Your new experience awaits. Try the new design now and help us make it even better

METHODS article

Front. Neurol.

Sec. Neurorehabilitation

Integrated biO-cooPErative Robotic plAtform for Virtual Cognitive Training in Parkinson's Disease: Design and Methodology of the OPERA project

Provisionally accepted
Cristina  PolitoCristina Polito1Giulia  MartinelliGiulia Martinelli1Sara  Della BellaSara Della Bella1*Eleonora  PavanEleonora Pavan1Ylenia  CrocettoYlenia Crocetto1Simona  AbagnaleSimona Abagnale1Cristiana  RondoniCristiana Rondoni2Alfonso  VoscarelliAlfonso Voscarelli3Marco  PiriniMarco Pirini3Francesco  Scotto di LuzioFrancesco Scotto di Luzio2LOREDANA  ZOLLOLOREDANA ZOLLO2Anna  EstraneoAnna Estraneo1
  • 1IRCCS Fondazione Don Carlo Gnocchi, Florence, Italy
  • 2Research Unit of Advanced Robotics and Human-Centred Technologies, Universita Campus Bio-Medico di Roma, Rome, Italy
  • 3Khymeia Group, Padua, Italy

The final, formatted version of the article will be published soon.

Introduction: Mild Cognitive Impairment in Parkinson's Disease (PD-MCI) can affect several cognitive domains, including attention, working memory, executive functions, language, visuospatial skills, and episodic memory, resulting in a progressive reduction of autonomy and an increased risk of dementia. Cognitive training may help preserve cognitive abilities, especially when supported by innovative tools; nevertheless, standardized and engaging interventions are still lacking. The OPERA project aims to develop and evaluate the usability of PRoBio, a novel bio-cooperative platform that integrates virtual reality (VR), robotic assistance and physiological monitoring to deliver personalized cognitive rehabilitation for individuals with PD-MCI. Methods and Analysis: The OPERA project is a 13-months non-profit, multicentre clinical investigation structured in 4 phases. Phase 1 (month 2): focus group, involving 23 participants (10 people with PD (PwPD), 5 caregivers, 8 healthcare professionals) to explore usability, expectations and rehabilitation needs. Phase 2 (months 2-7): development of the PRoBio platform, by integrating the "Virtual Reality Rehabilitation System" (VRRS, by Khymeia Group) with the TIAGo robot (by PAL Robotics) to deliver personalized exercises to patients' cognitive profiles, while also monitoring their emotional and physiological state. Phase 3 (month 6): 2 Living Labs involving a total of 21 healthy subjects (13 volunteers and 8 rehabilitation professionals) to assess PRoBio's usability in a real setting, with emotional data collection and standardized usability questionnaires completion after use. In Phase 4 (months 8-12): Usability Study assessing PRoBio's usability as the primary objective, involving 10 PD-MCI patients completing a 4-week cognitive rehabilitation program with pre/post clinical and neuropsychological assessments. Descriptive statistics and appropriate inferential tests (parametric or non-parametric) will be applied to usability data, pre/post intervention clinical measures, and physiological and performance data registered by the PRoBio platform (p < 0.05). Conclusion: The present paper presents the methodological framework of the OPERA project, which brings together partners with complementary expertise to develop and evaluate the PRoBio platform, a novel bio-cooperative system for cognitive rehabilitation in patients with PD-MCI. By integrating VR, robotics and physiological feedback, PRoBio aims to enable personalized, adaptive interventions, offering a more engaging alternative to traditional rehabilitation approaches while advancing research in bidirectional human–robot interaction.

Keywords: Parkinson's disease, mild cognitive impairment – MCI, cognitive training, virtualreality, Robot-aided rehabilitation, multimodal platforms, Bio-cooperative systems

Received: 05 Aug 2025; Accepted: 18 Dec 2025.

Copyright: © 2025 Polito, Martinelli, Della Bella, Pavan, Crocetto, Abagnale, Rondoni, Voscarelli, Pirini, Scotto di Luzio, ZOLLO and Estraneo. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence: Sara Della Bella

Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.