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Delgado-Álvarez A, Hernández-Lorenzo L, Nielsen TR, Díez-Cirarda M, Cuevas C, Montero-Escribano P, Delgado-Alonso C, Valles-Salgado M, Gil-Moreno MJ, Matias-Guiu J, Matias-Guiu JA. European cross-cultural neuropsychological test battery (CNTB) for the assessment of cognitive impairment in multiple sclerosis: Cognitive phenotyping and classification supported by machine learning techniques. Mult Scler Relat Disord 2024; 91:105907. [PMID: 39366169 DOI: 10.1016/j.msard.2024.105907] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2023] [Revised: 07/06/2024] [Accepted: 09/24/2024] [Indexed: 10/06/2024]
Abstract
BACKGROUND The European Cross-Cultural Neuropsychological Test Battery (CNTB) has been proposed as a comprehensive battery for cognitive assessment, reducing the potential impact of cultural variables. In this validation study, we aimed to evaluate the diagnostic capacity of CNTB for the assessment of participants with multiple sclerosis (pwMS) compared to the Neuronorma battery (NN) according to the International Classification of Cognitive Disorders in MS criteria, and to develop machine learning (ML) algorithms to improve the diagnostic capacity of CNTB and to select the most relevant tests. METHODS Sixty pwMS and 60 healthy controls (HC) with no differences in sex, age, or years of education were enrolled. All participants completed the CNTB and pwMS were also examined with NN, depression, and fatigue scales. Impaired domains and cognitive phenotypes were defined following ICCoDiMS based on CNTB scores and compared to NN, according to -1SD and -1.5SD cutoff scores. To select the most relevant tests, random forest (RF) was performed for different binary classifications. RESULTS PwMS showed a lower performance compared to HC with medium-large effect sizes, in episodic memory, executive function, attention, and processing speed, in accordance with their characteristic cognitive profile. There were no differences in impaired domains or cognitive phenotypes between CNTB and NN, highlighting the role of episodic memory, executive function, attention, and processing speed tests. The most relevant tests identified by RF were consistent with inter-group comparisons and allowed a better classification than SD cutoff scores. CONCLUSION CNTB is a valid test for cognitive diagnosis in pwMS, including key tests for the most frequently impaired cognitive domains in MS. The use of ML techniques may also be useful to improve diagnosis, especially in some tests with lower sensitivity.
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Affiliation(s)
- Alfonso Delgado-Álvarez
- Department of Neurology, Hospital Clinico San Carlos, San Carlos Institute for Health Research (IdiSSC), Universidad Complutense, ES, Madrid 28040, Spain; Department of Biological and Health Psychology, Faculty of Psychology, Universidad Autónoma de Madrid, Madrid, Spain
| | - Laura Hernández-Lorenzo
- Department of Computer Architecture and Automation, Faculty of Informatics, Universidad Complutense, Madrid, Spain
| | - T Rune Nielsen
- Danish Dementia Research Centre, Department of Neurology, University of Copenhagen-Rigshospitalet, Copenhagen, Denmark
| | - María Díez-Cirarda
- Department of Neurology, Hospital Clinico San Carlos, San Carlos Institute for Health Research (IdiSSC), Universidad Complutense, ES, Madrid 28040, Spain
| | - Constanza Cuevas
- Department of Neurology, Hospital Clinico San Carlos, San Carlos Institute for Health Research (IdiSSC), Universidad Complutense, ES, Madrid 28040, Spain
| | - Paloma Montero-Escribano
- Department of Neurology, Hospital Clinico San Carlos, San Carlos Institute for Health Research (IdiSSC), Universidad Complutense, ES, Madrid 28040, Spain
| | - Cristina Delgado-Alonso
- Department of Neurology, Hospital Clinico San Carlos, San Carlos Institute for Health Research (IdiSSC), Universidad Complutense, ES, Madrid 28040, Spain
| | - María Valles-Salgado
- Department of Neurology, Hospital Clinico San Carlos, San Carlos Institute for Health Research (IdiSSC), Universidad Complutense, ES, Madrid 28040, Spain
| | - María José Gil-Moreno
- Department of Neurology, Hospital Clinico San Carlos, San Carlos Institute for Health Research (IdiSSC), Universidad Complutense, ES, Madrid 28040, Spain
| | - Jorge Matias-Guiu
- Department of Neurology, Hospital Clinico San Carlos, San Carlos Institute for Health Research (IdiSSC), Universidad Complutense, ES, Madrid 28040, Spain
| | - Jordi A Matias-Guiu
- Department of Neurology, Hospital Clinico San Carlos, San Carlos Institute for Health Research (IdiSSC), Universidad Complutense, ES, Madrid 28040, Spain.
