Evidence map›Paper›PMID 42344282›Full record

ArticleFrontiers in neuroscience2026

A data-driven measure of REM sleep propensity for human and rodent sleep.

Naghmeh Akhavan, Alexander G Ginsberg, Madelyn E C Cruz, Yunxi Yan, Shelby R Stowe, Dinesh Pal, Franz Weber, Cecilia G Diniz Behn, Victoria Booth

Abstract read
In one paragraph

Article in Frontiers in neuroscience, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

9 authors.

Naghmeh AkhavanDepartment of Mathematics, University of Michigan, Ann Arbor, MI, United States.
Alexander G GinsbergDepartment of Mathematics, University of Utah, Salt Lake City, UT, United States.
Madelyn E C CruzDepartment of Mathematics, University of Michigan, Ann Arbor, MI, United States.
Yunxi YanDepartment of Mathematics, University of Michigan, Ann Arbor, MI, United States.
Shelby R StoweDepartment of Applied Mathematics and Statistics, Colorado School of Mines, Golden, CO, United States.
Dinesh PalDepartment of Anesthesiology, University of Michigan, Ann Arbor, MI, United States.
Franz WeberDepartment of Neuroscience, University of Pennsylvania, Philadelphia, PA, United States.
Cecilia G Diniz BehnDepartment of Applied Mathematics and Statistics, Colorado School of Mines, Golden, CO, United States.
Victoria BoothDepartment of Mathematics, University of Michigan, Ann Arbor, MI, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Mammalian sleep is characterized by alternations between episodes of rapid-eye-movement sleep (REMS) and non-REM sleep (NREMS). The phenomenon of REMS pressure, namely a drive for REMS that builds up between REMS episodes, is thought to govern the timing of these ultradian NREMS-REMS cycles. Prior analyses of NREMS-REMS cycles in mice suggested that time in NREMS is a primary contributor to REMS pressure. We previously introduced a REMS propensity measure defined as the probability to enter REMS before the accumulation of an additional amount of NREMS. Analyzing mouse sleep data, we showed that REMS propensity at REMS onset was positively correlated with REMS bout duration and with the probability of the occurrence of a REMS bout followed by a short inter-REMS interval, called a sequential REMS cycle. Methods: Here, we extend the analysis of NREMS-REMS cycling to human and rat sleep behavior. We compare REMS propensity measures computed from sleep data recorded in humans, mice, and rats. As REMS in humans is influenced by the circadian rhythm, we also analyze circadian modulation of the expression of NREMS-REMS cycles across the human sleep episode. Results: We find that, as in mice, human and rat sleep contain both short sequential NREMS-REMS cycles and longer single NREMS-REMS cycles, with differences in the timescales of cycle durations. Although rodents exhibit polyphasic sleep in contrast with the consolidated sleep of humans, the calculated REMS propensity measures in all three species show similar profiles as functions of time spent in NREMS. Importantly, positive correlations of REMS propensity at REMS onset with REMS bout duration were present in both human and rat data as previously found in mouse data, suggesting that time spent in NREMS also influences REMS duration in these species. In the human data, we identified nuanced changes in the occurrence of single and sequential NREMS-REMS cycles suggesting that increased percent time spent in REMS as the sleep episode progresses is not solely due to increased REMS bout duration. Conclusion: Results suggest that similarities in the regulation of NREMS-REMS alternation exist, despite temporal differences, in nocturnal polyphasic rodent sleep and diurnal monophasic human sleep.

Indexed as

hourglass processNREM-REM sleep cyclesREM sleep pressuresequential REM sleep episodessleep cycleultradian rhythms

Identifiers

PMID42344282
PMCPMC13286888

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.