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Volumn 64, Issue 1, 2013, Pages 308-327

Task-related component analysis for functional neuroimaging and application to near-infrared spectroscopy data

Author keywords

Biomedical data analysis; Correlation maximization; Covariance maximization; Functional neuroimaging; Optical topography; Rayleigh Ritz problem

Indexed keywords

ARTICLE; ARTIFACT REDUCTION; BODY MOVEMENT; BREATHING; FINGER; FUNCTIONAL NEUROIMAGING; HEMODYNAMICS; MATHEMATICAL MODEL; MULTIVARIATE ANALYSIS; NEAR INFRARED SPECTROSCOPY; PRIORITY JOURNAL; REPRODUCIBILITY; SIGNAL PROCESSING; TASK RELATED COMPONENT ANALYSIS;

EID: 84867484654     PISSN: 10538119     EISSN: 10959572     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2012.08.044     Document Type: Article
Times cited : (137)

References (51)
  • 2
    • 0011812771 scopus 로고    scopus 로고
    • Kernel independent component analysis
    • Bach F.R., Jordan M.I. Kernel independent component analysis. J. Mach. Learn. Res. 2003, 3:1-48.
    • (2003) J. Mach. Learn. Res. , vol.3 , pp. 1-48
    • Bach, F.R.1    Jordan, M.I.2
  • 3
    • 0029411030 scopus 로고
    • An information-maximization approach to blind separation and blind deconvolution
    • Bell A.J., Sejnowski T.J. An information-maximization approach to blind separation and blind deconvolution. Neural Comput. 1995, 7:1129-1159.
    • (1995) Neural Comput. , vol.7 , pp. 1129-1159
    • Bell, A.J.1    Sejnowski, T.J.2
  • 5
    • 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., Heeger D.J. Linear systems analysis of functional magnetic resonance imaging in human V1. J. Neurosci. 1996, 16:4207.
    • (1996) J. Neurosci. , vol.16 , pp. 4207
    • Boynton, G.M.1    Engel, S.A.2    Glover, G.H.3    Heeger, D.J.4
  • 6
    • 15244351286 scopus 로고    scopus 로고
    • Semi-blind ICA of fMRI: a method for utilizing hypothesis-derived time courses in a spatial ICA analysis
    • Calhoun V.D., Adali T., Stevens M.C., Kiehl K.A., Pekar J.J. Semi-blind ICA of fMRI: a method for utilizing hypothesis-derived time courses in a spatial ICA analysis. Neuroimage 2005, 25:527-538.
    • (2005) Neuroimage , vol.25 , pp. 527-538
    • Calhoun, V.D.1    Adali, T.2    Stevens, M.C.3    Kiehl, K.A.4    Pekar, J.J.5
  • 7
    • 0032612381 scopus 로고    scopus 로고
    • High-order contrasts for independent component analysis
    • Cardoso J.F. High-order contrasts for independent component analysis. Neural Comput. 1999, 11:157-192.
    • (1999) Neural Comput. , vol.11 , pp. 157-192
    • Cardoso, J.F.1
  • 8
    • 73749087391 scopus 로고    scopus 로고
    • Functional near infrared spectroscopy (NIRS) signal improvement based on negative correlation between oxygenated and deoxygenated hemoglobin dynamics
    • Cui X., Bray S., Reiss A.L. Functional near infrared spectroscopy (NIRS) signal improvement based on negative correlation between oxygenated and deoxygenated hemoglobin dynamics. Neuroimage 2010, 49:3039-3046.
    • (2010) Neuroimage , vol.49 , pp. 3039-3046
    • Cui, X.1    Bray, S.2    Reiss, A.L.3
  • 9
    • 78650926309 scopus 로고    scopus 로고
    • A quantitative comparison of NIRS and fMRI across multiple cognitive tasks
    • Cui X., Bray S., Bryant D.M., Glover G.H., Reiss A.L. A quantitative comparison of NIRS and fMRI across multiple cognitive tasks. Neuroimage 2011, 54:2808-2821.
