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Bello K, Aqlan F, Harrington W. Extended reality for neurocognitive assessment: A systematic review. J Psychiatr Res 2025; 184:473-487. [PMID: 40133021 DOI: 10.1016/j.jpsychires.2025.03.034] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/14/2024] [Revised: 03/18/2025] [Accepted: 03/21/2025] [Indexed: 03/27/2025]
Abstract
OBJECTIVE The objective of this study is to evaluate the effectiveness, feasibility, and clinical relevance of extended reality (XR) technologies for neurocognitive assessment. METHODS A systematic review of published literature on augmented reality (AR), mixed reality (MR) and fully immersive virtual reality (VR) technologies for neurocognitive assessment was conducted. Studies were included if they evaluated XR for assessing neurocognitive domains, with outcomes related to diagnostic accuracy or usability. RESULTS 28 studies met the inclusion criteria. VR-based tools (n = 26) were the most commonly utilized, offering immersive environments for assessing several cognitive domains including memory, attention and executive function. AR applications (n = 2) were less frequently utilized but showed promising potential in cognitive impairment detection. No studies utilized MR technology for assessing neurocognitive functions. XR technologies were found to be more sensitive, ecologically valid, and engaging compared to traditional assessment tools. DISCUSSION XR technologies offer a transformative approach to neurocognitive assessments by providing immersive, interactive environments that go beyond the limitations of traditional methods. Despite their potential, XR technologies face limitations such as high costs and technical challenges like motion sickness. Future efforts should focus on improving accessibility, user interfaces, and incorporating social and emotional dynamics to create more realistic assessments.
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Babatope EY, Ramírez-Acosta AÁ, Avila-Funes JA, García-Vázquez M. The Potential of Automated Assessment of Cognitive Function Using Non-Neuroimaging Data: A Systematic Review. J Clin Med 2024; 13:7068. [PMID: 39685528 DOI: 10.3390/jcm13237068] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2024] [Revised: 11/15/2024] [Accepted: 11/19/2024] [Indexed: 12/18/2024] Open
Abstract
Background/Objectives: The growing incidence of cognitive impairment among older adults has a significant impact on individuals, family members, caregivers, and society. Current conventional cognitive assessment tools are faced with some limitations. Recent evidence suggests that automating cognitive assessment holds promise, potentially resulting in earlier diagnosis, timely intervention, improved patient outcomes, and higher chances of response to treatment. Despite the advantages of automated assessment and technological advancements, automated cognitive assessment has yet to gain widespread use, especially in low and lower middle-income countries. This review highlights the potential of automated cognitive assessment tools and presents an overview of existing tools. Methods: This review includes 87 studies carried out with non-neuroimaging data alongside their performance metrics. Results: The identified articles automated the cognitive assessment process and were grouped into five categories either based on the tools' design or the data analysis approach. These categories include game-based, digital versions of conventional tools, original computerized tests and batteries, virtual reality/wearable sensors/smart home technologies, and artificial intelligence-based (AI-based) tools. These categories are further explained, and evaluation of their strengths and limitations is discussed to strengthen their adoption in clinical practice. Conclusions: The comparative metrics of both conventional and automated approaches of assessment suggest that the automated approach is a strong alternative to the conventional approach. Additionally, the results of the review show that the use of automated assessment tools is more prominent in countries ranked as high-income and upper middle-income countries. This trend merits further social and economic studies to understand the impact of this global reality.
