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Decoding hidden goal-directed navigational states and their neuronal representations using a novel labyrinth paradigm
Patrick S Honma1,2, Shreya C Bangera1, Reuben Thomas1
1Gladstone Institute of Neurological Disease, San Francisco, CA, 94158, USA.
Biorxiv : the Preprint Server for Biology
|November 26, 2025
Summary
Researchers developed a new model (CoMPASS) to understand goal-directed navigation. This study reveals how brain activity in the posterior parietal cortex (PPC) supports navigation and identifies impairments in an Alzheimer
Area of Science:
- Neuroscience
- Cognitive Science
- Computational Biology
Background:
- Goal-directed navigation is crucial for survival and involves complex planning.
- Identifying hidden cognitive states and their neural basis in navigation is challenging.
Purpose of the Study:
- To develop a novel framework for inferring hidden states in goal-directed navigation.
- To investigate the neural substrates of these states using a complex labyrinth task.
- To examine navigational behavior in a mouse model of Alzheimer's disease (AD).
Main Methods:
- Developed a complex labyrinth task simulating naturalistic foraging.
- Implemented a hierarchical probabilistic model, Cognitive Mapping of Planned Actions with State Spaces (CoMPASS).
- Analyzed behavioral data from wild-type and humanized APP_SAA mice, correlating with posterior parietal cortex (PPC) gamma oscillations.
Main Results:
- CoMPASS successfully inferred nested states (surveillance-ambulation and goal-oriented navigational).
- Successful navigation correlated with increased recruitment of both state types at decision nodes.
- Alzheimer's disease model mice showed impaired navigation, reduced goal states, and increased stochasticity.
- PPC gamma oscillations encode CoMPASS states and link spatial locations to long-term goals.
Conclusions:
- CoMPASS provides a novel paradigm for assessing hidden goal-directed navigational states.
- Gamma oscillations in the PPC are identified as the neural substrates for these navigational states.
- This work offers insights into the neural mechanisms of navigation and AD-related impairments.