    • (2011) Neuroimage , vol.54 , pp. 2808-2821
    • Cui, X.1    Bray, S.2    Bryant, D.M.3    Glover, G.H.4    Reiss, A.L.5
  • 10
    • 79952705964 scopus 로고    scopus 로고
    • What could underlie the trial-related signal? A response to the commentaries by Drs. Kleinschmidt and Muller, and Drs. Handwerker and Bandettini
    • (discussion 1419-1422)
    • Das A., Sirotin Y.B. What could underlie the trial-related signal? A response to the commentaries by Drs. Kleinschmidt and Muller, and Drs. Handwerker and Bandettini. Neuroimage 2011, 55:1413-1418. (discussion 1419-1422).
    • (2011) Neuroimage , vol.55 , pp. 1413-1418
    • Das, A.1    Sirotin, Y.B.2
  • 11
    • 80052405494 scopus 로고    scopus 로고
    • The NIRS Analysis Package: noise reduction and statistical inference
    • Fekete T., Rubin D., Carlson J.M., Mujica-Parodi L.R. The NIRS Analysis Package: noise reduction and statistical inference. PLoS One 2011, 6:e24322.
    • (2011) PLoS One , vol.6
    • Fekete, T.1    Rubin, D.2    Carlson, J.M.3    Mujica-Parodi, L.R.4
  • 16
    • 79952704808 scopus 로고    scopus 로고
    • Simple explanations before complex theories: alternative interpretations of Sirotin and Das' observations
    • Handwerker D.A., Bandettini P.A. Simple explanations before complex theories: alternative interpretations of Sirotin and Das' observations. Neuroimage 2011, 55(4):1419-1422.
    • (2011) Neuroimage , vol.55 , Issue.4 , pp. 1419-1422
    • Handwerker, D.A.1    Bandettini, P.A.2
  • 17
    • 79952696806 scopus 로고    scopus 로고
    • Hemodynamic signals not predicted? Not so: a comment on Sirotin and Das (2009)
    • Handwerker D.A., Bandettini P.A. Hemodynamic signals not predicted? Not so: a comment on Sirotin and Das (2009). Neuroimage 2011, 55:1409-1412.
    • (2011) Neuroimage , vol.55 , pp. 1409-1412
    • Handwerker, D.A.1    Bandettini, P.A.2
  • 18
    • 0346307721 scopus 로고    scopus 로고
    • A fast fixed-point algorithm for independent component analysis
    • Hyvarinen A., Oja E. A fast fixed-point algorithm for independent component analysis. Neural Comput. 1997, 9:1483-1492.
    • (1997) Neural Comput. , vol.9 , pp. 1483-1492
    • Hyvarinen, A.1    Oja, E.2
  • 19
    • 33745199829 scopus 로고    scopus 로고
    • Quantitative evaluation of interrelations between spontaneous low-frequency oscillations in cerebral hemodynamics and systemic cardiovascular dynamics
    • Katura T., Tanaka N., Obata A., Sato H., Maki A. Quantitative evaluation of interrelations between spontaneous low-frequency oscillations in cerebral hemodynamics and systemic cardiovascular dynamics. Neuroimage 2006, 31:1592-1600.
    • (2006) Neuroimage , vol.31 , pp. 1592-1600
    • Katura, T.1    Tanaka, N.2    Obata, A.3    Sato, H.4    Maki, A.5
  • 20
    • 60849124266 scopus 로고    scopus 로고
    • Extracting task-related activation components from optical topography measurement using independent components analysis
    • Katura T., Sato H., Fuchino Y., Yoshida T., Atsumori H., Kiguchi M., Maki A., Abe M., Tanaka N. Extracting task-related activation components from optical topography measurement using independent components analysis. J. Biomed. Opt. 2008, 13:054008.
    • (2008) J. Biomed. Opt. , vol.13 , pp. 054008
    • Katura, T.1    Sato, H.2    Fuchino, Y.3    Yoshida, T.4    Atsumori, H.5    Kiguchi, M.6    Maki, A.7    Abe, M.8    Tanaka, N.9
  • 22
    • 77952319061 scopus 로고    scopus 로고
    • The blind, the lame, and the poor signals of brain function-a comment on Sirotin and Das (2009)
    • Kleinschmidt A., Muller N.G. The blind, the lame, and the poor signals of brain function-a comment on Sirotin and Das (2009). Neuroimage 2010, 50:622-625.
