 243-249
    • Brett, M.1    Johnsrude, I.S.2    Owen, A.M.3
  • 12
    • 0031809018 scopus 로고    scopus 로고
    • Dynamics of blood flow and oxygenation changes during brain activation: The balloon model
    • Buxton, R. B., Wong, E. C., and Frank, L. R. (1998). Dynamics of blood flow and oxygenation changes during brain activation: the balloon model. Magn. Reson. Med. 39, 855-864.
    • (1998) Magn. Reson. Med , vol.39 , pp. 855-864
    • Buxton, R.B.1    Wong, E.C.2    Frank, L.R.3
  • 13
    • 36549004502 scopus 로고    scopus 로고
    • Inhibition and brain work
    • Buzsáki, G., Kaila, K., and Raichle, M. (2007). Inhibition and brain work. Neuron 56, 771-783.
    • (2007) Neuron , vol.56 , pp. 771-783
    • Buzsáki, G.1    Kaila, K.2    Raichle, M.3
  • 14
    • 1942521179 scopus 로고    scopus 로고
    • FMRI analysis with the general linear model: Removal of latency-induced amplitude bias by incorporation of hemodynamic derivative terms
    • Calhoun, V., Stevens, M., Pearlson, G., and Kiehl, K. (2004). fMRI analysis with the general linear model: removal of latency-induced amplitude bias by incorporation of hemodynamic derivative terms. Neuroimage 22, 252-257.
    • (2004) Neuroimage , vol.22 , pp. 252-257
    • Calhoun, V.1    Stevens, M.2    Pearlson, G.3    Kiehl, K.4
  • 15
    • 11044233658 scopus 로고    scopus 로고
    • Theoretical study of BOLD response to sinusoidal input
    • Calvisi, M. L., Szeri, A. J., Liley, D. T. J., and Ferree, T. C. (2004). Theoretical study of BOLD response to sinusoidal input. IEEE 1, 659-662.
    • (2004) IEEE , vol.1 , pp. 659-662
    • Calvisi, M.L.1    Szeri, A.J.2    Liley, D.T.J.3    Ferree, T.C.4
  • 16
    • 0030727106 scopus 로고    scopus 로고
    • Parametric analysis of fMRI data using linear systems methods
    • Cohen, M. S. (1997). Parametric analysis of fMRI data using linear systems methods. Neuroimage 6, 93-103.
    • (1997) Neuroimage , vol.6 , pp. 93-103
    • Cohen, M.S.1
  • 17
    • 0032884783 scopus 로고    scopus 로고
    • Optimal experimental design for event-related fMRI
    • Dale, A. (1999). Optimal experimental design for event-related fMRI. Hum. Brain Mapp. 8, 109-114.
    • (1999) Hum. Brain Mapp , vol.8 , pp. 109-114
    • Dale, A.1
  • 18
    • 0037200722 scopus 로고    scopus 로고
    • Estimating sample size in functional MRI (fMRI) neuroimaging studies: Statistical power analyses
    • Desmond, J., and Glover, G. (2002). Estimating sample size in functional MRI (fMRI) neuroimaging studies: statistical power analyses. J. Neurosci. Methods 118, 115-128.
    • (2002) J. Neurosci. Methods , vol.118 , pp. 115-128
    • Desmond, J.1    Glover, G.2
  • 19
    • 21544460164 scopus 로고    scopus 로고
    • A 3d probabilistic atlas of normal human neuroanatomy. Third International Conference on Functional Mapping of the Human Brain
    • Evans, A., Collins, L., Paus, C. H. T., MacDonald, D., Zijdenbos, A., Toga, A., Fox, P., Lancaster, J., and Mazziota, J. (1997). A 3d probabilistic atlas of normal human neuroanatomy. Third International Conference on Functional Mapping of the Human Brain. Neuroimage 5, S349.
