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Published in: Cognitive Neurodynamics 5/2023

30-11-2022 | Research Article

Inter-areal transmission of multiple neural signals through frequency-division-multiplexing communication

Authors: Hao Si, Xiaojuan Sun

Published in: Cognitive Neurodynamics | Issue 5/2023

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Abstract

Inter-areal information transmission in the brain cortex relates to cognitive functions. Researches used to pay attention to activity pattern transmission, signals gating, or routing in neuronal networks. However, the underlying mechanism of simultaneous transmission of multiple neural signals in the same channel across networks remains unclear. In this work, we construct a two-layer feedforward neuronal network (sender-receiver) with each layer’s intrinsic rhythms consisting of slow- (low-frequency) and fast- gamma rhythms (high-frequency), investigating how to realize simultaneous transmission of multiple signals in neuronal systems. With the aid of resonance and frequency analysis, it is shown that low- and high-frequency signals can be transmitted simultaneously in such a feedforward network through frequency division multiplexing (FDM) communication. The transmission performance is related to the local resonance, connectivity, as well as background noise. Moreover, low- and high-frequency signals can also be gated or selected with appropriate adjustments of recurrent connection strength and delay, and background noise. Our model might provide a novel insight into the underlying mechanism of complex signals communication between different cortex areas.

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Literature
go back to reference Abeles M, Bergman H, Margalit E et al (1993) Spatiotemporal firing patterns in the frontal cortex of behaving monkeys. J Neurophysiol 70(4):1629–1638CrossRefPubMed Abeles M, Bergman H, Margalit E et al (1993) Spatiotemporal firing patterns in the frontal cortex of behaving monkeys. J Neurophysiol 70(4):1629–1638CrossRefPubMed
go back to reference Aertsen A, Diesmann M, Gewaltig M (1996) Propagation of synchronous spiking activity in feedforward neural networks. J Physiol-Paris 90(3):243–247CrossRefPubMed Aertsen A, Diesmann M, Gewaltig M (1996) Propagation of synchronous spiking activity in feedforward neural networks. J Physiol-Paris 90(3):243–247CrossRefPubMed
go back to reference Bastos AM, Vezoli J, Bosman CA et al (2015) Visual areas exert feedforward and feedback influences through distinct frequency channels. Neuron 85:390–401CrossRefPubMed Bastos AM, Vezoli J, Bosman CA et al (2015) Visual areas exert feedforward and feedback influences through distinct frequency channels. Neuron 85:390–401CrossRefPubMed
go back to reference Belluscio MA, Mizuseki K, Schmidt R et al (2012) Cross-frequency phase-phase coupling between theta and gamma oscillations in the hippocampus. J Neurosci 32:423–435CrossRefPubMedPubMedCentral Belluscio MA, Mizuseki K, Schmidt R et al (2012) Cross-frequency phase-phase coupling between theta and gamma oscillations in the hippocampus. J Neurosci 32:423–435CrossRefPubMedPubMedCentral
go back to reference Bosman CA, Schoffelen JM, Brunet NM et al (2012) Attentional stimulus selection through selective synchronization between monkey visual areas. Neuron 75:875–888CrossRefPubMedPubMedCentral Bosman CA, Schoffelen JM, Brunet NM et al (2012) Attentional stimulus selection through selective synchronization between monkey visual areas. Neuron 75:875–888CrossRefPubMedPubMedCentral
go back to reference Chung S, Abbott LF (2021) Neural population geometry: an approach for understanding biological and artificial neural networks. Current Opin Neurobiol 70:137–144CrossRef Chung S, Abbott LF (2021) Neural population geometry: an approach for understanding biological and artificial neural networks. Current Opin Neurobiol 70:137–144CrossRef
