Evidence map›Paper›PMID 42000901›Full record

ArticleCommunications biology2026

Data-driven mouse motor thalamus model reveals topography and spatial weight scaling govern spindle dynamics.

Francesco Jamal Sheiban, Alberto Antonietti, Muhammed Furkan Beyazyüz, Robin De Schepper, Carmen Alonso-Martínez, Mario Rubio-Teves, Francisco Clascá, Egidio D'Angelo, Alessandra Pedrocchi

Abstract read
In one paragraph

Article in Communications biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Francesco Jamal SheibanDepartment of Electronics, Information and Bioengineering, Politecnico di Milano, Milan, Italy. francescojamal.sheiban@mail.polimi.it.ORCID http://orcid.org/0000-0002-2297-0222
Alberto AntoniettiDepartment of Electronics, Information and Bioengineering, Politecnico di Milano, Milan, Italy.ORCID http://orcid.org/0000-0003-0388-6321
Muhammed Furkan BeyazyüzDepartment of Electronics, Information and Bioengineering, Politecnico di Milano, Milan, Italy.ORCID http://orcid.org/0000-0002-5314-2649
Robin De SchepperDepartment of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy.ORCID http://orcid.org/0000-0001-8224-9341
Carmen Alonso-MartínezDepartment of Anatomy, Histology and Neuroscience, Universidad Autónoma de Madrid, Madrid, Spain.
Mario Rubio-TevesDepartment of Anatomy, Histology and Neuroscience, Universidad Autónoma de Madrid, Madrid, Spain.
Francisco ClascáDepartment of Anatomy, Histology and Neuroscience, Universidad Autónoma de Madrid, Madrid, Spain.ORCID http://orcid.org/0000-0003-0718-1337
Egidio D'AngeloDepartment of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy.
Alessandra PedrocchiDepartment of Electronics, Information and Bioengineering, Politecnico di Milano, Milan, Italy.ORCID http://orcid.org/0000-0001-9957-2786

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The thalamus plays a crucial role in motor control but its complex circuitry remains poorly understood. Existing computational models often lack anatomical detail, hindering investigations on how structure influences function. Here we present a data-driven 3D anatomical scaffold model (a geometrically constrained virtual circuit) of mouse motor thalamic nuclei, built by integrating publicly available datasets, anatomical descriptions, geometric constraints and circuit-level findings to reproduce topographical organization and structural boundaries observed experimentally. Network simulations demonstrate sustained spindle oscillations at physiologically realistic frequencies, with propagation velocities matching observations from thalamic slices. Systematic ablation reveals that both topography and distance-dependent synaptic weights are necessary for physiological dynamics, establishing architectural design principles for spatially organized circuits. These findings generalize beyond the motor thalamus: the open-source pipeline provides a reusable framework for data-driven circuit reconstruction, linking anatomical organisation to emergent network dynamics across brain regions.

Indexed as

Models, NeurologicalThalamusAnimalsComputer SimulationMice

Identifiers

PMID42000901
PMCPMC13275909

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.