    • (1997) Neuroimage , vol.5
    • Evans, A.1    Collins, L.2    Paus, C.H.T.3    Macdonald, D.4    Zijdenbos, A.5    Toga, A.6    Fox, P.7    Lancaster, J.8    Mazziota, J.9
  • 21
    • 0042671121 scopus 로고    scopus 로고
    • Posterior probability maps and SPMs
    • Friston, J. K., and Penny, W. (2003). Posterior probability maps and SPMs. Neuroimage 19, 1240-1249.
    • (2003) Neuroimage , vol.19 , pp. 1240-1249
    • Friston, J.K.1    Penny, W.2
  • 22
    • 84882540714 scopus 로고    scopus 로고
    • Statistical parametric mapping
    • eds K. Friston, J. Ashburner, S. Kiebel, T. Nichols, and W. Penny (London: Academic Press
    • Friston, K. (2007). "Statistical parametric mapping," in Statistical Parametric Mapping, eds K. Friston, J. Ashburner, S. Kiebel, T. Nichols, and W. Penny (London: Academic Press), 10-31.
    • (2007) Statistical Parametric Mapping , pp. 10-31
    • Friston, K.1
  • 25
  • 26
    • 12244278584 scopus 로고
    • Analysis of functional MRI time-series
    • Friston, K. J., Jezzard, P., and Turner, R. (1994). Analysis of functional MRI time-series. Hum. Brain Mapp. 1, 153-171.
    • (1994) Hum. Brain Mapp , vol.1 , pp. 153-171
    • Friston, K.J.1    Jezzard, P.2    Turner, R.3
  • 28
    • 0033889353 scopus 로고    scopus 로고
    • To smooth or not to smooth? - Bias and efficiency in fMRI time-series analysis
    • Friston, K. J., Josephs, O., Zarahn, E., Holmes, A. P., Roquette, S., and Poline, J. B. (2000a). To smooth or not to smooth? - Bias and efficiency in fMRI time-series analysis. Neuroimage 12, 196-203.
    • (2000) Neuroimage , vol.12 , pp. 196-203
    • Friston, K.J.1    Josephs, O.2    Zarahn, E.3    Holmes, A.P.4    Roquette, S.5    Poline, J.B.6
  • 29
    • 0033778839 scopus 로고    scopus 로고
    • Nonlinear responses in fMRI: The balloon model, volterra kernels, and other hemodynamics
    • Friston, K. J., Mechelli, A., Turner, R., and Price, C. J. (2000b). Nonlinear responses in fMRI: the balloon model, volterra kernels, and other hemodynamics. Neuroimage 14, 466-477.
    • (2000) Neuroimage , vol.14 , pp. 466-477
    • Friston, K.J.1    Mechelli, A.2    Turner, R.3    Price, C.J.4
  • 32
    • 0032776471 scopus 로고    scopus 로고
    • Deconvolution of impulse response in event-related BOLD fMRI
    • Glover, G. (1999). Deconvolution of impulse response in event-related BOLD fMRI. Neuroimage 9, 416-429.
    • (1999) Neuroimage , vol.9 , pp. 416-429
    • Glover, G.1
  • 33
    • 43049101984 scopus 로고    scopus 로고
    • Neurophysiology of the BOLD fMRI signal in awake monkeys
    • Goense, J., and Logothetis, N. (2008). Neurophysiology of the BOLD fMRI signal in awake monkeys. Curr. Biol. 18, 631-640.
    • (2008) Curr. Biol , vol.18 , pp. 631-640
    • Goense, J.1    Logothetis, N.2
  • 34
    • 54149116716 scopus 로고    scopus 로고
    • Detection of time-varying signals in event-related fMRI designs
    • Grinband, J., Wager, T., Lindquist, M., Ferrera, V., and Hirsch, J. (2008). Detection of time-varying signals in event-related fMRI designs. Neuroimage 43, 509-520.