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Affiliation(s)
- Eyitomilayo Yemisi Babatope
- Instituto Politécnico Nacional, Centro de Investigación y Desarrollo de Tecnología Digital, Tijuana 22435, Mexico
| | | | - José Alberto Avila-Funes
- Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán-INCMNSZ, México City 14080, Mexico
| | - Mireya García-Vázquez
- Instituto Politécnico Nacional, Centro de Investigación y Desarrollo de Tecnología Digital, Tijuana 22435, Mexico
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Tan NC, Lim JE, Sultana R, Quah JHM, Wong WT. A virtual reality cognitive screening tool based on the six cognitive domains. ALZHEIMER'S & DEMENTIA (AMSTERDAM, NETHERLANDS) 2024; 16:e70030. [PMID: 39713248 PMCID: PMC11659949 DOI: 10.1002/dad2.70030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/22/2024] [Revised: 09/26/2024] [Accepted: 09/26/2024] [Indexed: 12/24/2024]
Abstract
INTRODUCTION Early detection of cognitive impairment enables interventions to slow cognitive decline. Existing neuropsychological paper-and-pencil tests may not adequately assess cognition in real-life environments. A fully-immersive and automated virtual reality (VR) system-Cognitive Assessment using VIrtual REality (CAVIRE)-was developed to assess all six cognitive domains. This case-control study aims to evaluate the ability of CAVIRE to differentiate cognitively-healthy individuals from those with cognitive impairment. METHODS One hundred nine Asian individuals 65-84 years of age were recruited at a primary care setting in Singapore. Based on the Montreal Cognitive Assessment (MoCA), participants were grouped as either Cognitively Healthy (MoCA ≥26, n = 60) or Cognitively Impaired (MoCA <26, n = 49). Subsequently, all participants completed the CAVIRE assessment. RESULTS Cognitively-healthy participants achieved higher VR scores and required shorter completion time across all six cognitive domains (all p's < 0.005). Receiver-operating characteristic curve analysis showed area under the curve of 0.7267. DISCUSSION The results demonstrated the potential of CAVIRE as a cognitive screening tool in primary care. Highlights CAVIRE is a virtual reality (VR) system that assesses the six cognitive domains.CAVIRE can distinguish healthy individuals from individuals with cognitive impairment.It has potential as a cognitive screening tool for older people in primary care.
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Affiliation(s)
- Ngiap Chuan Tan
- SingHealth PolyclinicsSingaporeSingapore
- SingHealth Duke‐NUS Family Medicine Academic Clinical ProgrammeSingaporeSingapore
| | - Jie En Lim
- SingHealth PolyclinicsSingaporeSingapore
| | - Rehena Sultana
- Centre for Quantitative MedicineDuke‐NUS Medical SchoolSingaporeSingapore
| | - Joanne Hui Min Quah
- SingHealth PolyclinicsSingaporeSingapore
- SingHealth Duke‐NUS Family Medicine Academic Clinical ProgrammeSingaporeSingapore
| | - Wei Teen Wong
- SingHealth PolyclinicsSingaporeSingapore
- SingHealth Duke‐NUS Family Medicine Academic Clinical ProgrammeSingaporeSingapore
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Namirembe GE, Baker S, Albanese M, Mueller A, Qu JZ, Mekonnen J, Wiredu K, Westover MB, Houle TT, Akeju O. Association Between Postoperative Delirium and Long-Term Subjective Cognitive Decline in Older Patients Undergoing Cardiac Surgery: A Secondary Analysis of the Minimizing Intensive Care Unit Neurological Dysfunction with Dexmedetomidine-Induced Sleep Trial. J Cardiothorac Vasc Anesth 2023; 37:1700-1706. [PMID: 37217424 PMCID: PMC10524446 DOI: 10.1053/j.jvca.2023.04.035] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Revised: 04/09/2023] [Accepted: 04/25/2023] [Indexed: 05/24/2023]
Abstract
OBJECTIVES This study aimed to evaluate whether a measure of subjective cognitive decline (SCD), the Patient-Reported Outcomes Measurement Information System (PROMIS) Applied Cognition-Abilities questionnaire, was associated with postoperative delirium. It was hypothesized that delirium during the surgical hospitalization would be associated with a decrease in subjective cognition up to 6 months after cardiac surgery. DESIGN This was a secondary analysis of data from the Minimizing Intensive Care Unit Neurological Dysfunction with Dexmedetomidine-induced Sleep randomized, placebo-controlled, parallel-arm superiority trial. SETTING Data from patients recruited between March 2017 and February 2022 at a tertiary medical center in Boston, Massachusetts were analyzed in February 2023. PARTICIPANTS Data from 337 patients aged 60 years or older who underwent cardiac surgery with cardiopulmonary bypass were included. INTERVENTIONS Patients were