go back to reference Colgin LL, Denninger T, Fyhn M et al (2009) Frequency of gamma oscillations routes flow of information in the hippocampus. Nature 462:353–357CrossRefPubMed Colgin LL, Denninger T, Fyhn M et al (2009) Frequency of gamma oscillations routes flow of information in the hippocampus. Nature 462:353–357CrossRefPubMed
go back to reference Diesmann M, Gewaltig MO, Aertsen A (1999) Stable propagation of synchronous spiking in cortical neural networks. Nature 402:529–533CrossRefPubMed Diesmann M, Gewaltig MO, Aertsen A (1999) Stable propagation of synchronous spiking in cortical neural networks. Nature 402:529–533CrossRefPubMed
go back to reference Fernández-Ruiz A, Oliva A, Soula M, et al (2021) Gamma rhythm communication between entorhinal cortex and dentate gyrus neuronal assemblies. Science 372(6537): eabf3119 Fernández-Ruiz A, Oliva A, Soula M, et al (2021) Gamma rhythm communication between entorhinal cortex and dentate gyrus neuronal assemblies. Science 372(6537): eabf3119
go back to reference Feulner B, Clopath C (2021) Neural manifold under plasticity in a goal driven learning behaviour. PLoS Comput biol 17 2:e1008,621 Feulner B, Clopath C (2021) Neural manifold under plasticity in a goal driven learning behaviour. PLoS Comput biol 17 2:e1008,621
go back to reference Fries P (2005) A mechanism for cognitive dynamics: neuronal communication through neuronal coherence. Trends Cognitive Sci 9(10):474–480CrossRef Fries P (2005) A mechanism for cognitive dynamics: neuronal communication through neuronal coherence. Trends Cognitive Sci 9(10):474–480CrossRef
go back to reference Gerstner W, Kistler WM, Naud R et al (2014) Neuronal Dynamics: From Single Neurons to Networks and Models of Cognition. Cambridge University Press, USACrossRef Gerstner W, Kistler WM, Naud R et al (2014) Neuronal Dynamics: From Single Neurons to Networks and Models of Cognition. Cambridge University Press, USACrossRef
go back to reference Gewaltig MO, Diesmann M (2007) Nest (neural simulation tool). Scholarpedia 2(4):1430CrossRef Gewaltig MO, Diesmann M (2007) Nest (neural simulation tool). Scholarpedia 2(4):1430CrossRef
go back to reference Gewaltig MO, Diesmann M, Aertsen A (2001) Propagation of cortical synfire activity: survival probability in single trials and stability in the mean. Neural Netw 14(6):657–673CrossRefPubMed Gewaltig MO, Diesmann M, Aertsen A (2001) Propagation of cortical synfire activity: survival probability in single trials and stability in the mean. Neural Netw 14(6):657–673CrossRefPubMed
go back to reference Guo D, Perc M, Zhang Y, et al (2017) Frequency-difference-dependent stochastic resonance in neural systems. Physical review E 96 2-1:022,415 Guo D, Perc M, Zhang Y, et al (2017) Frequency-difference-dependent stochastic resonance in neural systems. Physical review E 96 2-1:022,415
go back to reference Hahn G, Ponce-Alvarez A, Deco G et al (2018) Portraits of communication in neuronal networks. Nat Rev Neurosci 20:117–127CrossRef Hahn G, Ponce-Alvarez A, Deco G et al (2018) Portraits of communication in neuronal networks. Nat Rev Neurosci 20:117–127CrossRef
go back to reference Han C, Wang B, Yang G et al (2020) Neural mechanism of orientation selectivity for distinct gamma oscillations in cat v1. J Vision 20:1116CrossRef Han C, Wang B, Yang G et al (2020) Neural mechanism of orientation selectivity for distinct gamma oscillations in cat v1. J Vision 20:1116CrossRef
go back to reference Han C, Wang TY, Wu Y, et al (2021b) The generation and modulation of distinct gamma oscillations with local, horizontal, and feedback connections in the primary visual cortex: A model study on large-scale networks. Neural Plasticity 2021 Han C, Wang TY, Wu Y, et al (2021b) The generation and modulation of distinct gamma oscillations with local, horizontal, and feedback connections in the primary visual cortex: A model study on large-scale networks. Neural Plasticity 2021