    • (2008) Neuroimage , vol.43 , pp. 509-520
    • Grinband, J.1    Wager, T.2    Lindquist, M.3    Ferrera, V.4    Hirsch, J.5
  • 35
    • 1842505168 scopus 로고    scopus 로고
    • Variation of BOLD hemodynamic responses across subjects and brain regions and their effects on statistical analyses
    • Handwerker, D., Ollinger, J., and D'Esposito, M. (2004). Variation of BOLD hemodynamic responses across subjects and brain regions and their effects on statistical analyses. Neuroimage 21, 1639-1651.
    • (2004) Neuroimage , vol.21 , pp. 1639-1651
    • Handwerker, D.1    Ollinger, J.2    D'esposito, M.3
  • 36
    • 0035800230 scopus 로고    scopus 로고
    • The distribution of BOLD susceptibility effects in the brain is non-Gaussian
    • Hanson, S., and Bly, B. (2001). The distribution of BOLD susceptibility effects in the brain is non-Gaussian. Neuroreport 12, 1971.
    • (2001) Neuroreport , vol.12 , pp. 1971
    • Hanson, S.1    Bly, B.2
  • 38
    • 84882552073 scopus 로고    scopus 로고
    • Efficient experimental design for fMRI
    • eds K. J. Friston, J. Ashburner, S. J. Kiebel, T. E. Nichols, and W. D. Penny (London: Academic Press
    • Henson, R. N. A. (2007). "Efficient experimental design for fMRI," in Statistical Parametric Mapping: The Analysis of Functional Brain Images, eds K. J. Friston, J. Ashburner, S. J. Kiebel, T. E. Nichols, and W. D. Penny (London: Academic Press), 193-210.
    • (2007) Statistical Parametric Mapping: The Analysis of Functional Brain Images , pp. 193-210
    • Henson, R.N.A.1
  • 39
    • 0030032744 scopus 로고    scopus 로고
    • Nonparametric analysis of statistic images from functional mapping experiments
    • Holmes, A. P., Blair, R. C., Watson, G., and Ford, I. (1996). Nonparametric analysis of statistic images from functional mapping experiments. J. Cereb. Blood Flow Metab. 16, 7-22.
    • (1996) J. Cereb. Blood Flow Metab , vol.16 , pp. 7-22
    • Holmes, A.P.1    Blair, R.C.2    Watson, G.3    Ford, I.4
  • 40
    • 21944448369 scopus 로고    scopus 로고
    • Generalisability, random effects and population inference
    • Holmes, A. P., and Friston, K. J. (1998). Generalisability, random effects and population inference. Neuroimage 7, S754.
    • (1998) Neuroimage , vol.7
    • Holmes, A.P.1    Friston, K.J.2
  • 41
    • 0035171796 scopus 로고    scopus 로고
    • Regional differences in the refractory period of the hemodynamic response: An event-related fMRI study
    • Huettel, S. A., and McCarthy, G. (2001). Regional differences in the refractory period of the hemodynamic response: an event-related fMRI study. Neuroimage 14, 967-976.
    • (2001) Neuroimage , vol.14 , pp. 967-976
    • Huettel, S.A.1    McCarthy, G.2
  • 44
    • 57649175760 scopus 로고    scopus 로고
    • Representational similarity analysis - connecting the branches of systems neuroscience
    • doi: 10.3389/ neuro.06.004.2008
    • Kriegeskorte, N., Mur, M., and Bandettini, P. (2008). Representational similarity analysis - connecting the branches of systems neuroscience. Front. Syst. Neurosci. 2:4. doi: 10.3389/ neuro.06.004.2008
    • (2008) Front. Syst. Neurosci , vol.2 , pp. 4
    • Kriegeskorte, N.1    Mur, M.2    Bandettini, P.3
  • 47
    • 60549096100 scopus 로고    scopus 로고
    • On the performance of autocorrelation estimation algorithms for fMRI analysis
    • Lenoski, B., Baxter, L. C., Karam, L. J., Maisog, J., and Debbins, J. (2008). On the performance of autocorrelation estimation algorithms for fMRI analysis. IEEE 2, 828-838.
