Functional independence of entorhinal grid cell modules enables remapping in hippocampal place cells

A systems-level understanding of cortical computation requires insight into how neural codes are transformed across distinct brain circuits. In the mammalian cortex, one of the few systems where such transformations are tractable is the spatial mapping circuit. This circuit comprises interconnected regions of medial entorhinal cortex (MEC) and hippocampus, which encode location using fundamentally different neural codes. A key distinction is that neural activity in MEC, including that of directionally tuned cells and grid cells, evolves along low-dimensional manifolds, preserving stable phase relationships across different environments and behaviors. In contrast, hippocampal place cells frequently undergo global remapping: their collective firing patterns reorganize randomly across different environments, revealing an apparently limitless repertoire of orthogonal spatial representations. The mechanisms by which spatial maps are transformed between the two coding schemes remain unresolved. Here, we used large-scale multi-area Neuropixels recordings to show that when rats were transferred from one familiar environment to another, each module of grid cells underwent a unique change in phase on its low-dimensional manifold, at the same time as simultaneously recorded place cells exhibited global remapping. In contrast, training conditions that produced smaller differences in the phase shifts of simultaneously recorded grid modules resulted in incomplete place cell remapping, mirroring previous reports of 'partial remapping'. Hippocampal remapping was not associated with rotational differences between grid modules under any condition. Taken together, these findings suggest that differential phase shifts across grid cell modules form the basis for the orthogonalization of downstream hippocampal spatial codes during remapping. The transformation from low-dimensional spatial representations in the MEC to high-dimensional codes in the hippocampus may underlie the hippocampus' ability to support high-capacity memory storage.