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Estimation of directional coupling between cortical areas using Near-Infrared Spectroscopy (NIRS)
Chang-Hwan Im, Young-Jin Jung, Seungduk Lee, Dalkwon Koh, Do-Won Kim, and Beop-Min Kim »View Author Affiliations
Chang-Hwan Im,1
Young-Jin Jung,1
Seungduk Lee,2
Dalkwon Koh,3
Do-Won Kim,1
and Beop-Min Kim3,*
1Department of Biomedical Engineering, Yonsei University, 234 Maeji-ri, Heungeop-myun, Wonju-si, Kangwon-do, 220-710, Korea
2Department of Biomicrosystem Engineering, Korea University, Jeongneung 3-dong, Seongbuk-ku, Seoul, 136-703, Korea
3Department of Biomedical Engineering, Korea University, Jeongneung 3-dong, Seongbuk-ku, Seoul, 136-703, Korea
*Corresponding author: bmk515@korea.ac.kr
Optics Express, Vol. 18, Issue 6, pp. 5730-5739 (2010)
http://dx.doi.org/10.1364/OE.18.005730
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Abstract
This study invesitigated the feasibility of measuring directional coupling between cortical areas with near-infrared spectroscopy (NIRS). Cerebral hemodynamic responses were recorded at the primary somatosensory cortex (S1), secondary somatosensory cortex (S2), and primary motor cortex (M1) regions of the rat barrel cortex during electrical stimulation of rat whiskers. Deoxyhemoglobin concentration changes were calculated from NIRS recordings and the Granger causality based on the multivariate autoregressive (MVAR) model was used to estimate the effective causal connectivity among S1, S2, and M1. The estimated causality patterns of seven rats showed consistent unidirectional coupling between the somatosensory areas and the motor areas (S1 and S2 → M1), which coincided well with our hypothesis because the rats’ motor function was completely anesthetized. Our preliminary results suggest that cortico-cortical directional coupling can be successfully investigated with NIRS.
© 2010 OSA
OCIS Codes
(170.0170) Medical optics and biotechnology : Medical optics and biotechnology
(170.1610) Medical optics and biotechnology : Clinical applications
(170.2655) Medical optics and biotechnology : Functional monitoring and imaging
ToC Category:
Medical Optics and Biotechnology
History
Original Manuscript: January 4, 2010
Revised Manuscript: February 16, 2010
Manuscript Accepted: February 18, 2010
Published: March 5, 2010
Virtual Issues
Vol. 5, Iss. 7 Virtual Journal for Biomedical Optics
Citation
Chang-Hwan Im, Young-Jin Jung, Seungduk Lee, Dalkwon Koh, Do-Won Kim, and Beop-Min Kim, "Estimation of directional coupling between cortical areas using Near-Infrared Spectroscopy (NIRS)," Opt. Express 18, 5730-5739 (2010)
http://www.opticsinfobase.org/oe/abstract.cfm?URI=oe-18-6-5730
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- J. Sepulcre, J. C. Masdeu, M. A. Pastor, J. Goñi, C. Barbosa, B. Bejarano, and P. Villoslada, “Brain pathways of verbal working memory: a lesion-function correlation study,” Neuroimage 47(2), 773–778 (2009). [CrossRef] [PubMed]
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- L. Astolfi, F. Cincotti, D. Mattia, C. Babiloni, F. Carducci, A. Basilisco, P. M. Rossini, S. Salinari, L. Ding, Y. Ni, B. He, and F. Babiloni, “Assessing cortical functional connectivity by linear inverse estimation and directed transfer function: simulations and application to real data,” Clin. Neurophysiol. 116(4), 920–932 (2005). [CrossRef] [PubMed]
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- N. Roche-Labarbe, B. Zaaimi, P. Berquin, A. Nehlig, R. Grebe, and F. Wallois, “NIRS-measured oxy- and deoxyhemoglobin changes associated with EEG spike-and-wave discharges in children,” Epilepsia 49(11), 1871–1880 (2008). [CrossRef] [PubMed]
- S. Muehlschlegel, J. Selb, M. Patel, S. G. Diamond, M. A. Franceschini, A. G. Sorensen, D. A. Boas, and L. H. Schwamm, “Feasibility of NIRS in the neurointensive care unit: a pilot study in stroke using physiological oscillations,” Neurocrit. Care 11(2), 288–295 (2009). [CrossRef] [PubMed]
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Ann. Stat.
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Clin. Neurophysiol.
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Epilepsia
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Neuroimage
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Neuron
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Neurosci. Lett.
