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Hippocampal Microcircuits, Functional Connectivity, and Prostheses

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Recent Advances on the Modular Organization of the Cortex

Abstract

Hippocampus is a brain region critical for the formation of new long-term declarative memories. It transmits and processes memory information with its distinct feedforward trisynaptic pathway. Identifying functional properties of the hippocampal circuits is important for understanding the mechanisms of memory formation and building hippocampal prostheses for restoring memory functions lost in diseases or injuries. In hippocampal slices, trisynaptic responses can be elicited and recorded using conformal multi-electrode arrays. A proof-of-principle hippocampal prosthetic system has been successfully developed based on a computational model that accurately describes the input-output properties of the hippocampal circuit. In behaving animals, hippocampal functional connectivities are analyzed with a nonlinear dynamical multi-input, multi-output (MIMO) model using behaviorally-driven spiking data. Results show that the hippocampal CA3-CA1 functional connection is diffusive along the septo-temporal axis, as opposed to strictly laminar. There are strong causal relations between the CA3 and CA1 spiking activities. The MIMO model can accurately predict the spatio-temporal patterns of the CA1 output spikes based on the ongoing spatio-temporal patterns of the CA3 input spikes. MIMO model-based electrical stimulation to the CA1 region effectively restores the hippocampal memory function by reinstating the CA1 activities. The recording component, the nonlinear dynamical MIMO model, and the stimulation component essentially constitute a closed-loop prosthetic system that bypasses the impaired hippocampal region.

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References

  • Amaral DG, Ishizuka N, Claiborne B (1990) Neurons, numbers and the hippocampal network. In: Storm-Mathisen J, Zimmer J, Ottersen OP (eds) Progress in brain research, Elsevier, Amsterdam, pp 1–11

    Google Scholar 

  • Andersen P, Bliss TVP, Skrede KK (1971) Lamellar organization of hippocampal excitatory pathways. Exp Brain Res 13(2):222–238

    CAS  PubMed  Google Scholar 

  • Berger TW, Ahuja A, Courellis SH, Deadwyler SA, Erinjippurath G, Gerhardt GA, Gholmieh G, Granacki JJ, Hampson R, Hsiao M-C, LaCoss J, Marmarelis VZ, Nasiatka P, Srinivasan V, Song S, Tanguay AR Jr, Wills J (2005) Restoring lost cognitive function: hippocampal-cortical neural prostheses. IEEE EMBS Spec Issue: Toward Biomim Microelectron Neural Prosthes 24:30–44

    Google Scholar 

  • Berger TW, Song D, Chan RHM, Marmarelis VZ (2010) The neurobiological basis of cognition: identification by multi-input, multioutput nonlinear dynamic modeling. Proc IEEE 98:356–374

    Article  CAS  Google Scholar 

  • Berger TW, Hampson RE, Song D, Goonawardena A, Marmarelis VZ, Deadwyler SA (2011) A cortical neural prosthesis for restoring and enhancing memory. J Neural Eng 8:046017

    Article  PubMed Central  PubMed  Google Scholar 

  • Berger TW, Song D, Chan RHM, Marmarelis VZ, LaCoss J, Wills J, Hampson RE, Deadwyler SA, Granacki JJ (2012) A hippocampal cognitive prosthesis: multi-input, multi-output nonlinear modeling and VLSI implementation. IEEE Trans Neural Syst Rehabil Eng 20:198–211

    Article  PubMed Central  PubMed  Google Scholar 

  • Deadwyler SA, Bunn T, Hampson RE (1996) Hippocampal ensemble activity during spatial delayed-nonmatch-to-sample performance in rats. J Neurosci 16:354–372

    CAS  PubMed  Google Scholar 

  • Eichenbaum H (1999) The hippocampus and mechanisms of declarative memory. Behav Brain Res 103:123–133

    Article  CAS  PubMed  Google Scholar 

  • Freund TF, Buzsaki G (1996) Interneurons of the hippocampus. Hippocampus 6:345–470

    CAS  Google Scholar 

  • Goertzel B, Lian R, Arel I, de Garis H, Chen S (2010) A world survey of artificial brain projects, Part II: biologically-inspired cognitive architectures. Neurocomputing 74(1–3):30–49

    Article  Google Scholar 

  • Golgi C. [1906] (1967) The neuron doctrine: theory and facts. In: Nobel lectures: physiology or medicine, 1901–1921. Elsevier, Amsterdam, pp 189–217

