Network-wide reorganization of procedural memory during NREM sleep revealed by fMRI
- PMID: 28892464
- PMCID: PMC5593513
- DOI: 10.7554/eLife.24987
Network-wide reorganization of procedural memory during NREM sleep revealed by fMRI
Abstract
Sleep is necessary for the optimal consolidation of newly acquired procedural memories. However, the mechanisms by which motor memory traces develop during sleep remain controversial in humans, as this process has been mainly investigated indirectly by comparing pre- and post-sleep conditions. Here, we used functional magnetic resonance imaging and electroencephalography during sleep following motor sequence learning to investigate how newly-formed memory traces evolve dynamically over time. We provide direct evidence for transient reactivation followed by downscaling of functional connectivity in a cortically-dominant pattern formed during learning, as well as gradual reorganization of this representation toward a subcortically-dominant consolidated trace during non-rapid eye movement (NREM) sleep. Importantly, the putamen functional connectivity within the consolidated network during NREM sleep was related to overnight behavioral gains. Our results demonstrate that NREM sleep is necessary for two complementary processes: the restoration and reorganization of newly-learned information during sleep, which underlie human motor memory consolidation.
Keywords: consolidation; fMRI; human; motor learning; neuroplasticity; neuroscience; sleep; striatum.
Conflict of interest statement
The authors declare that no competing interests exist.
Figures
![Figure 1.](https://cdn.statically.io/img/www.ncbi.nlm.nih.gov/pmc/articles/instance/5593513/bin/elife-24987-fig1.gif)
![Figure 1—figure supplement 1.](https://cdn.statically.io/img/www.ncbi.nlm.nih.gov/pmc/articles/instance/5593513/bin/elife-24987-fig1-figsupp1.gif)
![Figure 1—figure supplement 2.](https://cdn.statically.io/img/www.ncbi.nlm.nih.gov/pmc/articles/instance/5593513/bin/elife-24987-fig1-figsupp2.gif)
![Figure 2.](https://cdn.statically.io/img/www.ncbi.nlm.nih.gov/pmc/articles/instance/5593513/bin/elife-24987-fig2.gif)
![Figure 2—figure supplement 1.](https://cdn.statically.io/img/www.ncbi.nlm.nih.gov/pmc/articles/instance/5593513/bin/elife-24987-fig2-figsupp1.gif)
![Figure 2—figure supplement 2.](https://cdn.statically.io/img/www.ncbi.nlm.nih.gov/pmc/articles/instance/5593513/bin/elife-24987-fig2-figsupp2.gif)
![Figure 2—figure supplement 3.](https://cdn.statically.io/img/www.ncbi.nlm.nih.gov/pmc/articles/instance/5593513/bin/elife-24987-fig2-figsupp3.gif)
![Figure 3.](https://cdn.statically.io/img/www.ncbi.nlm.nih.gov/pmc/articles/instance/5593513/bin/elife-24987-fig3.gif)
![Figure 3—figure supplement 1.](https://cdn.statically.io/img/www.ncbi.nlm.nih.gov/pmc/articles/instance/5593513/bin/elife-24987-fig3-figsupp1.gif)
![Figure 4.](https://cdn.statically.io/img/www.ncbi.nlm.nih.gov/pmc/articles/instance/5593513/bin/elife-24987-fig4.gif)
![Figure 4—figure supplement 1.](https://cdn.statically.io/img/www.ncbi.nlm.nih.gov/pmc/articles/instance/5593513/bin/elife-24987-fig4-figsupp1.gif)
![Figure 4—figure supplement 2.](https://cdn.statically.io/img/www.ncbi.nlm.nih.gov/pmc/articles/instance/5593513/bin/elife-24987-fig4-figsupp2.gif)
![Figure 4—figure supplement 3.](https://cdn.statically.io/img/www.ncbi.nlm.nih.gov/pmc/articles/instance/5593513/bin/elife-24987-fig4-figsupp3.gif)
![Figure 5.](https://cdn.statically.io/img/www.ncbi.nlm.nih.gov/pmc/articles/instance/5593513/bin/elife-24987-fig5.gif)
![Figure 5—figure supplement 1.](https://cdn.statically.io/img/www.ncbi.nlm.nih.gov/pmc/articles/instance/5593513/bin/elife-24987-fig5-figsupp1.gif)
Comment in
-
Shifting memories.Elife. 2017 Sep 11;6:e30774. doi: 10.7554/eLife.30774. Elife. 2017. PMID: 28892465 Free PMC article.
