Evidence map›Paper›PMID 41904500›Full record

Observational studyJournal of neuroengineering and rehabilitation2026

Key factors for successful gait acquisition in individuals with severe hemiplegic subacute stroke using a single-legged gait-training assistance robot: a retrospective cohort study.

Tomoya Asano, Norihide Itoh, Tatsuyoshi Ikenoue, Ryo Okochi, Takuma Ii, Satoshi Hirano

Abstract readObservational Study
In one paragraph

Observational study in Journal of neuroengineering and rehabilitation, 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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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Tomoya Asano *Rehabilitation Department, Okayama Rehabilitation Hospital, 503-1 Kurata, Naka, Okayama, 703-8265, Okayama, Japan. t-asano@okayama-reha-hp.or.jp.
Norihide Itoh *Faculty of Rehabilitation, School of Health Sciences, Fujita Health University, Toyoake, Japan.
Tatsuyoshi IkenoueData Science and AI Innovation Research Promotion Center, Shiga University, Hikone, Japan.
Ryo OkochiDepartment of Rehabilitation Medicine, Saiseikai Moriyama Municipal Hospital, Moriyama, Japan.
Takuma IiFaculty of Rehabilitation, School of Health Sciences, Fujita Health University, Toyoake, Japan.
Satoshi HiranoDepartment of Rehabilitation Medicine, School of Medicine, Fujita Health University, Toyoake, Japan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundRobot-assisted gait training (RAGT) has been explored using various devices. Most studies have focused on bilateral-legged devices; however, few have evaluated single-legged devices. Therefore, we aimed to identify key factors associated with successful responders among individuals with severe hemiplegic subacute stroke who had ambulatory deficits and underwent gait training using a single-legged assistance robot.

methodsWe retrospectively analyzed patients with stroke who received RAGT at Okayama Rehabilitation Hospital between February 2018 and September 2024. Eligible patients had severe hemiplegia after a first-time supratentorial stroke and required assistance for ambulation. Exclusion criteria included subarachnoid hemorrhage, concomitant neurological disease, or failure to complete 10 RAGT sessions. The primary outcome was achieving walking with supervision or better, rather than requiring physical assistance. Responders were defined as those who walked without physical assistance but required supervision. We explored factors affecting this outcome after 4 weeks of RAGT. Factor selection was performed using the Direct Linear Non-Gaussian Acyclic Model, followed by logistic regression to assess associations.

resultsA total of 126 participants were included. Stroke Impairment Assessment Set (SIAS) scores (knee extension, ankle dorsiflexion, joint position sense, trunk verticality, and abdominal strength), Functional Independence Measure scores (problem solving and memory), time from onset to RAGT initiation, and initial walking independence were associated with achieving walking with supervision. Among these factors, days to RAGT initiation (odds ratio [OR] = 0.19), SIAS trunk verticality (OR = 7.79), and SIAS joint position sense (OR = 3.37) were independently associated with the outcome.

conclusionsAchieving walking with supervision was associated with earlier initiation of RAGT, trunk control, and lower-limb proprioception in patients with severe hemiplegia undergoing gait training with a single-legged assistance robot. These findings highlight key factors for selecting candidates for single-legged gait-training robots and may guide more effective rehabilitation strategies. Trial Registration University Hospital Medical Information NetworkClinical Trials Registry UMIN000056551 January 4, 2025.

Indexed as

Gait Disorders, NeurologicHemiplegiaRoboticsStrokeStroke RehabilitationAgedFemaleGaitHumansMaleMiddle AgedRetrospective StudiesTreatment OutcomeGait independenceRehabilitationRoboticsStrokeWalking

Identifiers

PMID41904500
PMCPMC13151260

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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.