    • (2008) IEEE , vol.2 , pp. 828-838
    • Lenoski, B.1    Baxter, L.C.2    Karam, L.J.3    Maisog, J.4    Debbins, J.5
  • 49
    • 67649342618 scopus 로고    scopus 로고
    • The statistical analysis of fMRI data
    • Lindquist, M. (2008). The statistical analysis of fMRI data. Stat. Sci. 23, 439-464.
    • (2008) Stat. Sci , vol.23 , pp. 439-464
    • Lindquist, M.1
  • 50
    • 65549098868 scopus 로고    scopus 로고
    • Modeling the hemodynamic response function in fMRI: Efficiency, bias and mis-modeling
    • Lindquist, M., Meng Loh, J., Atlas, L., and Wager, T. (2009). Modeling the hemodynamic response function in fMRI: efficiency, bias and mis-modeling. Neuroimage 45, S187-S198.
    • (2009) Neuroimage , vol.45
    • Lindquist, M.1    Meng Loh, J.2    Atlas, L.3    Wager, T.4
  • 51
    • 34547880428 scopus 로고    scopus 로고
    • Validity and power in hemodynamic response modeling: A comparison study and a new approach
    • Lindquist, M., and Wager, T. (2007). Validity and power in hemodynamic response modeling: a comparison study and a new approach. Hum. Brain Mapp. 28, 764-784.
    • (2007) Hum. Brain Mapp , vol.28 , pp. 764-784
    • Lindquist, M.1    Wager, T.2
  • 52
    • 0008424489 scopus 로고    scopus 로고
    • A method of adjusting for temporal and spatial correlations in analysis of mean fMRI signal intensity changes
    • Locascio, J. J., Peggy, J., and Corkin, S. (1997). A method of adjusting for temporal and spatial correlations in analysis of mean fMRI signal intensity changes. Neuroimage 3, S76.
    • (1997) Neuroimage , vol.3
    • Locascio, J.J.1    Peggy, J.2    Corkin, S.3
  • 53
    • 43049104255 scopus 로고    scopus 로고
    • What we can do and what we cannot do with fMRI
    • Logothetis, N. (2008). What we can do and what we cannot do with fMRI. Nature 453, 869-878.
    • (2008) Nature , vol.453 , pp. 869-878
    • Logothetis, N.1
  • 54
    • 2342586800 scopus 로고    scopus 로고
    • Interpreting the BOLD signal
    • Logothetis, N., and Wandell, B. (2004). Interpreting the BOLD signal. Physiology 66, 735-769.
    • (2004) Physiology , vol.66 , pp. 735-769
    • Logothetis, N.1    Wandell, B.2
  • 55
    • 0037194549 scopus 로고    scopus 로고
    • The neural basis of the blood-oxygen-level-dependent functional magnetic resonance imaging signal
    • Logothetis, N. K. (2002). The neural basis of the blood-oxygen-level-dependent functional magnetic resonance imaging signal. Philos. Trans. R. Soc. Lond., B, Biol. Sci. 357, 1003-1037.
    • (2002) Philos. Trans. R. Soc. Lond., B, Biol. Sci , vol.357 , pp. 1003-1037
    • Logothetis, N.K.1
  • 56
    • 0038719640 scopus 로고    scopus 로고
    • The underpinnings of the bold functional magnetic resonance imaging signal
    • Logothetis, N. K. (2003). The underpinnings of the bold functional magnetic resonance imaging signal. J. Neurosci. 23, 3963-3971.
    • (2003) J. Neurosci , vol.23 , pp. 3963-3971
    • Logothetis, N.K.1
  • 57
    • 0035849892 scopus 로고    scopus 로고
    • Neurophysiological investigation of the basis of the fMRI signal
    • Logothetis, N. K., Pauls, J., Augath, M., Trinath, T., and Oeltermann, A. (2001). Neurophysiological investigation of the basis of the fMRI signal. Nature 412, 150-157.