Similar articles
-
Reactivation or transformation? Motor memory consolidation associated with cerebral activation time-locked to sleep spindles.PLoS One. 2017 Apr 19;12(4):e0174755. doi: 10.1371/journal.pone.0174755. eCollection 2017. PLoS One. 2017. PMID: 28422976 Free PMC article.
-
Transient synchronization of hippocampo-striato-thalamo-cortical networks during sleep spindle oscillations induces motor memory consolidation.Neuroimage. 2018 Apr 1;169:419-430. doi: 10.1016/j.neuroimage.2017.12.066. Epub 2017 Dec 24. Neuroimage. 2018. PMID: 29277652
-
EEG Σ and slow-wave activity during NREM sleep correlate with overnight declarative and procedural memory consolidation.J Sleep Res. 2012 Dec;21(6):612-9. doi: 10.1111/j.1365-2869.2012.01017.x. Epub 2012 May 16. J Sleep Res. 2012. PMID: 22591117
-
[Contribution of sleep to learning and memory].Biol Aujourdhui. 2010;204(2):139-43. doi: 10.1051/jbio/2010008. Epub 2010 Jun 21. Biol Aujourdhui. 2010. PMID: 20950558 Review. French.
-
Hippocampus and striatum: dynamics and interaction during acquisition and sleep-related motor sequence memory consolidation.Hippocampus. 2013 Nov;23(11):985-1004. doi: 10.1002/hipo.22183. Hippocampus. 2013. PMID: 23929594 Review.
Cited by
-
Temporal cluster-based organization of sleep spindles underlies motor memory consolidation.Proc Biol Sci. 2024 Jan 10;291(2014):20231408. doi: 10.1098/rspb.2023.1408. Epub 2024 Jan 10. Proc Biol Sci. 2024. PMID: 38196349
-
Decreased long-range temporal correlations in the resting-state functional magnetic resonance imaging blood-oxygen-level-dependent signal reflect motor sequence learning up to 2 weeks following training.Hum Brain Mapp. 2024 Mar;45(4):e26539. doi: 10.1002/hbm.26539. Epub 2023 Dec 20. Hum Brain Mapp. 2024. PMID: 38124341 Free PMC article.
-
Neural reactivation during human sleep.Emerg Top Life Sci. 2023 Dec 22;7(5):487-498. doi: 10.1042/ETLS20230109. Emerg Top Life Sci. 2023. PMID: 38054531 Free PMC article. Review.
-
Medial temporal lobe functional network architecture supports sleep-related emotional memory processing in older adults.bioRxiv [Preprint]. 2023 Nov 1:2023.10.27.564260. doi: 10.1101/2023.10.27.564260. bioRxiv. 2023. PMID: 37961192 Free PMC article. Preprint.
-
Generalization of procedural motor sequence learning after a single practice trial.NPJ Sci Learn. 2023 Oct 6;8(1):45. doi: 10.1038/s41539-023-00194-7. NPJ Sci Learn. 2023. PMID: 37803003 Free PMC article.
References
-
- Albouy G, Sterpenich V, Vandewalle G, Darsaud A, Gais S, Rauchs G, Desseilles M, Boly M, Dang-Vu T, Balteau E, Degueldre C, Phillips C, Luxen A, Maquet P. Neural correlates of performance variability during motor sequence acquisition. NeuroImage. 2012;60:324–331. doi: 10.1016/j.neuroimage.2011.12.049. - DOI - PubMed
-
- Beck AT, Rial WY, Rickels K. Short form of depression inventory: cross-validation. Psychological Reports. 1974;34:1184–1186. - PubMed
Publication types
MeSH terms
Grants and funding
LinkOut - more resources
Full Text Sources
Other Literature Sources
Medical