assessed preoperatively and postoperatively at 30, 90, and 180 days using the subjective PROMIS Applied Cognition-Abilities and telephonic Montreal Cognitive Assessment. MEASUREMENT AND MAIN RESULTS Postoperative delirium occurred within 3 days in 39 participants (11.6%). After adjusting for baseline function, participants who developed postoperative delirium self-reported worse cognitive function (mean difference [MD] -2.64 [95% CI -5.25, -0.04]; p = 0.047) up to 180 days after surgery, as compared with nondelirious patients. This finding was consistent with those obtained from objective t-MoCA assessments (MD -0.77 [95% CI -1.49, -0.04]; p = 0.04). CONCLUSIONS In this cohort of older patients undergoing cardiac surgery, in-hospital delirium was associated with SCD up to 180 days after surgery. This finding suggested that measures of SCD may enable population-level insights into the burden of cognitive decline associated with postoperative delirium.
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Affiliation(s)
- Grace E Namirembe
- Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - Sarah Baker
- Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - Marissa Albanese
- Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - Ariel Mueller
- Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - Jason Z Qu
- Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - Jennifer Mekonnen
- Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - Kwame Wiredu
- Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - M Brandon Westover
- Department of Neurology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA
| | - Timothy T Houle
- Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - Oluwaseun Akeju
- Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA.
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Aneni K, Gomati de la Vega I, Jiao MG, Funaro MC, Fiellin LE. Evaluating the validity of game-based assessments measuring cognitive function among children and adolescents: A systematic review and meta-analysis. PROGRESS IN BRAIN RESEARCH 2023; 279:1-36. [PMID: 37661161 DOI: 10.1016/bs.pbr.2023.02.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/15/2023]
Abstract
Games offer advantages over traditional methods of assessing cognitive function among children and adolescents. However, the validity of game-based assessments has not been systematically evaluated. We conducted a systematic review and meta-analysis to assess the validity of game-based assessments measuring cognitive function among children and adolescents. We systematically searched several databases using pre-defined inclusion criteria. For papers that met the criteria, we extracted and analyzed the cognitive functions measured by each study, the correlation coefficients between game-based and traditional assessments, and factors that could influence the validity of game-based assessments. Our review identified 19 articles featuring 20 studies, 18 games, and 378 unique correlations between game-based and traditional assessments of cognitive function. Game-based assessments yielded significant correlations (n=282, 75%) with traditional assessments, over half of which were in the low to medium range in strength (r=0.3-0.69, n=227, 80%). Factors related to the child, such as age, gender, and prior gaming experience, may influence the validity of game-based assessments by modifying performance on game-based assessments. In addition, we found that game-based assessments that measured cognitive functions across more than one neurocognitive domain and used a prediction model for scoring were more likely to yield significant correlations. In contrast, including a narrative storyline in a game-based assessment was less likely to yield significant correlations. Most studies were of good quality, although the lack of sample size justification was a limiting factor. Further research is needed to elucidate the influence of identified factors on the validity of game-based assessment to justify the wide adoption of game-based assessments of cognitive function among children and adolescents.
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Affiliation(s)
- Kammarauche Aneni
- Yale Child Study Center, New Haven, CT, United States; Yale School of Medicine, New Haven, CT, United States
| | | | - Megan G Jiao
- McGovern Medical School, Houston, TX, United States
| | - Melissa C Funaro
- Harvey Cushing/John Hay Whitney Medical Library, Yale University, New Haven, CT, United States
| | - Lynn E Fiellin
- Yale Child Study Center, New Haven, CT, United States; Yale School of Medicine, New Haven, CT, United States; Yale School of Public Health, New Haven, CT, United States.
