Nature CommunicationsNeurosciencePeer-reviewed journal article
Prefrontal coding of learned and inferred knowledge during REM & NREM sleep
Kareem AbdouiD, Masanori NomotoiD, Mohamed H. AlyiD, Ahmed Z. IbrahimiD, Kiriko Choko, Reiko Okubo-Suzuki, Shin‐ichi MuramatsuiD, Kaoru InokuchiiD
Abstract
Idling brain activity has been proposed to facilitate inference, insight, and innovative problem-solving1-4. However, it remains unclear how and when the subconscious brain can create novel ideas. Here, we show coordinated roles of non-rapid eye movement (NREM) and rapid-eye movement (REM) sleep in weaving inferential information from learned information. In a transitive inference paradigm, mice gained the inference one day, but not shortly, after complete training. Inhibiting the neuronal computations in the anterior cingulate cortex (ACC) during post-learning either NREM or REM sleep, but not wakefulness, disrupted the inference without affecting the learned knowledge. In vivo Ca2+ imaging showed gradual development of inference-related representation, peaking at post-training REM sleep. Neurons representing learned information co-reactivated significantly during post-training NREM sleep, while their co-reactivation with neurons representing inferential information was significantly higher during REM sleep. Furthermore, after insufficient learning, artificial activation of medial entorhinal cortex-ACC dialogue during only REM sleep created inferential knowledge. These findings suggest that NREM sleep organizes the scattered learned knowledge in a complete hierarchy, while REM sleep computes the inferential information from the organized hierarchy. Collectively, our study provides a mechanistic insight on NREM and REM coordination in weaving inferential knowledge, thus highlighting the power of idling brain in cognitive flexibility.
- Citations
- 34
- FWCI
- 7.76
- Field percentile
- top 2%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Prior knowledge shapes neural routes to novel inference across events
Zhenghao Liu, Inês Bramão, Mikael Johansson·bioRxiv·Jun 29, 2025
- Sleep resolves competition between explicit exemplar memory and implicit memory generalization
Katja Kleespies, Philipp C. Paulus, … Monika Schönauer·bioRxiv·Feb 21, 2025
- Offline knowledge assimilations ensue online obscurity to inspire implicit learning
Mohamed H. Aly, Kareem Abdou, … Kaoru Inokuchi·Proceedings of the National Academy of SciencesPeer-reviewed·Aug 1, 2022
- Schema support for forming inferences in the human brain
John P. Paulus, C. Vignali, Marc N. Coutanche·bioRxiv·Nov 15, 2021
- Memory reactivation in slow wave sleep enhances relational learning
Lorena Santamaria, Ibad Kashif, … Penelope A. Lewis·bioRxiv·Mar 29, 2022
- Sleep Benefits Memory For Semantic Category Structure While Preserving Exemplar-Specific Information
Anna C. Schapiro, Elizabeth Ann McDevitt, … Timothy Thomas Rogers·Scientific ReportsPeer-reviewed·Oct 26, 2017