go back to reference Han C, Shapley R, Xing D (2022) Gamma rhythms in the visual cortex: functions and mechanisms. Cognitive Neurodynamics 16:745–756CrossRefPubMed Han C, Shapley R, Xing D (2022) Gamma rhythms in the visual cortex: functions and mechanisms. Cognitive Neurodynamics 16:745–756CrossRefPubMed
go back to reference van Kerkoerle T, Self MW, Dagnino B et al (2014) Alpha and gamma oscillations characterize feedback and feedforward processing in monkey visual cortex. Proceed Nat Acad Sci 111:14332–14341CrossRef van Kerkoerle T, Self MW, Dagnino B et al (2014) Alpha and gamma oscillations characterize feedback and feedforward processing in monkey visual cortex. Proceed Nat Acad Sci 111:14332–14341CrossRef
go back to reference Kohn A, Jasper AI, Semedo JD et al (2020) Principles of corticocortical communication: Proposed schemes and design considerations. Trends Neurosci 43:725–737CrossRefPubMedPubMedCentral Kohn A, Jasper AI, Semedo JD et al (2020) Principles of corticocortical communication: Proposed schemes and design considerations. Trends Neurosci 43:725–737CrossRefPubMedPubMedCentral
go back to reference Kumar A, Rotter S, Aertsen A (2010) Spiking activity propagation in neuronal networks: reconciling different perspectives on neural coding. Nat Rev Neurosci 11:615–627CrossRefPubMed Kumar A, Rotter S, Aertsen A (2010) Spiking activity propagation in neuronal networks: reconciling different perspectives on neural coding. Nat Rev Neurosci 11:615–627CrossRefPubMed
go back to reference Lankarany M, Al-Basha D, Ratté S, et al (2019) Differentially synchronized spiking enables multiplexed neural coding. Proceedings of the National Academy of Sciences of the United States of America 116:10,097–10,102 Lankarany M, Al-Basha D, Ratté S, et al (2019) Differentially synchronized spiking enables multiplexed neural coding. Proceedings of the National Academy of Sciences of the United States of America 116:10,097–10,102
go back to reference Litvak V, Sompolinsky H, Segev I et al (2003) On the transmission of rate code in long feedforward networks with excitatory-inhibitory balance. J Neurosci 23:3006–3015CrossRefPubMedPubMedCentral Litvak V, Sompolinsky H, Segev I et al (2003) On the transmission of rate code in long feedforward networks with excitatory-inhibitory balance. J Neurosci 23:3006–3015CrossRefPubMedPubMedCentral
go back to reference Mejías JF, Murray JD, Kennedy H, et al (2016) Feedforward and feedback frequency-dependent interactions in a large-scale laminar network of the primate cortex. Science Advances 2(11): e1601335 Mejías JF, Murray JD, Kennedy H, et al (2016) Feedforward and feedback frequency-dependent interactions in a large-scale laminar network of the primate cortex. Science Advances 2(11): e1601335
go back to reference Michalareas G, Vezoli J, van Pelt S et al (2016) Alpha-beta and gamma rhythms subserve feedback and feedforward influences among human visual cortical areas. Neuron 89:384–397CrossRefPubMedPubMedCentral Michalareas G, Vezoli J, van Pelt S et al (2016) Alpha-beta and gamma rhythms subserve feedback and feedforward influences among human visual cortical areas. Neuron 89:384–397CrossRefPubMedPubMedCentral
go back to reference Murty DV, Shirhatti V, Ravishankar P et al (2018) Large visual stimuli induce two distinct gamma oscillations in primate visual cortex. J Neurosci 38:2730–2744CrossRefPubMedPubMedCentral Murty DV, Shirhatti V, Ravishankar P et al (2018) Large visual stimuli induce two distinct gamma oscillations in primate visual cortex. J Neurosci 38:2730–2744CrossRefPubMedPubMedCentral
go back to reference Murty DV, Manikandan K, Kumar WS, et al (2020) Gamma oscillations weaken with age in healthy elderly in human eeg. NeuroImage 215:116,826 – 116,826 Murty DV, Manikandan K, Kumar WS, et al (2020) Gamma oscillations weaken with age in healthy elderly in human eeg. NeuroImage 215:116,826 – 116,826