    • (2010) Neuroimage , vol.50 , pp. 622-625
    • Kleinschmidt, A.1    Muller, N.G.2
  • 23
    • 37549040515 scopus 로고    scopus 로고
    • Removal of the skin blood flow artifact in functional near-infrared spectroscopic imaging data through independent component analysis
    • Kohno S., Miyai I., Seiyama A., Oda I., Ishikawa A., Tsuneishi S., Amita T., Shimizu K. Removal of the skin blood flow artifact in functional near-infrared spectroscopic imaging data through independent component analysis. J. Biomed. Opt. 2007, 12:062111.
    • (2007) J. Biomed. Opt. , vol.12 , pp. 062111
    • Kohno, S.1    Miyai, I.2    Seiyama, A.3    Oda, I.4    Ishikawa, A.5    Tsuneishi, S.6    Amita, T.7    Shimizu, K.8
  • 26
    • 0000263234 scopus 로고
    • Distribution of eigenvalues for some sets of random matrices
    • Marcenko V.A., Pastur L.A. Distribution of eigenvalues for some sets of random matrices. Math. USSR-Sb. 1967, 1:457.
    • (1967) Math. USSR-Sb. , vol.1 , pp. 457
    • Marcenko, V.A.1    Pastur, L.A.2
  • 27
    • 0031702801 scopus 로고    scopus 로고
    • Independent component analysis of fMRI data: examining the assumptions
    • McKeown M.J., Sejnowski T.J. Independent component analysis of fMRI data: examining the assumptions. Hum. Brain Mapp. 1998, 6:368-372.
    • (1998) Hum. Brain Mapp. , vol.6 , pp. 368-372
    • McKeown, M.J.1    Sejnowski, T.J.2
  • 30
    • 79955035018 scopus 로고    scopus 로고
    • Intra- and extra-cranial effects of transient blood pressure changes on brain near-infrared spectroscopy (NIRS) measurements
    • Minati L., Kress I.U., Visani E., Medford N., Critchley H.D. Intra- and extra-cranial effects of transient blood pressure changes on brain near-infrared spectroscopy (NIRS) measurements. J. Neurosci. Methods 2011, 197:283-288.
    • (2011) J. Neurosci. Methods , vol.197 , pp. 283-288
    • Minati, L.1    Kress, I.U.2    Visani, E.3    Medford, N.4    Critchley, H.D.5
  • 31
    • 77955175298 scopus 로고    scopus 로고
    • A multilead scheme based on periodic component analysis for T-wave alternans analysis in the ECG
    • Monasterio V., Clifford G.D., Laguna P., Martinez J.P. A multilead scheme based on periodic component analysis for T-wave alternans analysis in the ECG. Ann. Biomed. Eng. 2010, 38:2532-2541.
    • (2010) Ann. Biomed. Eng. , vol.38 , pp. 2532-2541
    • Monasterio, V.1    Clifford, G.D.2    Laguna, P.3    Martinez, J.P.4
  • 32
    • 0033869768 scopus 로고    scopus 로고
    • Independent component-cross correlation-sequential epoch (ICS) analysis of high field fMRI time series: direct visualization of dual representation of the primary motor cortex in human
    • Nakada T., Suzuki K., Fujii Y., Matsuzawa H., Kwee I.L. Independent component-cross correlation-sequential epoch (ICS) analysis of high field fMRI time series: direct visualization of dual representation of the primary motor cortex in human. Neurosci. Res. 2000, 37:237-244.
    • (2000) Neurosci. Res. , vol.37 , pp. 237-244
    • Nakada, T.1    Suzuki, K.2    Fujii, Y.3    Matsuzawa, H.4    Kwee, I.L.5
  • 33
    • 2542447234 scopus 로고    scopus 로고
    • The application of independent component analysis to the multi-channel surface electromyographic signals for separation of motor unit action potential trains: part I-measuring techniques
    • Nakamura H., Yoshida M., Kotani M., Akazawa K., Moritani T. The application of independent component analysis to the multi-channel surface electromyographic signals for separation of motor unit action potential trains: part I-measuring techniques. J. Electromyogr. Kinesiol. 2004, 14:423-432.