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Opt. Express
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Physica D
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2009, Muehlschlegel, Neurocrit. Care
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- J. C. Ye, S. Tak, K. E. Jang, J. Jung, and J. Jang, “NIRS-SPM: statistical parametric mapping for near-infrared spectroscopy,” Neuroimage 44(2), 428–447 (2009). [CrossRef]
- J. Sepulcre, J. C. Masdeu, M. A. Pastor, J. Goñi, C. Barbosa, B. Bejarano, and P. Villoslada, “Brain pathways of verbal working memory: a lesion-function correlation study,” Neuroimage 47(2), 773–778 (2009). [CrossRef] [PubMed]
- T. Durduran, C. Zhou, B. L. Edlow, G. Yu, R. Choe, M. N. Kim, B. L. Cucchiara, M. E. Putt, Q. Shah, S. E. Kasner, J. H. Greenberg, A. G. Yodh, and J. A. Detre, “Transcranial optical monitoring of cerebrovascular hemodynamics in acute stroke patients,” Opt. Express 17(5), 3884–3902 (2009). [CrossRef] [PubMed]
- N. Shimoda, K. Takeda, I. Imai, J. Kaneko, and H. Kato, “Cerebral laterality differences in handedness: a mental rotation study with NIRS,” Neurosci. Lett. 430(1), 43–47 (2008). [CrossRef]
- G. Nolte, A. Ziehe, V. V. Nikulin, A. Schlögl, N. Krämer, T. Brismar, and K. R. Müller, “Robustly estimating the flow direction of information in complex physical systems,” Phys. Rev. Lett. 100(23), 234101 (2008). [CrossRef] [PubMed]
- A. Gallagher, M. Lassonde, D. Bastien, P. Vannasing, F. Lesage, C. Grova, A. Bouthillier, L. Carmant, F. Lepore, R. Beland, and D. K. Nguyen, ““Non-invasive pre-surgical investigation of a 10 year-old epileptic boy using simultaneous EEG-NIRS,” Seizure-Eur, J. Epilepsy 17, 576–582 (2008). [CrossRef]
- N. Roche-Labarbe, B. Zaaimi, P. Berquin, A. Nehlig, R. Grebe, and F. Wallois, “NIRS-measured oxy- and deoxyhemoglobin changes associated with EEG spike-and-wave discharges in children,” Epilepsia 49(11), 1871–1880 (2008). [CrossRef] [PubMed]
- D. W. Gow, J. A. Segawa, S. P. Ahlfors, and F. H. Lin, “Lexical influences on speech perception: a Granger causality analysis of MEG and EEG source estimates,” Neuroimage 43(3), 614–623 (2008). [CrossRef] [PubMed]
- A. Korzeniewska, C. M. Crainiceanu, R. Kuś, P. J. Franaszczuk, and N. E. Crone, “Dynamics of event-related causality in brain electrical activity,” Hum. Brain Mapp. 29(10), 1170–1192 (2008). [CrossRef]
- L. Ding, G. A. Worrell, T. D. Lagerlund, and B. He, “Ictal source analysis: localization and imaging of causal interactions in humans,” Neuroimage 34(2), 575–586 (2007). [CrossRef]
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- L. Petreanu, D. Huber, A. Sobczyk, and K. Svoboda, “Channelrhodopsin-2-assisted circuit mapping of long-range callosal projections,” Nat. Neurosci. 10(5), 663–668 (2007). [CrossRef] [PubMed]
- C. C. Petersen, “The functional organization of the barrel cortex,” Neuron 56(2), 339–355 (2007). [CrossRef] [PubMed]
- S. Chakrabarti and K. D. Alloway, “Differential origin of projections from SI barrel cortex to the whisker representations in SII and MI,” J. Comp. Neurol. 498(5), 624–636 (2006). [CrossRef] [PubMed]
- A. Schlogl, “A comparison of multivariate autoregressive estimators,” Signal Process. 86(9), 2426–2429 (2006). [CrossRef]
- T. J. Huppert, R. D. Hoge, S. G. Diamond, M. A. Franceschini, and D. A. Boas, “A temporal comparison of BOLD, ASL, and NIRS hemodynamic responses to motor stimuli in adult humans,” Neuroimage 29(2), 368–382 (2006). [CrossRef]
- M. A. Franceschini, D. K. Joseph, T. J. Huppert, S. G. Diamond, and D. A. Boas, “Diffuse optical imaging of the whole head,” J. Biomed. Opt. 11(5), 054007 (2006). [CrossRef] [PubMed]
- T. Austin, A. P. Gibson, G. Branco, R. M. Yusof, S. R. Arridge, J. H. Meek, J. S. Wyatt, D. T. Delpy, and J. C. Hebden, “Three dimensional optical imaging of blood volume and oxygenation in the neonatal brain,” Neuroimage 31(4), 1426–1433 (2006). [CrossRef] [PubMed]