    • (2001) Nature , vol.412 , pp. 150-157
    • Logothetis, N.K.1    Pauls, J.2    Augath, M.3    Trinath, T.4    Oeltermann, A.5
  • 58
    • 60149092321 scopus 로고    scopus 로고
    • Residual analysis for detecting mis-modeling in fMRI
    • Loh, J. M., Lindquist, M. A., and Wager, T. D. (2008). Residual analysis for detecting mis-modeling in fMRI. Stat. Sin. 18, 1421-1448.
    • (2008) Stat. Sin , vol.18 , pp. 1421-1448
    • Loh, J.M.1    Lindquist, M.A.2    Wager, T.D.3
  • 59
  • 61
    • 0043172298 scopus 로고    scopus 로고
    • Diagnosis and exploration of massively univariate neuroimaging models
    • Luo, W.-L., and Nichols, T. E. (2003). Diagnosis and exploration of massively univariate neuroimaging models. Neuroimage 19, 1014-1032.
    • (2003) Neuroimage , vol.19 , pp. 1014-1032
    • Luo, W.-L.1    Nichols, T.E.2
  • 62
    • 0033778064 scopus 로고    scopus 로고
    • A new statistical approach to detecting significant activation in functional MRI
    • Marchini, J. L., and Ripley, B. D. (2000). A new statistical approach to detecting significant activation in functional MRI. Neuroimage 12, 366-380.
    • (2000) Neuroimage , vol.12 , pp. 366-380
    • Marchini, J.L.1    Ripley, B.D.2
  • 63
    • 0033916534 scopus 로고    scopus 로고
    • Characterizing the hemodynamic response: Effects of presentation rate, sampling procedure, and the possibility of ordering brain activity based on relative timing
    • Miezin, F. M., Maccotta, L., Ollinger, J. M., Petersen, S. E., and Buckner, R. L. (2000). Characterizing the hemodynamic response: effects of presentation rate, sampling procedure, and the possibility of ordering brain activity based on relative timing. Neuroimage 11, 735-759.
    • (2000) Neuroimage , vol.11 , pp. 735-759
    • Miezin, F.M.1    Maccotta, L.2    Ollinger, J.M.3    Petersen, S.E.4    Buckner, R.L.5
  • 64
    • 67651023727 scopus 로고    scopus 로고
    • Simple group fMRI modeling and inference
    • Mumford, J. A., and Nichols, T. (2009). Simple group fMRI modeling and inference. Neuroimage 47, 1469-1475.
    • (2009) Neuroimage , vol.47 , pp. 1469-1475
    • Mumford, J.A.1    Nichols, T.2
  • 65
    • 33645237705 scopus 로고    scopus 로고
    • Modeling and inference of multisubject fMRI data
    • Mumford, J. A., and Nichols, T. E. (2006). Modeling and inference of multisubject fMRI data. IEEE Eng. Med. Biol. Mag. 25, 42-51.
    • (2006) IEEE Eng. Med. Biol. Mag , vol.25 , pp. 42-51
    • Mumford, J.A.1    Nichols, T.E.2
  • 66
    • 36048987348 scopus 로고    scopus 로고
    • Power calculation for group fMRI studies accounting for arbitrary design and temporal autocorrelation
    • Mumford, J. A., and Nichols, T. E. (2008). Power calculation for group fMRI studies accounting for arbitrary design and temporal autocorrelation. Neuroimage 39, 261-268.
    • (2008) Neuroimage , vol.39 , pp. 261-268
    • Mumford, J.A.1    Nichols, T.E.2
  • 68
    • 0036136472 scopus 로고    scopus 로고
    • Non-parametric tests for functional neuroimaging: A primer with examples
    • Nichols, T. E., and Holmes, A. P. (2001). Non-parametric tests for functional neuroimaging: a primer with examples. Hum. Brain Mapp. 15, 1-25.
    • (2001) Hum. Brain Mapp , vol.15 , pp. 1-25
    • Nichols, T.E.1    Holmes, A.P.2
  • 69
    • 0025630001 scopus 로고
    • Functional brain mapping by blood oxygenation level dependent contrast magnetic resonance imaging: A comparison of signal characters with a biophysical model
    • Ogawa, S., Lee, T. M., Kay, A. R., and Tank, D. W. (1990). Functional brain mapping by blood oxygenation level dependent contrast magnetic resonance imaging: a comparison of signal characters with a biophysical model. Proc. Natl. Acad. Sci. U.S.A. 87, 9868-9872.