    • (2004) J. Electromyogr. Kinesiol. , vol.14 , pp. 423-432
    • Nakamura, H.1    Yoshida, M.2    Kotani, M.3    Akazawa, K.4    Moritani, T.5
  • 34
    • 84934444550 scopus 로고    scopus 로고
    • Quantification of systemic interference in optical topography data during frontal lobe and motor cortex activation: an independent component analysis
    • Patel S., Katura T., Maki A., Tachtsidis I. Quantification of systemic interference in optical topography data during frontal lobe and motor cortex activation: an independent component analysis. Adv. Exp. Med. Biol. 2011, 701:45-51.
    • (2011) Adv. Exp. Med. Biol. , vol.701 , pp. 45-51
    • Patel, S.1    Katura, T.2    Maki, A.3    Tachtsidis, I.4
  • 35
    • 77956895982 scopus 로고    scopus 로고
    • Principal component analysis of ensemble recordings reveals cell assemblies at high temporal resolution
    • Peyrache A., Benchenane K., Khamassi M., Wiener S.I., Battaglia F.P. Principal component analysis of ensemble recordings reveals cell assemblies at high temporal resolution. J. Comput. Neurosci. 2010, 29:309-325.
    • (2010) J. Comput. Neurosci. , vol.29 , pp. 309-325
    • Peyrache, A.1    Benchenane, K.2    Khamassi, M.3    Wiener, S.I.4    Battaglia, F.P.5
  • 36
    • 33947180544 scopus 로고    scopus 로고
    • Model-based analysis of rapid event-related functional near-infrared spectroscopy (NIRS) data: a parametric validation study
    • Plichta M.M., Heinzel S., Ehlis A.C., Pauli P., Fallgatter A.J. Model-based analysis of rapid event-related functional near-infrared spectroscopy (NIRS) data: a parametric validation study. Neuroimage 2007, 35:625-634.
    • (2007) Neuroimage , vol.35 , pp. 625-634
    • Plichta, M.M.1    Heinzel, S.2    Ehlis, A.C.3    Pauli, P.4    Fallgatter, A.J.5
  • 38
    • 79952704811 scopus 로고    scopus 로고
    • Two-detector Corrected Near Infrared Spectroscopy (C-NIRS) detects hemodynamic activation responses more robustly than single-detector NIRS
    • Saager R.B., Telleri N.L., Berger A.J. Two-detector Corrected Near Infrared Spectroscopy (C-NIRS) detects hemodynamic activation responses more robustly than single-detector NIRS. Neuroimage 2011, 55:1679-1685.
    • (2011) Neuroimage , vol.55 , pp. 1679-1685
    • Saager, R.B.1    Telleri, N.L.2    Berger, A.J.3
  • 39
    • 47649108721 scopus 로고    scopus 로고
    • Multichannel electrocardiogram decomposition using periodic component analysis
    • Sameni R., Jutten C., Shamsollahi M.B. Multichannel electrocardiogram decomposition using periodic component analysis. IEEE Trans. Biomed. Eng. 2008, 55:1935-1940.
    • (2008) IEEE Trans. Biomed. Eng. , vol.55 , pp. 1935-1940
    • Sameni, R.1    Jutten, C.2    Shamsollahi, M.B.3
  • 40
    • 32944479145 scopus 로고    scopus 로고
    • Intersubject variability of near-infrared spectroscopy signals during sensorimotor cortex activation
    • Sato H., Fuchino Y., Kiguchi M., Katura T., Maki A., Yoro T., Koizumi H. Intersubject variability of near-infrared spectroscopy signals during sensorimotor cortex activation. J. Biomed. Opt. 2005, 10:44001.