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Cai X, Xu L, Zhang H, Sun T, Yu J, Jia X, Hou X, Sun R, Pang J. The effects of exergames for cognitive function in older adults with mild cognitive impairment: a systematic review and metaanalysis. Front Neurol 2024; 15:1424390. [PMID: 39081342 PMCID: PMC11286570 DOI: 10.3389/fneur.2024.1424390] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2024] [Accepted: 06/10/2024] [Indexed: 08/02/2024] Open
Abstract
Purpose Exergames are an innovative method that can promote neuroplasticity and improve the cognitive abilities of the elderly. This study aimed to compare the effects of single-task and multi-task exergames on the cognitive ability of the elderly with mild cognitive impairment (MCI). Methods Computerized literature search was performed using PubMed, Web of Science, EBSCO, Elsevier, ProQuest, China National Knowledge Infrastructure (CNKI), Wanfang and VIP database to identify relevant articles from the establishment of the database from inception to April 1, 2024. The inclusion criteria were: (i) participants aged 60 or older diagnosed with mild cognitive impairment, regardless of gender; (ii) use of randomized controlled trials (RCTs); (iii) interventions involving exergames with physical activity or as the primary variable; and (iv) outcome measures using standardized neuropsychological instruments to assess cognitive function, including statistical data on sample size, mean, and standard deviation. Finally, the included study comprised a total of 526 participants. Mean difference (MD) and 95% confidence interval (CI) were used to synthesize the effect size in the data. Results 11 studies were included. Due to the differences in the intervention methods, subgroup analysis was performed on the included research. Compared with the control group assessed by the Montreal Cognitive Assessment Scale, the single-task intervention improved the cognitive ability of the elderly with MCI (MD 3.40, 95% CI 2.43-4.37), the Mini-Mental State Examination Scale (MD 2.38, 95% CI -2.03 to 2.72), the Trail Making Test (MD -3.89, 95% CI -6.45 to -1.33), and the Digit Span Forward test (MD 1.16, 95% CI 0.73-1.60). Conclusion This meta-analysis supports that exergames could be an effective cognitive rehabilitation method for MCI patients. Our study recommends that patients implement a customized exergames program and adhere to it for a long time. It is necessary to pay attention to the exercise guidelines and provide evidence from clinicians. Strengths and limitations of this study (1) This meta-analysis supports that exergames could be an effective cognitive rehabilitation method for MCI patients. Our study recommends that patients implement a customized exergames program and adhere to it for a long time. It is necessary to pay attention to the exercise guidelines and provide evidence from clinicians. (2) This research provides preliminary evidence for the clinical utility of VR tasks developed for mild cognitive impairment. (3) In this paper, only relevant studies in Chinese and English were searched, and no studies in other languages were searched.
