TY - JOUR
T1 - A Multidimensional Virtual Reality Neurorehabilitation Approach to Improve Functional Memory: Who Is the Ideal Candidate?
AU - HEAD study group
AU - Di Tella, Sonia
AU - Isernia, Sara
AU - Pagliari, Chiara
AU - Jonsdottir, Johanna
AU - Castiglioni, Carlotta
AU - Gindri, Patrizia
AU - Gramigna, Cristina
AU - Canobbio, Samuela
AU - Salza, Marco
AU - Molteni, Franco
AU - Baglio, Francesca
N1 - Funding Information:
We would like to thank all patients who participated to the study. We would also thank the HEAD study group to make possible to conduct the present study (alphabetic order): S. Aggujaro, G. Barra, M. Bellomo, R. Bertoni, S. Boccini, M. Bonanima, P. Borgogno, T. Bowman, A. Castagna, M. Covarrubias, A. Del Principe, L. Enei, A. Ferrari, M. Ferrarin, M. Fini, N. Gencarelli, A. Giordano, C. Manfredini, C. Marino, L. Martina, L. Mendozzi, P. Mocarelli, A. Montesano, R. Nemni, G. Palumbo, G. Perini, M. Peverelli, D. Proserpio, L. L. Pugnetti, E. Ripamonti, M. Rossini, G. Ruffin, F. L. Saibene, D. Trombini, A. Zanfini. Funding. This study had been funded by the Fondazione Cariplo, Italy, and by Italian Ministry of Health (IRCCS?Ricerca Corrente). This funding source had no role in the design of this study and will not have any role during its execution, analyses, interpretation of the data, or decision to submit results.
Publisher Copyright:
© Copyright © 2021 Di Tella, Isernia, Pagliari, Jonsdottir, Castiglioni, Gindri, Gramigna, Canobbio, Salza, Molteni and Baglio.
Copyright:
Copyright 2021 Elsevier B.V., All rights reserved.
PY - 2021/1/14
Y1 - 2021/1/14
N2 - Aims: We aimed to identify the significant predictors of ecological memory amelioration after the Human Empowerment Aging and Disability (HEAD) rehabilitation program, a multidimensional treatment for chronic neurological diseases. Materials and Methods: Ninety-three patients with Parkinson disease (n = 29), multiple sclerosis (n = 26), and stroke (n = 38) underwent a multidimensional rehabilitation. We focused on changes after treatment on ecological memory (outcome measure) evaluated by Rivermead Behavioral Memory Test, Third Edition (RBMT-3). Minimal clinically important difference (MCID) after treatment were calculated for RBMT-3. The change score on RBMT-3 was categorized in positive effect, stabilization, or no effect of the treatment. Random forest classification identified who significantly benefited from treatment against who did not in terms of ecological memory functioning. Accordingly, logistic regression models were created to identify the best predictors of the treatment effect. A predicted probability value was derived, and the profile of the ideal candidate of HEAD protocol was shown by combining different ranks of significant predictors in a 3 × 3 matrix for each pair of predictors. Results: A significant number of cases reported positive effect of the treatment on ecological memory, with an amelioration over the MCID or a stabilization. The random forest analysis highlighted a discrete accuracy of prediction (>0.60) for all the variables considered at baseline for identifying participants who significantly benefited and who did not from the treatment. Significant logistic regression model (Wald method) showed a predictive role of Montreal Cognitive Assessment (MoCA; p = 0.007), 2-Minute Walk Test (2MWT; p = 0.038), and RBMT-3 (p < 0.001) at baseline on HEAD treatment effect. Finally, we observed a high probability of success in people with higher residual cognitive functioning (MoCA; odds ratio = 1.306) or functional mobility (2MWT; odds ratio = 1.013). Discussion: The HEAD program is a rehabilitation with effects on multiple domains, including ecological memory. Residual level of cognitive and/or motor functioning is a significant predictor of the treatment success. These findings confirm the intrinsic relationship subsisting between motor and cognitive functions and suggest the beneficial effects of physical activity on cognitive functions and vice versa.
AB - Aims: We aimed to identify the significant predictors of ecological memory amelioration after the Human Empowerment Aging and Disability (HEAD) rehabilitation program, a multidimensional treatment for chronic neurological diseases. Materials and Methods: Ninety-three patients with Parkinson disease (n = 29), multiple sclerosis (n = 26), and stroke (n = 38) underwent a multidimensional rehabilitation. We focused on changes after treatment on ecological memory (outcome measure) evaluated by Rivermead Behavioral Memory Test, Third Edition (RBMT-3). Minimal clinically important difference (MCID) after treatment were calculated for RBMT-3. The change score on RBMT-3 was categorized in positive effect, stabilization, or no effect of the treatment. Random forest classification identified who significantly benefited from treatment against who did not in terms of ecological memory functioning. Accordingly, logistic regression models were created to identify the best predictors of the treatment effect. A predicted probability value was derived, and the profile of the ideal candidate of HEAD protocol was shown by combining different ranks of significant predictors in a 3 × 3 matrix for each pair of predictors. Results: A significant number of cases reported positive effect of the treatment on ecological memory, with an amelioration over the MCID or a stabilization. The random forest analysis highlighted a discrete accuracy of prediction (>0.60) for all the variables considered at baseline for identifying participants who significantly benefited and who did not from the treatment. Significant logistic regression model (Wald method) showed a predictive role of Montreal Cognitive Assessment (MoCA; p = 0.007), 2-Minute Walk Test (2MWT; p = 0.038), and RBMT-3 (p < 0.001) at baseline on HEAD treatment effect. Finally, we observed a high probability of success in people with higher residual cognitive functioning (MoCA; odds ratio = 1.306) or functional mobility (2MWT; odds ratio = 1.013). Discussion: The HEAD program is a rehabilitation with effects on multiple domains, including ecological memory. Residual level of cognitive and/or motor functioning is a significant predictor of the treatment success. These findings confirm the intrinsic relationship subsisting between motor and cognitive functions and suggest the beneficial effects of physical activity on cognitive functions and vice versa.
KW - cognition
KW - digital health
KW - multiple sclerosis
KW - Parkinson disease
KW - rehabilitation
KW - stroke
KW - telerehabilitation
KW - virtual reality
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U2 - 10.3389/fneur.2020.618330
DO - 10.3389/fneur.2020.618330
M3 - Article
AN - SCOPUS:85102149067
SN - 1664-2295
VL - 11
JO - Frontiers in Neurology
JF - Frontiers in Neurology
M1 - 618330
ER -