    • (1990) Proc. Natl. Acad. Sci. U.S.A , vol.87 , pp. 9868-9872
    • Ogawa, S.1    Lee, T.M.2    Kay, A.R.3    Tank, D.W.4
  • 70
    • 0026754226 scopus 로고
    • Intrinsic signal changes accompanying sensory stimulation: Functional brain mapping with magnetic-resonance-imaging
    • Ogawa, S., Tank, D. W., Menon, R. S., Ellerman, J. M., Kim, S. G., Merkle, H., and Ugurbil, K. (1992). Intrinsic signal changes accompanying sensory stimulation: functional brain mapping with magnetic-resonance-imaging. Proc. Natl. Acad. Sci. U.S.A. 89, 5951-5955.
    • (1992) Proc. Natl. Acad. Sci. U.S.A , vol.89 , pp. 5951-5955
    • Ogawa, S.1    Tank, D.W.2    Menon, R.S.3    Ellerman, J.M.4    Kim, S.G.5    Merkle, H.6    Ugurbil, K.7
  • 71
    • 0035723035 scopus 로고    scopus 로고
    • Separating processes within a trial in event-related functional MRI: I
    • Ollinger, J., Shulman, G., and Corbetta, M. (2001). Separating processes within a trial in event-related functional MRI: I. The method. Neuroimage 13, 210-217.
    • (2001) The Method. Neuroimage , vol.13 , pp. 210-217
    • Ollinger, J.1    Shulman, G.2    Corbetta, M.3
  • 72
    • 77957837436 scopus 로고    scopus 로고
    • Optogenetic fMRI sheds light on the neural basis of the BOLD signal
    • Palmer, H. (2010). Optogenetic fMRI sheds light on the neural basis of the BOLD signal. J. Neurophysiol. 104, 1838.
    • (2010) J. Neurophysiol , vol.104 , pp. 1838
    • Palmer, H.1
  • 73
    • 84882472470 scopus 로고    scopus 로고
    • Random-effects analysis
    • eds K. Friston, J. Ashburner, S. Kiebel, T. Nichols, and W. Penny (London: Academic Press
    • Penny, W. D., and Holmes, A. P. (2007). "Random-effects analysis," in Statistical Parametric Mapping: The Analysis of Functional Brain Images, eds K. Friston, J. Ashburner, S. Kiebel, T. Nichols, and W. Penny (London: Academic Press), 156-165.
    • (2007) Statistical Parametric Mapping: The Analysis of Functional Brain Images , pp. 156-165
    • Penny, W.D.1    Holmes, A.P.2
  • 74
    • 0033614941 scopus 로고    scopus 로고
    • Statistical limitations in functional neuroimaging. I. non inferential methods and statistical models
    • Petersson, K. M., Nichols, T. E., Poline, J. B., and Holmes, A. P. (1999). Statistical limitations in functional neuroimaging. I. non inferential methods and statistical models. Philos. Trans. R. Soc. Lond., B, Biol. Sci. 354, 1239-1260.
    • (1999) Philos. Trans. R. Soc. Lond., B, Biol. Sci , vol.354 , pp. 1239-1260
    • Petersson, K.M.1    Nichols, T.E.2    Poline, J.B.3    Holmes, A.P.4
  • 75
    • 0034813965 scopus 로고    scopus 로고
    • Locally regularized spatiotemporal modeling and model comparison for functional MRI
    • Purdon, P., Solo, V., Weisskoff, R. M., and Brown, E. N. (2001). Locally regularized spatiotemporal modeling and model comparison for functional MRI. Neuroimage 14, 912-923.