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Affiliation(s)
- Xiaowan Cai
- Faculty of Sports and Human Sciences, Beijing Sports University, Beijing, China
- Key Laboratory of Sports and Physical Health, Ministry of Education, Beijing, China
| | - Liya Xu
- Key Laboratory of Sports and Physical Health, Ministry of Education, Beijing, China
- College of Education, Zhejiang University, Hangzhou, Zhejiang, China
| | - Hanyue Zhang
- Key Laboratory of Sports and Physical Health, Ministry of Education, Beijing, China
- School of Physical Education, Northeast Normal University, Jilin, China
| | - Tingting Sun
- Key Laboratory of Sports and Physical Health, Ministry of Education, Beijing, China
- China Institute of Sports and Health, Beijing Sports University, Beijing, China
| | - Jingjing Yu
- Key Laboratory of Sports and Physical Health, Ministry of Education, Beijing, China
- China Institute of Sports and Health, Beijing Sports University, Beijing, China
| | - Xiao Jia
- Faculty of Sports and Human Sciences, Beijing Sports University, Beijing, China
- Key Laboratory of Sports and Physical Health, Ministry of Education, Beijing, China
| | - Xiao Hou
- Faculty of Sports and Human Sciences, Beijing Sports University, Beijing, China
- Key Laboratory of Sports and Physical Health, Ministry of Education, Beijing, China
| | - Ruizhe Sun
- Tibet Institute of Sport Science, Tibet, China
| | - Jian Pang
- Shuren Academy, The Affiliated High School of Peking University, Beijing, China
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Mejía C, Herrera-Marmolejo A, Rosero-Pérez M, Quimbaya J, Cardona JF. Design of a video game for assessment of executive functions in deaf and hearing children. APPLIED NEUROPSYCHOLOGY. CHILD 2024:1-8. [PMID: 38359416 DOI: 10.1080/21622965.2024.2311096] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/17/2024]
Abstract
This study investigates the effectiveness of a computerized cognitive test battery embedded within a video game to assess executive functions (EF) in deaf and hearing children. We evaluated a diverse cohort of 290 elementary school students aged 5 to 13 years (mean age = 8.86, SD = 1.96), comprising 74 sign language users, 14 Spanish-speaking deaf participants, 23 children with mixed communication methods, and 179 typically hearing individuals. Our statistical analysis focused on item discrimination, reliability, and criterion validation of the game-based assessments. The results indicated high reliability and effective discrimination of EF across the game's three primary stages. External validation was conducted using the Matrices Test, educational attainment, and age as variables. A significant positive correlation (r = 0.377, p < 0.001) was observed between the Matrices Test scores and game-based achievement scores. Furthermore, linear regression analysis revealed education (Standardized Beta = 0.339) and age (Standardized Beta = 0.179) as significant predictors of performance in these scores. This study underscores the value of integrating computerized cognitive assessments within a video game environment for comprehensive neuropsychological evaluations, highlighting its potential in diverse child populations.
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Affiliation(s)
- César Mejía
- Facultad de Psicología, Universidad del Valle, Santiago de Cali, Colombia
- Facultad de Ciencias Humanas y Sociales, Universidad de San Buenaventura, Cali, Colombia
| | | | | | - Jorge Quimbaya
- Departamento de Ciencia y Tecnología, Vortex Psychometrics, Santiago de Cali, Colombia
| | - Juan F Cardona
- Facultad de Psicología, Universidad del Valle, Santiago de Cali, Colombia
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Slachevsky A, Grandi F, Thumala D, Baez S, Santamaria-García H, Schmitter-Edgecombe M, Parra MA. A Multidimensional, Person-Centered Framework for Functional Assessment in Dementia: Insights from the 'What', 'How', 'To Whom', and 'How Much' Questions. J Alzheimers Dis 2024; 99:1187-1205. [PMID: 38758997 PMCID: PMC11178450 DOI: 10.3233/jad-230376] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/19/2024]
Abstract
Dementia is a syndrome characterized by cognitive and neuropsychiatric symptoms associated with progressive functional decline (FD). FD is a core diagnostic criterion for dementia, setting the threshold between its prodromal stages and the full-blown disease. The operationalization of FD continues to generate a great deal of controversy. For instance, the threshold of FD for the diagnosis of dementia varies across diagnostic criteria, supporting the need for standardization of this construct. Moreover, there is a need to reconsider how we are measuring FD to set boundaries between normal aging, mild cognitive impairment, and dementia. In this paper, we propose a multidimensional framework that addresses outstanding issues in the assessment of FD: i) What activities of daily living (ADLs) are necessary to sustain an independent living in aging? ii) How to assess FD in individuals with suspected neurocognitive disorders? iii) To whom is the assessment directed? and iv) How much does FD differentiate healthy aging from mild and major neurocognitive disorders? Importantly, the To Whom Question introduces a person-centered approach that regards patients and caregivers as active agents in the assessment process of FD. Thus, once impaired ADLs have been identified, patients can indicate how significant such impairments are for them in daily life. We envisage that this new framework will guide future strategies to enhance functional assessment and treatment of patients with dementia and their caregivers.
