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Virtual Reality-based Perceptual Learning Therapy for Visually Impaired Population

2026年9月4日 更新者:Centre for Eye and Vision Research

Virtual Reality-based Perceptual Learning Therapy for Visually Impaired Population: Study Protocol for a Randomized Clinical Trial

Visual impairments significantly impact individuals' activities of daily living (ADL) and quality of life (QoL). While perceptual learning (PL) has shown promise in vision rehabilitation, traditional PL usually involves a protracted training process, and its training effects may sometimes lack ecological validity. This study protocol outlines a two-arm, single-blind, randomized controlled trial to evaluate the efficacy of an innovative virtual reality (VR)-based PL therapy integrated with machine learning algorithms. Twenty participants with visual field deficits will be recruited and randomized in a 1:1 ratio into either the VR training group or a no-intervention control group. The intervention consists of six visits (1-7 days apart), each involving two training tasks (20 - 30 minutes per task). The VR training task is an Ecological Multiple Object Tracking task and a Dual task. Training stimuli are personalized to target each participant's transition zone (1~20 dB) based on the result of clinical visual field test. A Deep Reinforcement Learning (DRL) framework, specifically the Proximal Policy Optimization (PPO) algorithm, is utilized as an adaptive controller to dynamically modulate task difficulty and maintain participants in an optimal cognitive "flow state". The primary outcome is visual field area improvement (measured by Humphrey Field Analyzer). Secondary outcomes include pre- and post-intervention assessments of visual search, balance ability, fear of falling, ADL, and QoL. It is hypothesized that participants in the VR training group will obtain improvements in primary and secondary outcomes.

調査の概要

状態

まだ募集していません

条件

介入・治療

研究の種類

介入

入学 (推定)

20

段階

  • 適用できない

連絡先と場所

このセクションには、調査を実施する担当者の連絡先の詳細と、この調査が実施されている場所に関する情報が記載されています。

研究連絡先

研究場所

      • Hong Kong、香港
        • Units 901-903, 9/F, Building 17W, 17 Science Park West Avenue, Hong Kong Science Park, Pak Shek Kok, Shatin
        • コンタクト:

参加基準

研究者は、適格基準と呼ばれる特定の説明に適合する人を探します。これらの基準のいくつかの例は、人の一般的な健康状態または以前の治療です。

適格基準

就学可能な年齢

  • 大人
  • 高齢者

健康ボランティアの受け入れ

いいえ

説明

Inclusion Criteria:

  • Humphrey visual field analyzer (HFA) visual field loss (mean deviation of ≤-6 dB)

Exclusion Criteria:

  • Comprehension disorder that does not allow understanding of tests or training (e.g., in severe aphasia)
  • Currently under other PL treatment

研究計画

このセクションでは、研究がどのように設計され、研究が何を測定しているかなど、研究計画の詳細を提供します。

研究はどのように設計されていますか?

デザインの詳細

  • 主な目的:処理
  • 割り当て:ランダム化
  • 介入モデル:並列代入
  • マスキング:ダブル

武器と介入

参加者グループ / アーム
介入・治療
実験的:Virtual Reality-based Perceptual Learning Training

Prior to the training session, participants' visual fields will be assessed using standard automated perimetry (e.g., Humphrey Field Analyzer, 30-2 or 24-2 grid). Based on the decibel (dB) sensitivity maps from the clinical results, each participant's visual field will be classified into three functional zones: the intact zone (normal sensitivity), the absolute blind zone (<0 dB), and the transition zone or "gray area" (1~20 dB; relative scotoma characterized by reduced but present sensitivity).

One training session will be 20 ~30 minutes for each task. Participants will be asked to complete a total of 6 training sessions. In each training session, the participant will be asked to complete two tasks (i.e., ecological multiple object tracking task and dual task) which will take approximately one hour. Training sessions will be spaced at intervals of 1~7 days.

介入なし:No-intervention Control

この研究は何を測定していますか?

