Evidence map›Paper›PMID 40969980›Full record

ArticleFrontiers in sports and active living2025

Investigating the relationship between anxiety, depression, and forearm muscle deformation in amateur athletes using time-series analysis.

Satoshi Shimabukuro, Tamon Miyake, Tomo Akamine, Chihiro Ookubo, Dai Yanagihara, Emi Tamaki

Abstract read
In one paragraph

Article in Frontiers in sports and active living, 2025. 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

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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

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3 · Its place in the literature

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0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Satoshi ShimabukuroDepartment of Engineering, University of the Ryukyus, Nishihara, Okinawa, Japan.
Tamon MiyakeH2L Inc., Tokyo, Japan.
Tomo AkamineDepartment of Engineering, University of the Ryukyus, Nishihara, Okinawa, Japan.
Chihiro OokuboH2L Inc., Tokyo, Japan.
Dai YanagiharaDepartment of Life Sciences, Graduate School of Arts and Sciences, The University of Tokyo, Tokyo, Japan.
Emi TamakiDepartment of Engineering, University of the Ryukyus, Nishihara, Okinawa, Japan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Conditioning involves the regulation of psychological health, physical fitness, and overall well-being, all of which are essential for optimal athletic performance. While psychological aspects have been extensively studied, the relationship between muscle activity and psychological factors such as anxiety and depression remains underexplored. Methods: This study investigated the relationship between anxiety, depression, and forearm muscle activity in amateur athletes (mean age: 28 ± 9 years; sports experience: 13 ± 5 years) who participate in sports requiring upper extremity use. Muscle activity was evaluated using autocorrelation coefficients derived from muscle deformation data collected via a sensor array. Anxiety and depression levels were assessed using validated questionnaires, and their associations with muscle deformation were analyzed. Results: Muscle deformation suggested a task-dependent relationship with psychological factors. A significant correlation was observed between anxiety and Hand tasks (r = -0.57, Discussion: These findings suggest that chronic psychological stress may impair sustained muscle contraction during cyclic movements and promote fixed motor patterns during random tasks. This study elucidates how anxiety and depression affect muscle activity under different task conditions, providing a basis for optimizing training protocols and psychological stress management strategies in athletic conditioning.

Indexed as

amateur athleteanxiety and depressionautocorrelation coefficientmuscle deformationsports condition

Identifiers

PMID40969980
PMCPMC12441826

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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.