    Google Scholar 

  • Hampson RE, Simeral JD, Deadwyler SA (1999) Distribution of spatial and nonspatial information in dorsal hippocampus. Nature 402:610–614

    Article  CAS  PubMed  Google Scholar 

  • Hampson RE, Song D, Chan RHM, Sweatt AJ, Fuqua J, Gerhardt GA, Marmarelis VZ, Berger TW, Deadwyler SA (2012) A nonlinear model for cortical prosthetics: memory facilitation by hippocampal ensemble stimulation. IEEE Trans Neural Syst Rehabil Eng 20:184–197

    Article  PubMed Central  PubMed  Google Scholar 

  • Hampson RE, Song D, Opris I, Santos L, Shin D, Gerhardt GA, Marmarelis VZ, Berger TW, Deadwyler SA (2013) Facilitation of memory encoding in primate hippocampus by a neuroprosthesis that promotes task specific neural firing. J Neural Eng 9:056012

    Article  Google Scholar 

  • Hsiao M-C, Song D, Berger TW (2013) Nonlinear dynamical model based control of in vitro hippocampal output. Front Neural Circuits 7:1–14

    Article  Google Scholar 

  • Milner B (1970) Memory and the medial temporal regions of the brain. In: Pribram KH, Broadbent DE (eds) Biology of memory. Academic, New York, pp 29–50

    Google Scholar 

  • Song D, Berger TW (2010) Identification of nonlinear dynamics in neural population activity. In: Oweiss KG (ed) Statistical signal processing for neuroscience and neurotechnology. Elsevier, Amsterdam, pp 103–128

    Chapter  Google Scholar 

  • Song D, Chan RHM, Marmarelis VZ, Hampson RE, Deadwyler SA, Berger TW (2006) Nonlinear dynamic modeling of spike train transformations for hippocampal-cortical prostheses. IEEE Tran Biomed Eng 54:1053–1066

    Article  Google Scholar 

  • Song D, Chan RHM, Marmarelis VZ, Hampson RE, Deadwyler SA, Berger TW (2009a) Nonlinear modeling of neural population dynamics for hippocampal prostheses. Neural Netw 22:1340–1351

    Article  PubMed Central  PubMed  Google Scholar 

  • Song D, Chan RHM, Marmarelis VZ, Hampson RE, Deadwyler SA, Berger TW (2009b) Sparse generalized Laguerre-Volterra model of neural population dynamics. In: Proceedings of the IEEE EMBS conference, pp 4555–4558

    Google Scholar 

  • Song D, Wang Z, Marmarelis VZ, Berger TW (2009c) Parametric and non-parametric modeling of short-term synaptic plasticity. Part I: Computational study. J Comput Neurosci 26:1–19

    Article  PubMed Central  PubMed  Google Scholar 

  • Song D, Wang H, Tu CY, Marmarelis VZ, Hampson RE, Deadwyler SA, Berger TW (2013) Identification of sparse neural functional connectivity using penalized likelihood estimation and basis functions. J Comput Neurosci 35:335–357

    Article  PubMed Central  PubMed  Google Scholar 

  • Song D, Harway M, Marmarelis VZ, Hampson RE, Deadwyler SA, Berger TW (2014) Extraction and restoration of hippocampal spatial memories with nonlinear dynamical modeling. Front Syst Neurosci. doi:10.3389/fnsys.2014.00097

  • Squire LR, Zola-Morgan S (1991) The medial temporal lobe memory system. Science 253:1380–6

    Article  CAS  PubMed  Google Scholar 

  • Yeckel MF, Berger TW (1990) Feedforward excitation of the hippocampus by afferents from the entorhinal cortex: redefinition of the role of the trisynaptic pathway. Proc Natl Acad Sci 87:5832–5836

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Yeckel MF, Berger TW (1995) Monosynaptic excitation of hippocampal CA1 pyramidal cells by afferents from the entorhinal cortex. Hippocampus 5:108–114

    Article  CAS  PubMed  Google Scholar 

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Acknowledgements

This work was supported by the Defense Advanced Research Projects Agency (DARPA) through the Restorative Encoding Memory Integration Neural Device (REMIND) Program and N66001-14-C-4016.

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Correspondence to Dong Song .

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Song, D. et al. (2015). Hippocampal Microcircuits, Functional Connectivity, and Prostheses. In: Casanova, M., Opris, I. (eds) Recent Advances on the Modular Organization of the Cortex. Springer, Dordrecht. https://doi.org/10.1007/978-94-017-9900-3_20

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