主要な結果の測定

結果測定
メジャーの説明
時間枠
Visual Area Improvement
時間枠:Within one week after the training ends
Primary outcome is the visual area measured using the HVF (24-2, SITA-standard), where sensitivity increased by 6 dB or more relative to baseline in the defective hemifield or whole field.
Within one week after the training ends

二次結果の測定

結果測定
メジャーの説明
時間枠
Pre/post-intervention assessments of visual search
時間枠:Within one week after the training ends
Visual search: Perceptual processing efficiency will be assessed using a visual search task - spatial configuration search task (Wolfe et al., 2010). In this task, participants were instructed to fixate on the centre of the screen and to locate a target. Each trial began with a short tone, followed after 500 ms by a search display. Participants pressed a key to report whether the target was present (in 50% of trials) or absent, responding as quickly and accurately as possible. Feedback-indicating response correctness-appeared for 500 ms after each trial. Trials were separated by a 1000-ms inter-trial interval. Set size was systematically varied across two conditions-6 items (1 target + 5 distractors) and 18 items (1 target + 17 distractors)-to quantify search efficiency. For each participant, reaction time (RT) was regressed on set size, and the resulting slope served as the primary index of perceptual processing efficiency: shallower slopes indicate higher efficiency.
Within one week after the training ends
Pre/post-intervention assessments of balance ability
時間枠:Within one week after the training ends
Balance: The Bertec Balance Advantage™ system is used to assess participants' balance before and after training. During the test, participants are asked to stand under different challenging conditions. Balance-challenging conditions include (1) standing on a firm or foam surface (Fi/Fo); (2) standing surface with backward or forward translation (BT/FT); and (3) standing with their eyes close (EC). Outcome measures, including root mean square sway of the center of pressure in the anterior - posterior and medial -lateral directions (mm/s), total sway path length (mm), and maximum CoP displacement in the AP and ML directions (mm)
Within one week after the training ends
Pre/post-intervention assessments of fear of fall
時間枠:Within one week after the training ends
Fear of fall: The English & Chinese version of the Falls Efficacy Scale-International (FES-I) is a validated and reliable questionnaire used to assess fear of falling in everyday life. The FES-I total score ranges from 16 to 64. Higher scores indicate greater concern about falling and therefore a worse outcome.
Within one week after the training ends
Pre/post-intervention assessments of quality of life (a)
時間枠:Within one week after the training ends
The National Eye Institute 25-Item Visual Function Questionnaire (NEI-VFQ-25), English and Chinese versions. The NEI VFQ-25 scores range from 0 to 100. Higher scores indicate better visual functioning and better vision-related quality of life and therefore represent a better outcome.
Within one week after the training ends
Pre/post-intervention assessments of quality of life (b)
時間枠:Within one week after the training ends
The Chinese version of the Low Vision Quality of Life Questionnaire (CLVQOL) is used to assess vision-related quality of life. The CLVQOL contains 25 items, each scored from 0 to 5, resulting in a theoretical total score ranging from 0 to 125. Higher scores indicate fewer vision-related difficulties and better vision-related quality of life and therefore represent a better outcome.
Within one week after the training ends

協力者と研究者

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スポンサー

協力者

研究記録日

これらの日付は、ClinicalTrials.gov への研究記録と要約結果の提出の進捗状況を追跡します。研究記録と報告された結果は、国立医学図書館 (NLM) によって審査され、公開 Web サイトに掲載される前に、特定の品質管理基準を満たしていることが確認されます。

主要日程の研究

研究開始 (推定)

2026年10月1日

一次修了 (推定)

2028年10月1日

研究の完了 (推定)

2029年1月1日

試験登録日

最初に提出

2026年8月31日

QC基準を満たした最初の提出物

2026年9月4日

最初の投稿 (実際)

2026年9月9日

学習記録の更新

投稿された最後の更新 (実際)

2026年9月9日

QC基準を満たした最後の更新が送信されました

2026年9月4日

最終確認日

2026年9月1日

詳しくは

本研究に関する用語

その他の研究ID番号

  • CEVR-PL-20260831

個々の参加者データ (IPD) の計画

個々の参加者データ (IPD) を共有する予定はありますか?

はい

IPD 共有時間枠

After the publication of the study results, for an indefinite period.

IPD 共有アクセス基準

Upon reasonable request and with approval from the study's principal investigator.

IPD 共有サポート情報タイプ

  • STUDY_PROTOCOL
  • SAP

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