    • (2001) Neuroimage , vol.14 , pp. 912-923
    • Purdon, P.1    Solo, V.2    Weisskoff, R.M.3    Brown, E.N.4
  • 76
    • 0031880021 scopus 로고    scopus 로고
    • Effect of temporal autocorrelation due to physiological noise and stimulus paradigm on voxel-based false-positive rates
    • Purdon, P., and Weisskoff, R. (1998). Effect of temporal autocorrelation due to physiological noise and stimulus paradigm on voxel-based false-positive rates. Hum. Brain Mapp. 6, 239-249.
    • (1998) Hum. Brain Mapp , vol.6 , pp. 239-249
    • Purdon, P.1    Weisskoff, R.2
  • 78
    • 0031858207 scopus 로고    scopus 로고
    • Measurements of the temporal fMRI response of the human auditory cortex to trains of tones
    • Robson, M. D., Dorosz, J. L., and Gore, J. C. (1998). Measurements of the temporal fMRI response of the human auditory cortex to trains of tones. Neuroimage 7, 185-198.
    • (1998) Neuroimage , vol.7 , pp. 185-198
    • Robson, M.D.1    Dorosz, J.L.2    Gore, J.C.3
  • 79
    • 84944817192 scopus 로고
    • The regulation of the blood supply of the brain
    • Roy, C. S., and Sherington, C. S. (1890). The regulation of the blood supply of the brain. J. Physiol. 11, 85-108.
    • (1890) J. Physiol , vol.11 , pp. 85-108
    • Roy, C.S.1    Sherington, C.S.2
  • 83
    • 3042550631 scopus 로고    scopus 로고
    • Comparison of hemodynamic response nonlinearity across primary cortical areas
    • Soltysik, D. A., Peck, K. K., White, K. D., Crosson, B., and Briggs, R. W. (2004). Comparison of hemodynamic response nonlinearity across primary cortical areas. Neuroimage 22, 1117-1127.
    • (2004) Neuroimage , vol.22 , pp. 1117-1127
    • Soltysik, D.A.1    Peck, K.K.2    White, K.D.3    Crosson, B.4    Briggs, R.W.5
  • 84
    • 2942622015 scopus 로고    scopus 로고
    • Hemodynamic and metabolic responses to neuronal inhibition
    • Stefanovic, B., Warnking, J., and Pike, G. (2004). Hemodynamic and metabolic responses to neuronal inhibition. Neuroimage 22, 771-778.
    • (2004) Neuroimage , vol.22 , pp. 771-778
    • Stefanovic, B.1    Warnking, J.2    Pike, G.3
  • 85
    • 71849107069 scopus 로고    scopus 로고
    • Investigating hemodynamic response variability at the group level using basis functions
    • Steffener, J., Tabert, M., Reuben, A., and Stern, Y. (2010). Investigating hemodynamic response variability at the group level using basis functions. Neuroimage 49, 2113-2122.
    • (2010) Neuroimage , vol.49 , pp. 2113-2122
    • Steffener, J.1    Tabert, M.2    Reuben, A.3    Stern, Y.4
  • 88
    • 33847026433 scopus 로고    scopus 로고
    • Analysis of a large fMRI cohort: Statistical and methodological issues for group analyses
    • Thirion, B., Pinel, P., Mériaux, S., Roche, A., Dehaene, S., and Poline, J.-B. (2007). Analysis of a large fMRI cohort: statistical and methodological issues for group analyses. Neuroimage 35, 105-120.
    • (2007) Neuroimage , vol.35 , pp. 105-120
    • Thirion, B.1    Pinel, P.2    Mériaux, S.3    Roche, A.4    Dehaene, S.5    Poline, J.-B.6
  • 89
    • 6444240626 scopus 로고    scopus 로고
    • Principal neuron spiking: Neither necessary nor sufficient for cerebral blood flow in rat cerebellum
    • Thomsen, K., Offenhauser, N., and Lauritzen, M. (2004). Principal neuron spiking: neither necessary nor sufficient for cerebral blood flow in rat cerebellum. J. Physiol. 560, 181-189.
