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Peer-reviewedCC BYNature

Subspace communication in the hippocampal–retrosplenial axis

9 affiliations
  1. 1Department of Psychiatry, New York University Grossman School of Medicine, New York, NY, USA
  2. 2Neuroscience Institute, New York University Grossman School of Medicine, New York, NY, USA
  3. 3Department of Biomedical Engineering, New York University Tandon School of Engineering, Brooklyn, NY, USA. [email protected]
  4. 4Department of Neuroscience, New York University Grossman School of Medicine, New York, NY, USA. [email protected]
  5. 5Department of Psychiatry, New York University Grossman School of Medicine, New York, NY, USA. [email protected]
  6. 6Neuroscience Institute, New York University Grossman School of Medicine, New York, NY, USA. [email protected]
  7. 7Center for Neural Science, New York University, New York, NY, USA. [email protected]
  8. 8Department of Neuroscience, New York University Grossman School of Medicine, New York, NY, USA. [email protected]
  9. 9Neuroscience Institute, New York University Grossman School of Medicine, New York, NY, USA. [email protected]

Abstract

The capacity and flexibility of hippocampal circuits for transforming inputs into downstream outputs is fundamental for navigation and memory, yet the circuit-level mechanisms that allow this operation to adapt across experiences remain unknown. We approach this problem by performing large-scale (up to 1024-channel) recordings across the hippocampal-retrosplenial cortex (RSC) circuit in behaving mice, enabling simultaneous access to spiking activity in dentate gyrus (DG), CA3, CA2, CA1, RSC. Based on a linear dimensionality reduction technique known as partial canonical correlation analysis, we identify low-dimensional communication subspaces 1 between two regions while accounting for measured third-area influences. These subspaces captured distinct input-output transformations in CA1, linking upstream (DG, CA3, and CA2) hippocampal activity to downstream cortical targets (RSC). Iintrinsic firing properties and anatomical location constrained subspace memberships--members were mapped to deep sublayers of the CA3-CA1-RSC axis during both spatial and non-spatial tasks. These subspaces could recombine overlapping neuronal pools to support distinct interareal interactions across changing experiences and brain states. Reactivation patterns of CA1-CA3 subspaces, but not those of CA1-RSC, during post-experience sleep correlated with replay, reflecting a plasticity-stability balance of the input-output transformation in the hippocampal-retrosplenial axis. Our data suggest a model in which hippocampal-neocortical communication reconfigures predetermined circuit motifs to flexibly encode experiences.

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BibTeX
@article{gonzalez2026subspace,
  title = {{Subspace communication in the hippocampal–retrosplenial axis}},
  author = {Joaquín González and Mihály Vöröslakos and Deren Aykan and Nina Nitzan Soto and Noam Nitzan and Rachel Swanson and Mürsel Karadas and Zhe Sage Chen and György Buzsáki},
  journal = {Nature},
  year = {2026},
  month = may,
  doi = {10.1038/s41586-026-10481-z},
  url = {https://doi.org/10.1038/s41586-026-10481-z},
  note = {CC BY},
}
RIS
TY  - JOUR
TI  - Subspace communication in the hippocampal–retrosplenial axis
AU  - Joaquín González
AU  - Mihály Vöröslakos
AU  - Deren Aykan
AU  - Nina Nitzan Soto
AU  - Noam Nitzan
AU  - Rachel Swanson
AU  - Mürsel Karadas
AU  - Zhe Sage Chen
AU  - György Buzsáki
PY  - 2026
DA  - 2026/05/13
JO  - Nature
DO  - 10.1038/s41586-026-10481-z
UR  - https://doi.org/10.1038/s41586-026-10481-z
AB  - The capacity and flexibility of hippocampal circuits for transforming inputs into downstream outputs is fundamental for navigation and memory, yet the circuit-level mechanisms that allow this operation to adapt across experiences remain unknown. We approach this problem by performing large-scale (up to 1024-channel) recordings across the hippocampal-retrosplenial cortex (RSC) circuit in behaving mice, enabling simultaneous access to spiking activity in dentate gyrus (DG), CA3, CA2, CA1, RSC. Based on a linear dimensionality reduction technique known as partial canonical correlation analysis, we identify low-dimensional communication subspaces 1 between two regions while accounting for measured third-area influences. These subspaces captured distinct input-output transformations in CA1, linking upstream (DG, CA3, and CA2) hippocampal activity to downstream cortical targets (RSC). Iintrinsic firing properties and anatomical location constrained subspace memberships--members were mapped to deep sublayers of the CA3-CA1-RSC axis during both spatial and non-spatial tasks. These subspaces could recombine overlapping neuronal pools to support distinct interareal interactions across changing experiences and brain states. Reactivation patterns of CA1-CA3 subspaces, but not those of CA1-RSC, during post-experience sleep correlated with replay, reflecting a plasticity-stability balance of the input-output transformation in the hippocampal-retrosplenial axis. Our data suggest a model in which hippocampal-neocortical communication reconfigures predetermined circuit motifs to flexibly encode experiences.
SN  - 0028-0836
SN  - 1476-4687
ER  -