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te Pas M, Olde Rikkert M, Bouwman A, Kessels R, Buise M. Screening for Mild Cognitive Impairment in the Preoperative Setting: A Narrative Review. Healthcare (Basel) 2022; 10:1112. [PMID: 35742163 PMCID: PMC9223065 DOI: 10.3390/healthcare10061112] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2022] [Revised: 05/26/2022] [Accepted: 06/13/2022] [Indexed: 11/28/2022] Open
Abstract
Cognitive impairment predisposes patients to the development of delirium and postoperative cognitive dysfunction. In particular, in older patients, the adverse sequelae of cognitive decline in the perioperative period may contribute to adverse outcomes after surgical procedures. Subtle signs of cognitive impairment are often not previously diagnosed. Therefore, the aim of this review is to describe the available cognitive screeners suitable for preoperative screening and their psychometric properties for identifying mild cognitive impairment, as preoperative workup may improve perioperative care for patients at risk for postoperative cognitive dysfunction. Electronic systematic and snowball searches of PubMed, PsycInfo, ClinicalKey, and ScienceDirect were conducted for the period 2015-2020. Major inclusion criteria for articles included those that discussed a screener that included the cognitive domain 'memory', that had a duration time of less than 15 min, and that reported sensitivity and specificity to detect mild cognitive impairment. Studies about informant-based screeners were excluded. We provided an overview of the characteristics of the cognitive screener, such as interrater and test-retest reliability correlations, sensitivity and specificity for mild cognitive impairment and cognitive impairment, and duration of the screener and cutoff points. Of the 4775 identified titles, 3222 were excluded from further analysis because they were published prior to 2015. One thousand four hundred and forty-eight titles did not fulfill the inclusion criteria. All abstracts of 52 studies on 45 screeners were examined of which 10 met the inclusion criteria. For these 10 screeners, a further snowball search was performed to obtain related studies, resulting in 20 articles. Screeners included in this review were the Mini-Cog, MoCA, O3DY, AD8, SAGE, SLUMS, TICS(-M), QMCI, MMSE2, and Mini-ACE. The sensitivity and specificity range to detect MCI in an older population is the highest for the MoCA, with a sensitivity range of 81-93% and a specificity range of 74-89%. The MoCA, with the highest combination of sensitivity and specificity, is a feasible and valid routine screening of pre-surgical cognitive function. This warrants further implementation and validation studies in surgical pathways with a large proportion of older patients.
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Affiliation(s)
- Mariska te Pas
- Department of Anesthesiology, Catharina Hospital, 5623 EJ Eindhoven, The Netherlands; (A.B.); (M.B.)
| | - Marcel Olde Rikkert
- Radboud University Medical Center, Department of Geriatric Medicine, 6500 GL Nijmegen, The Netherlands;
| | - Arthur Bouwman
- Department of Anesthesiology, Catharina Hospital, 5623 EJ Eindhoven, The Netherlands; (A.B.); (M.B.)
- Department of Electrical Engineering, Eindhoven University of Technology, 5612 AZ Eindhoven, The Netherlands
| | - Roy Kessels
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, 6525 XZ Nijmegen, The Netherlands;
- Department of Medical Psychology, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands
- Vincent van Gogh Institute for Psychiatry, 5803 AC Venray, The Netherlands
| | - Marc Buise
- Department of Anesthesiology, Catharina Hospital, 5623 EJ Eindhoven, The Netherlands; (A.B.); (M.B.)