    • (2004) J. Physiol , vol.560 , pp. 181-189
    • Thomsen, K.1    Offenhauser, N.2    Lauritzen, M.3
  • 91
    • 0031880597 scopus 로고    scopus 로고
    • Nonlinear aspects of the BOLD response in functional MRI
    • Vazquez, A. L., and Noll, D. C. (1998). Nonlinear aspects of the BOLD response in functional MRI. Neuroimage 7, 108-118.
    • (1998) Neuroimage , vol.7 , pp. 108-118
    • Vazquez, A.L.1    Noll, D.C.2
  • 92
    • 2342597739 scopus 로고    scopus 로고
    • Neuroimaging studies of working memory: A meta-analysis
    • Wager, T. D., and Smith, E. E. (2003). Neuroimaging studies of working memory: a meta-analysis. Cogn. Affect. Behav. Neurosci. 3, 255-274.
    • (2003) Cogn. Affect. Behav. Neurosci , vol.3 , pp. 255-274
    • Wager, T.D.1    Smith, E.E.2
  • 93
    • 14244266641 scopus 로고    scopus 로고
    • Accounting for nonlinear BOLD effects in fMRI: Parameter estimates and a model for prediction in rapid event-related studies
    • Wager, T. D., Vazquez, A., Hernandez, L., and Noll, D. C. (2005). Accounting for nonlinear BOLD effects in fMRI: parameter estimates and a model for prediction in rapid event-related studies. Neuroimage 25, 206-218.
    • (2005) Neuroimage , vol.25 , pp. 206-218
    • Wager, T.D.1    Vazquez, A.2    Hernandez, L.3    Noll, D.C.4
  • 94
    • 70349226965 scopus 로고    scopus 로고
    • Robust and unbiased variance of GLM coefficients for misspecified autocorrelation and hemodynamic response mod-els in fMRI
    • Waldorp, L. (2009). Robust and unbiased variance of GLM coefficients for misspecified autocorrelation and hemodynamic response mod-els in fMRI. Int. J. Biomed. Imaging 2009, 1-11.
    • (2009) Int. J. Biomed. Imaging , vol.2009 , pp. 1-11
    • Waldorp, L.1
  • 96
    • 1842504499 scopus 로고    scopus 로고
    • Constrained linear basis sets for HRF modelling using variational Bayes
    • Woolrich, M., Behrens, T., and Smith, S. (2004). Constrained linear basis sets for HRF modelling using variational Bayes. Neuroimage 21, 1748-1761.
    • (2004) Neuroimage , vol.21 , pp. 1748-1761
    • Woolrich, M.1    Behrens, T.2    Smith, S.3
  • 97
    • 0035212159 scopus 로고    scopus 로고
    • Temporal autocorrelation in univariate linear modeling of fMRI data
    • Woolrich, M. W., Ripley, B. D., Brady, J. M., and Smith, S. M. (2001). Temporal autocorrelation in univariate linear modeling of fMRI data. Neuroimage 14, 1370-1386
    • (2001) Neuroimage , vol.14 , pp. 1370-1386
    • Woolrich, M.W.1    Ripley, B.D.2    Brady, J.M.3    Smith, S.M.4
  • 98
    • 0029096148 scopus 로고
    • Analysis of time-series revisited - again
    • Worsley, K. J., and Friston, K. J. (1995). Analysis of time-series revisited - again. Neuroimage 2, 173-181.
    • (1995) Neuroimage , vol.2 , pp. 173-181
    • Worsley, K.J.1    Friston, K.J.2
  • 100
    • 53049107715 scopus 로고    scopus 로고
    • Investigating the source of nonlinear BOLD response to ultra-short visual stimulus
    • Zhang, N., Zhu, X., and Chen, W. (2008). Investigating the source of nonlinear BOLD response to ultra-short visual stimulus. Neuroimage 43, 204-212.
    • (2008) Neuroimage , vol.43 , pp. 204-212
    • Zhang, N.1    Zhu, X.2    Chen, W.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.