go back to reference Oke OO, Magony A, Anver H, et al (2010) High-frequency gamma oscillations coexist with low-frequency gamma oscillations in the rat visual cortex in vitro. European Journal of Neuroscience 31: 1435–1445 Oke OO, Magony A, Anver H, et al (2010) High-frequency gamma oscillations coexist with low-frequency gamma oscillations in the rat visual cortex in vitro. European Journal of Neuroscience 31: 1435–1445
go back to reference Palmigiano A, Geisel T, Wolf F et al (2017) Flexible information routing by transient synchrony. Nat Neurosci 20:1014–1022CrossRefPubMed Palmigiano A, Geisel T, Wolf F et al (2017) Flexible information routing by transient synchrony. Nat Neurosci 20:1014–1022CrossRefPubMed
go back to reference Raizada RDS, Grossberg S (2003) Towards a theory of the laminar architecture of cerebral cortex: computational clues from the visual system. Cerebral cortex 13(1):100–13CrossRefPubMed Raizada RDS, Grossberg S (2003) Towards a theory of the laminar architecture of cerebral cortex: computational clues from the visual system. Cerebral cortex 13(1):100–13CrossRefPubMed
go back to reference Rotter S, Diesmann M (1999) Exact digital simulation of time-invariant linear systems with applications to neuronal modeling. Biol Cybern 81:381–402CrossRefPubMed Rotter S, Diesmann M (1999) Exact digital simulation of time-invariant linear systems with applications to neuronal modeling. Biol Cybern 81:381–402CrossRefPubMed
go back to reference Shadlen MN, Newsome WT (1994) Noise, neural codes and cortical organization. Current Opin Neurobiol 4(4):569–579CrossRef Shadlen MN, Newsome WT (1994) Noise, neural codes and cortical organization. Current Opin Neurobiol 4(4):569–579CrossRef
go back to reference Teng X, Poeppel D (2019) Theta and gamma bands encode acoustic dynamics over wide-ranging timescales. Cerebral Cortex 30(4): 2600-2614 Teng X, Poeppel D (2019) Theta and gamma bands encode acoustic dynamics over wide-ranging timescales. Cerebral Cortex 30(4): 2600-2614
go back to reference van Rossum MCW, Turrigiano GG, Nelson SB (2002) Fast propagation of firing rates through layered networks of noisy neurons. J Neurosci 22(5):1956–1966CrossRefPubMedPubMedCentral van Rossum MCW, Turrigiano GG, Nelson SB (2002) Fast propagation of firing rates through layered networks of noisy neurons. J Neurosci 22(5):1956–1966CrossRefPubMedPubMedCentral
go back to reference Vogels TP, Abbott LF (2005) Signal propagation and logic gating in networks of integrate-and-fire neurons. J Neurosc 25(46):10786–10795CrossRef Vogels TP, Abbott LF (2005) Signal propagation and logic gating in networks of integrate-and-fire neurons. J Neurosc 25(46):10786–10795CrossRef
go back to reference Vogels TP, Abbott LF (2009) Gating multiple signals through detailed balance of excitation and inhibition in spiking networks. Nat Neurosci 12, 483–491 Vogels TP, Abbott LF (2009) Gating multiple signals through detailed balance of excitation and inhibition in spiking networks. Nat Neurosci 12, 483–491
go back to reference Wang X, Yang GR (2018) A disinhibitory circuit motif and flexible information routing in the brain. Current Opin Neurobiol 49:75–83CrossRef Wang X, Yang GR (2018) A disinhibitory circuit motif and flexible information routing in the brain. Current Opin Neurobiol 49:75–83CrossRef
go back to reference Ward LM (2003) Synchronous neural oscillations and cognitive processes. Trends Cognitive Sci 7:553–559CrossRef Ward LM (2003) Synchronous neural oscillations and cognitive processes. Trends Cognitive Sci 7:553–559CrossRef
Metadata
Title
Inter-areal transmission of multiple neural signals through frequency-division-multiplexing communication
Authors
Hao Si
Xiaojuan Sun
Publication date
30-11-2022
Publisher
Springer Netherlands
Published in
Cognitive Neurodynamics / Issue 5/2023
Print ISSN: 1871-4080
Electronic ISSN: 1871-4099
DOI
https://doi.org/10.1007/s11571-022-09914-y

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