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Tan NC, Lim JE, Allen JC, Wong WT, Quah JHM, Muthulakshmi P, Teh TA, Lim SH, Malhotra R. Age-Related Performance in Using a Fully Immersive and Automated Virtual Reality System to Assess Cognitive Function. Front Psychol 2022; 13:847590. [PMID: 35360611 PMCID: PMC8963351 DOI: 10.3389/fpsyg.2022.847590] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2022] [Accepted: 02/16/2022] [Indexed: 11/29/2022] Open
Abstract
Introduction Cognition generally declines gradually over time due to progressive degeneration of the brain, leading to dementia and eventual loss of independent functions. The rate of regression varies among the six cognitive domains (perceptual motor, executive function, complex attention, learning and memory, social cognition and language). Current modality of cognitive assessment using neuropsychological paper-and-pencil screening tools for cognitive impairment such as the Montreal Cognitive Assessment (MoCA) has limitations and is influenced by age. Virtual reality (VR) is considered as a potential alternative tool to assess cognition. A novel, fully immersive automated VR system (Cognitive Assessment using Virtual Reality, CAVIRE) has been developed to assess the six cognitive domains. As cognition is associated with age, VR performance is postulated to vary with age using this system. Aims This is a feasibility study to evaluate the VR performance of cognitively healthy adults aged between 35 and 74 years old, based on the performance score and completion time using the CAVIRE system. Methods Conducted in a public primary care clinic in Singapore, 25 multi-ethnic Asian adults were recruited in each of the four age groups in years: (1) 35–44; (2) 45–54; (3) 55–64, and (4) 65–74. The eligibility criteria included a MoCA score of 26 or higher to reflect normal cognition and understanding English instructions. They completed common daily activities ranging from brushing teething to shopping, across 13 VR segments. Their performances scores and completion time were automatically computed by the CAVIRE system. These VR performance indices were compared across the four age groups using one-way ANOVA, F-test of the hypothesis, followed by pair-wise comparisons in the event of a significant F-test (p < 0.05). Results One participant dropped out from Group 1. The demographic characteristics of 99 participants were similar across the 4 age groups. Overall, younger participants in Groups 1 and 2 attained higher VR performance scores and shorter completion time, compared to those in Groups 3 and 4, in all six cognitive domains (all p < 0.05). Conclusion The CAVIRE VR performance scores and completion time significantly differ between the younger and older Asian participants with normal cognition. Enhancements to the system are needed to establish the age-group specific normal performance indices.
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Affiliation(s)
- Ngiap Chuan Tan
- Duke-NUS Medical School, Singapore, Singapore
- SingHealth Polyclinics, Singapore, Singapore
- SingHealth Duke-NUS Family Medicine Academic Clinical Programme, Duke-NUS Medical School, Singapore, Singapore
- *Correspondence: Ngiap Chuan Tan,
| | - Jie En Lim
- SingHealth Polyclinics, Singapore, Singapore
| | - John Carson Allen
- Centre for Quantitative Medicine, Duke-NUS Medical School, Singapore, Singapore
| | - Wei Teen Wong
- Duke-NUS Medical School, Singapore, Singapore
- SingHealth Duke-NUS Family Medicine Academic Clinical Programme, Duke-NUS Medical School, Singapore, Singapore
- SingHealth Polyclinics-Outram, SingHealth Polyclinics, Singapore, Singapore
| | - Joanne Hui Min Quah
- Duke-NUS Medical School, Singapore, Singapore
- SingHealth Polyclinics, Singapore, Singapore
- SingHealth Duke-NUS Family Medicine Academic Clinical Programme, Duke-NUS Medical School, Singapore, Singapore
| | | | - Tuan Ann Teh
- Technology Development Centre, Institute of Technical Education College West, Singapore, Singapore
| | - Soon Huat Lim
- Technology Development Centre, Institute of Technical Education College West, Singapore, Singapore
| | - Rahul Malhotra
- Centre for Ageing Research and Education, Duke-NUS Medical School, Singapore, Singapore
- Health Services and Systems Research, Duke-NUS Medical School, Singapore, Singapore
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