- B. Abler, A. Roebroeck, R. Goebel, A. Höse, C. Schönfeldt-Lecuona, G. Hole, and H. Walter, “Investigating directed influences between activated brain areas in a motor-response task using fMRI,” Magn. Reson. Imaging 24(2), 181–185 (2006). [CrossRef] [PubMed]
- J. R. Sato, E. A. Junior, D. Y. Takahashi, M. de Maria Felix, M. J. Brammer, and P. A. Morettin, “A method to produce evolving functional connectivity maps during the course of an fMRI experiment using wavelet-based time-varying Granger causality,” Neuroimage 31(1), 187–196 (2006). [CrossRef] [PubMed]
- L. Lee, K. Friston, and B. Horwitz, “Large-scale neural models and dynamic causal modelling,” Neuroimage 30(4), 1243–1254 (2006). [CrossRef] [PubMed]
- O. David, S. J. Kiebel, L. M. Harrison, J. Mattout, J. M. Kilner, and K. J. Friston, “Dynamic causal modeling of evoked responses in EEG and MEG,” Neuroimage 30(4), 1255–1272 (2006). [CrossRef] [PubMed]
- S. J. Kiebel, O. David, and K. J. Friston, “Dynamic causal modelling of evoked responses in EEG/MEG with lead field parameterization,” Neuroimage 30(4), 1273–1284 (2006). [CrossRef] [PubMed]
- L. Astolfi, F. Cincotti, D. Mattia, C. Babiloni, F. Carducci, A. Basilisco, P. M. Rossini, S. Salinari, L. Ding, Y. Ni, B. He, and F. Babiloni, “Assessing cortical functional connectivity by linear inverse estimation and directed transfer function: simulations and application to real data,” Clin. Neurophysiol. 116(4), 920–932 (2005). [CrossRef] [PubMed]
- A. K. Seth, ““Causal connectivity of evolved neural networks during behavior,” Network-Comp Neural. 16(1), 35–54 (2005). [CrossRef]
- F. Babiloni, F. Cincotti, C. Babiloni, F. Carducci, D. Mattia, L. Astolfi, A. Basilisco, P. M. Rossini, L. Ding, Y. Ni, J. Cheng, K. Christine, J. Sweeney, and B. He, “Estimation of the cortical functional connectivity with the multimodal integration of high-resolution EEG and fMRI data by directed transfer function,” Neuroimage 24(1), 118–131 (2005). [CrossRef]
- F. Crespi, A. Bandera, M. Donini, C. Heidbreder, and L. Rovati, “Non-invasive in vivo infrared laser spectroscopy to analyse endogenous oxy-haemoglobin, deoxy-haemoglobin, and blood volume in the rat CNS,” J. Neurosci. Methods 145(1-2), 11–22 (2005). [CrossRef] [PubMed]
- W. Hesse, E. Möller, M. Arnold, and B. Schack, “The use of time-variant EEG Granger causality for inspecting directed interdependencies of neural assemblies,” J. Neurosci. Methods 124(1), 27–44 (2003). [CrossRef] [PubMed]
- K. J. Friston, L. Harrison, and W. Penny, “Dynamic causal modelling,” Neuroimage 19(4), 1273–1302 (2003). [CrossRef] [PubMed]
- T. Schreiber, “Measuring information transfer,” Phys. Rev. Lett. 85(2), 461–464 (2000). [CrossRef] [PubMed]
- F. Mormann, K. Lehnertz, P. David, and C. E. Elger, “Mean phase coherence as a measure for phase synchronization and its application to the EEG of epilepsy patients,” Physica D 144(3-4), 358–369 (2000). [CrossRef]
- C. I. Moore, S. B. Nelson, and M. Sur, “Dynamics of neuronal processing in rat somatosensory cortex,” Trends Neurosci. 22(11), 513–520 (1999). [CrossRef] [PubMed]
- G. Pfurtscheller and C. Andrew, “Event-Related changes of band power and coherence: methodology and interpretation,” J. Clin. Neurophysiol. 16(6), 512–519 (1999). [CrossRef] [PubMed]
- M. G. Rosenblum, A. S. Pikovsky, and J. Kurths, “Phase synchronization of chaotic oscillators,” Phys. Rev. Lett. 76(11), 1804–1807 (1996). [CrossRef] [PubMed]
- D. T. Delpy, M. Cope, P. Zee, S. Arridge, S. Wray, and J. Wyatt, “Estimation of optical pathlength through tissue from direct time of flight measurement,” Phys. Med. Biol. 33(12), 1433–1442 (1988). [CrossRef] [PubMed]
- J. Geweke, R. Meese, and W. Dent, “Comparing Alternative Tests of Causality in Temporal Systems - Analytic Results and Experimental-Evidence,” J. Econom. 21(2), 161–194 (1983). [CrossRef]
- G. Schwarz, “Estimating Dimension of a Model,” Ann. Stat. 6(2), 461–464 (1978). [CrossRef]
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