    • (2005) J. Biomed. Opt. , vol.10 , pp. 44001
    • Sato, H.1    Fuchino, Y.2    Kiguchi, M.3    Katura, T.4    Maki, A.5    Yoro, T.6    Koizumi, H.7
  • 42
    • 84898995573 scopus 로고    scopus 로고
    • Periodic component analysis: an eigenvalue method for representing periodic structure in speech
    • Saul L.K., Allen J.B. Periodic component analysis: an eigenvalue method for representing periodic structure in speech. Advances in Neural Information Processing Systems 2001, 807-813.
    • (2001) Advances in Neural Information Processing Systems , pp. 807-813
    • Saul, L.K.1    Allen, J.B.2
  • 43
    • 58749113429 scopus 로고    scopus 로고
    • Anticipatory haemodynamic signals in sensory cortex not predicted by local neuronal activity
    • Sirotin Y.B., Das A. Anticipatory haemodynamic signals in sensory cortex not predicted by local neuronal activity. Nature 2009, 457:475-479.
    • (2009) Nature , vol.457 , pp. 475-479
    • Sirotin, Y.B.1    Das, A.2
  • 44
    • 84855439209 scopus 로고    scopus 로고
    • Spatial homogeneity and task-synchrony of the trial-related hemodynamic signal
    • Sirotin Y.B., Cardoso M., Lima B., Das A. Spatial homogeneity and task-synchrony of the trial-related hemodynamic signal. Neuroimage 2012, 59:2783-2797.
    • (2012) Neuroimage , vol.59 , pp. 2783-2797
    • Sirotin, Y.B.1    Cardoso, M.2    Lima, B.3    Das, A.4
  • 46
    • 77949878441 scopus 로고    scopus 로고
    • Functional optical topography analysis using statistical parametric mapping (SPM) methodology with and without physiological confounds
    • Tachtsidis I., Koh P.H., Stubbs C., Elwell C.E. Functional optical topography analysis using statistical parametric mapping (SPM) methodology with and without physiological confounds. Oxygen Transp. Tissue 2010, XXXI:237-243.
    • (2010) Oxygen Transp. Tissue , vol.31 , pp. 237-243
    • Tachtsidis, I.1    Koh, P.H.2    Stubbs, C.3    Elwell, C.E.4
  • 47
    • 79959770650 scopus 로고    scopus 로고
    • Influence of skin blood flow on near-infrared spectroscopy signals measured on the forehead during a verbal fluency task
    • Takahashi T., Takikawa Y., Kawagoe R., Shibuya S., Iwano T., Kitazawa S. Influence of skin blood flow on near-infrared spectroscopy signals measured on the forehead during a verbal fluency task. Neuroimage 2011, 57:991-1002.
    • (2011) Neuroimage , vol.57 , pp. 991-1002
    • Takahashi, T.1    Takikawa, Y.2    Kawagoe, R.3    Shibuya, S.4    Iwano, T.5    Kitazawa, S.6
  • 48
    • 0000840166 scopus 로고
    • Characteristic vectors of bordered matrices with infinite dimensions
    • Wigner E.P. Characteristic vectors of bordered matrices with infinite dimensions. Ann. Math. 1955, 62:548-564.
    • (1955) Ann. Math. , vol.62 , pp. 548-564
    • Wigner, E.P.1
  • 49
    • 0002478260 scopus 로고
    • Random matrices in physics
    • Wigner E.P. Random matrices in physics. SIAM Rev. 1967, 9:1-23.
    • (1967) SIAM Rev. , vol.9 , pp. 1-23
    • Wigner, E.P.1
  • 50
    • 0002125597 scopus 로고
    • The generalised product moment distribution in samples from a normal multivariate population
    • Wishart J. The generalised product moment distribution in samples from a normal multivariate population. Biometrika 1928, 20:32-52.
    • (1928) Biometrika , vol.20 , pp. 32-52
    • Wishart, J.1
  • 51
    • 0029096148 scopus 로고
    • Analysis of fMRI time-series revisited-again
    • Worsley K.J., Friston K.J. Analysis of fMRI time-series revisited-again. Neuroimage 1995, 2:173-181.
    • (1995) Neuroimage , vol.2 , pp. 173-181
    • Worsley, K.J.1    Friston, K.J.2


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