Evidence map›Paper›PMID 42801104›Full record

ArticleSleep advances : a journal of the Sleep Research Society2026

Biophysical modeling of thalamocortical circuit dynamics: species-specific insights into neural synchrony, sleep spindles, and circuit mechanisms.

Basilis Zikopoulos, Natalia Matuk, Irina Romanova, Arash Yazdanbakhsh

Abstract read
In one paragraph

Article in Sleep advances : a journal of the Sleep Research Society, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

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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

4 authors.

Basilis ZikopoulosGraduate Program for Neuroscience, Boston University, Boston, MA, United States.ORCID https://orcid.org/0000-0002-8834-5104
Natalia MatukHuman Systems Neuroscience Laboratory, Department of Health Sciences, Program in Human Physiology, Boston University, Boston, MA, 02215  United States.
Irina RomanovaHuman Systems Neuroscience Laboratory, Department of Health Sciences, Program in Human Physiology, Boston University, Boston, MA, 02215  United States.
Arash YazdanbakhshGraduate Program for Neuroscience, Boston University, Boston, MA, United States.ORCID https://orcid.org/0000-0003-2792-6770

Funding

Organization and Circuit Interactions of Thalamocortical Attentional Networks in Health and DiseaseR01MH118500 · NIMH · BOSTON UNIVERSITY (CHARLES RIVER CAMPUS) · PI Arash Yazdanbakhsh, Vasileios Zikopoulos · 2019 to 2026
$4.8M
NIMH NIH HHS R01 MH118500
6 · The paper itself

Abstract

Thalamocortical circuits play a central role in sensory processing, attention, and sleep spindles. Here, we used a biophysically-grounded computational model with single-compartment neurons and species-inspired thalamocortical architectures to investigate how core and matrix pathways, thalamic interneurons, and open, closed, or hybrid thalamic reticular nucleus-thalamic loop configurations influence synchrony, spatiotemporal signal propagation, and spindle-like activity. The model incorporated both core versus matrix thalamocortical projections, with core pathways providing focal, driving input to middle cortical layers and matrix pathways providing more widespread, modulatory signaling across superficial layers, along with pathway-specific receptor dynamics and rodent-like versus primate-like circuit configurations that differed primarily in the presence of thalamic interneurons, as these cells are sparse in rodents but comprise up to a third of the thalamic neurons in primates. Across the tested conditions, the rodent-like circuits were more sensitive to parameter changes in core and matrix thalamocortical connectivity strength, while primate-like circuits maintained relatively stable spatiotemporal patterns across parameter variations, exhibiting greater stability and synchrony. Spindle analyses further suggested greater variability in event structure and timing in rodent-like networks and more regular spindles in primate-like networks. These findings provide insights into how species-inspired architectural differences may shape thalamocortical dynamics, thereby affecting spindle generation and network synchronization.

Indexed as

closed, open, and hybrid loop thalamocortical connectivitycore and matrix thalamocortical loopcore thalamocortical circuitsmatrix thalamocortical circuitsneural activity synchronizationprimatesrodentssleep spindles

Identifiers

PMID42801104
PMCPMC13615542

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Registered trials

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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.