Abstract
In absence of all goal-directed behavior, a characteristic network of cortical regions involving prefrontal and cingulate cortices consistently shows temporally coherent fluctuations. The origin of these fluctuations is unknown, but has been hypothesized to be of stochastic nature. In the present paper we test the hypothesis that time delays in the network dynamics play a crucial role in the generation of these fluctuations. By tuning the propagation velocity in a network based on primate connectivity, we scale the time delays and demonstrate the emergence of the resting state networks for biophysically realistic parameters.
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References
Assisi CG, Jirsa VK, Kelso JAS (2005) Synchrony and clustering in heterogeneous networks with global coupling and parameter dispersion. PRL 94:018106
Bar M (2007) The proactive brain: using analogies and associations to generate predictions. Trends Cogn Sci 11(7):280–289
Biswal B, Yetkin FZ, Haughton VM, Hyde JS (1995) Functional connectivity in the motor cortex of resting human brain using echo-planar MRI. Magn Reson Med 34:537–541
Breakspear M, Jirsa VK (2007) Neuronal dynamics and brain connectivity. In: Jirsa VK, McIntosh ARM (eds) Handbook of brain connectivity. Springer
Damoiseaux JS et al (2006) Consistent resting-state networks across healthy subjects. Proc Natl Acad Sci USA 103:13848–13853
Daubechies I (1992) Ten lectures on wavelets. SIAM
FitzHugh R (1961) Impulses and physiological states in theoretical models of nerve membrane. Biophys J 1:445–466
Fox MD et al (2005) The human brain is intrinsically organized into dynamic, anticorrelated functional networks. Proc Natl Acad Sci USA 102:9673–9678
Greicius MD, Krasnow B, Reiss AL, Menon V (2003) Functional connectivity in the resting brain: a network analysis of the default mode hypothesis. Proc Natl Acad Sci USA 100:253–258
Gusnard DA, Raichle ME (2001) Searching for a baseline: Functional imaging and the resting human brain. Nat Rev Neurosci 2:685–694
Honey CJ, Kötter R, Breakspear M, Sporns O (2007) Network structure of cerebral cortex shapes function connectivity on multiple time scales. Proc Natl Acad Sci USA 104:10240–10245
Jirsa VK (2004) Connectivity and dynamics of neural information processing. Neuroinformatics 2(2):183–204
Kötter R (2004) Online retrieval, processing, and visualization of primate connectivity data from the CoCoMac database. Neuroinformatics 2:127–144
Kötter R (2005) Wanke Mapping brains without coordinates. Philos Trans R Soc Lond B 360:751–766
Nagumo J, Arimoto S, Yoshizawa S (1962) An active pulse transmission line simulating nerve axon. Proc IRE 50:2061–2070
Salvador R, Achard S, Bullmore ET (2007) Frequency dependent functional connectivity analysis of fMRI data in Fourier and wavelet domains. In: Jirsa VK, McIntosh ARM (eds) Handbook of brain connectivity. Springer
Tononi G, Edelman GM (1998) Consciousness and complexity. Science 282:1846–1851
Vincent JL et al (2006) Coherent spontaneous activity identifies a hippocampal-parietal memory network. J Neurophysiol 96:3517–3531
Vincent JL, Patel GH, Fox MD, Snyder AZ, Baker JT, Van Essen DC, Zempel JM, Snyder LH, Corbetta M, Raichle ME (2007) Intrinsic functional architecture in the anaesthetized monkey brain. Nature 447:83–86
Wilson HR, Cowan JD (1972) Excitatory and inhibitory interactions in localized populations of model neurons. Biophys J 12:1–23
Acknowledgements
RK acknowledges support by the Deutsche Forschungsgemeinschaft and VKJ acknowledges support by the ATIP (Centre National de la Recherche Scientifique). ARM, RK and VKJ were supported by the JS McDonnell Foundation.
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Appendix: list of cortical areas
Appendix: list of cortical areas
- A1:
-
Primary auditory
- A2:
-
Secondary auditory
- CCA:
-
Anterior cingulate cortex
- CCP:
-
Posterior cingulate cortex
- CCR:
-
Retrosplenial cingulate cortex
- CCS:
-
Subgenual cingulate cortex
- FEF:
-
Frontal eye field
- IA:
-
Anterior insula
- IP:
-
Posterior insula
- M1:
-
Primary motor cortex
- PCI:
-
Inferior parietal cortex
- PCIP:
-
Intraparietal sulcus cortex
- PCM:
-
Medial parietal cortex
- PCS:
-
Superior parietal cortex
- PFCCL:
-
Centrolateral prefrontal cortex
- PFCDL:
-
Dorsolateral prefrontal cortex
- PFCDM:
-
Dorsomedial prefrontal cortex
- PFCM:
-
Medial prefrontal cortex
- PFCORB:
-
Orbital prefrontal cortex
- PFCPOL:
-
Prefrontal polar cortex
- PFCVL:
-
Ventrolateral prefrontal cortex
- PHC:
-
Parahippocampal cortex
- PMCDL:
-
Dorsolateral premotor cortex
- PMCM:
-
Medial (supplementary) premotor cortex
- PMCVL:
-
Ventrolateral premotor cortex
- S1:
-
Primary somatosensory cortex
- S2:
-
Secondary somatosensory cortex
- TCC:
-
Central temporal cortex
- TCI:
-
Inferior temporal cortex
- TCPOL:
-
Polar temporal cortex
- TCS:
-
Superior temporal cortex
- TCV:
-
Ventral temporal cortex
- V1:
-
Primary visual cortex
- V2:
-
Secondary visual cortex
- VACD:
-
Dorsal anterior visual cortex
- VACV:
-
Ventral anterior visual cortex
- Pulvinar:
-
Pulvinar
- ThalAM:
-
Anteromedial thalamus
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Ghosh, A., Rho, Y., McIntosh, A.R. et al. Cortical network dynamics with time delays reveals functional connectivity in the resting brain. Cognitive Neurodynamics 2, 115–120 (2008). https://doi.org/10.1007/s11571-008-9044-2
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DOI: https://doi.org/10.1007/s11571-008-9044-2