Evidence map›Paper›PMID 41579264›Full record

ArticleNeuroinformatics2026

A Validated Transcriptomic NMJ Remodeling Score Reveals Synaptic Dysfunction Independent of Muscle Atrophy after Immobilization in a Microgravity Analog.

Rahul Kumar, Andrew Bouras, Karmen Gill, Kyle Sporn, Rohan Phadke, Harlene Kaur, Phani Paladugu, Joshua Ong, Ethan Waisberg, Andrew G Lee

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Article in Neuroinformatics, 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

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

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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

10 authors.

Rahul KumarUniversity of Massachusetts Chan School of Medicine, Worcester, MA, USA. Rahul.Kumar5@umassmed.edu.ORCID http://orcid.org/0000-0001-8574-2895
Andrew BourasNova Southeastern University Kiran C. Patel College of Osteopathic Medicine, Fort Lauderdale, FL, USA. andrewgbouras@gmail.com.ORCID http://orcid.org/0000-0002-7960-9358
Karmen GillDepartment of Orthopaedic Surgery, Massachusetts General Hospital, Boston, MA, USA.ORCID http://orcid.org/0009-0000-6251-7046
Kyle SpornSUNY Upstate Medical University, Syracuse, NY, USA.ORCID http://orcid.org/0009-0005-5707-9009
Rohan PhadkeSchool of Medicine, Baylor College of Medicine, Houston, TX, USA.ORCID http://orcid.org/0000-0002-8611-6711
Harlene KaurUniversity of Massachusetts Chan School of Medicine, Worcester, MA, USA.ORCID http://orcid.org/0009-0001-3595-5646
Phani PaladuguBrigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.ORCID http://orcid.org/0000-0002-1170-5482
Joshua OngMichigan Medicine, University of Michigan, Ann Arbor, MI, USA.ORCID http://orcid.org/0000-0003-4860-827X
Ethan WaisbergDepartment of Medical Genetics, University of Cambridge, Cambridge, UK.ORCID http://orcid.org/0000-0001-8999-0212
Andrew G LeeCenter for Space Medicine, Baylor College of Medicine, Houston, TX, United States.ORCID http://orcid.org/0000-0002-2473-299X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Muscle weakness after immobilization often exceeds that explained by loss of muscle mass alone, suggesting a role for neuromuscular synaptic changes. To quantify these adaptations, we developed a composite transcriptomic Neuromuscular Junction (NMJ) Remodeling Score and evaluated its behavior relative to classical atrophy pathways during short-term unloading. We analyzed vastus lateralis RNA sequencing data from adults undergoing 10 days of unilateral lower-limb suspension followed by a 21-day recovery, generating NMJ and atrophy scores for 15 and 10 genes, respectively. Transcriptome-wide testing across more than twenty thousand genes identified a broad pattern of metabolic suppression. The NMJ score showed a large effect increase during unloading and partial normalization with recovery, while the atrophy score rose more strongly and reversed during recovery. The two scores demonstrated weak correlation, consistent with distinct biological processes. Individual NMJ-related genes displayed coordinated regulation, including marked upregulation of several acetylcholine receptor subunits and modest downregulation of muscle signaling kinase (MuSK), reflecting a denervation-like transcriptional pattern. Directional replication in a 60-day bed rest cohort supported generalizability across disuse conditions. Together, these findings indicate that limb unloading elicits measurable transcriptomic remodeling at the NMJ that is only partially aligned with atrophy signaling, providing a framework for investigating neural contributions to immobilization-induced weakness.

Indexed as

ImmobilizationMuscular AtrophyNeuromuscular JunctionTranscriptomeWeightlessness SimulationAnimalsHindlimb SuspensionMaleMuscle, SkeletalMicrogravity analogMuscle disuse atrophyNeuromuscular junction remodelingSkeletal muscle gene expressionTranscriptomicsUnloading physiology

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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.