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Affiliation(s)
- Andrea Slachevsky
- Gerosciences Center for Brain Health and Metabolism (GERO), Santiago, Chile
- Memory and Neuropsychiatric Center (CMYN) Neurology Department, Hospital del Salvador & Faculty of Medicine, University of Chile, Santiago, Chile
- Neuropsychology and Clinical Neuroscience Laboratory (LANNEC), Physiopathology Department – ICBM, Neuroscience and East Neuroscience Departments, Faculty of Medicine, University of Chile, Providencia, Santiago, Chile
- Servicio de Neurología, Departamento de Medicina, Clínica Alemana-Universidad del Desarrollo, Santiago, Chile
| | - Fabrissio Grandi
- Gerosciences Center for Brain Health and Metabolism (GERO), Santiago, Chile
- School of Psychology, Universidad de los Andes, Santiago, Chile
| | - Daniela Thumala
- Gerosciences Center for Brain Health and Metabolism (GERO), Santiago, Chile
- Psychology Department, Faculty of Social Sciences, Universidad de Chile, Santiago, Chile
| | - Sandra Baez
- Universidad de los Andes, Bogotá, Colombia
- Atlantic Fellow for Equity in Brain Health at the Global Brain Health Institute (GBHI), Trinity College Dublin (TCD), Dublin, Ireland
| | - Hernando Santamaria-García
- Pontificia Universidad Javeriana, PhD Program of Neuroscience, Bogotá, Colombia
- Center for Brain and Memory Intellectus. Hospital Universitario San Ignacio, Bogotá, Colombia
| | - Maureen Schmitter-Edgecombe
- Herbert L. Eastlick Distinguished Professor in the Department of Psychology, Washington State University, Pullman, WA, USA
| | - Mario A. Parra
- Department of Psychological Sciences and Health, University of Strathclyde, Glasgow, UK
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Troncoso A, Soto V, Gomila A, Martínez-Pernía D. Moving beyond the lab: investigating empathy through the Empirical 5E approach. Front Psychol 2023; 14:1119469. [PMID: 37519389 PMCID: PMC10374225 DOI: 10.3389/fpsyg.2023.1119469] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2022] [Accepted: 06/05/2023] [Indexed: 08/01/2023] Open
Abstract
Empathy is a complex and multifaceted phenomenon that plays a crucial role in human social interactions. Recent developments in social neuroscience have provided valuable insights into the neural underpinnings and bodily mechanisms underlying empathy. This methodology often prioritizes precision, replicability, internal validity, and confound control. However, fully understanding the complexity of empathy seems unattainable by solely relying on artificial and controlled laboratory settings, while overlooking a comprehensive view of empathy through an ecological experimental approach. In this article, we propose articulating an integrative theoretical and methodological framework based on the 5E approach (the "E"s stand for embodied, embedded, enacted, emotional, and extended perspectives of empathy), highlighting the relevance of studying empathy as an active interaction between embodied agents, embedded in a shared real-world environment. In addition, we illustrate how a novel multimodal approach including mobile brain and body imaging (MoBi) combined with phenomenological methods, and the implementation of interactive paradigms in a natural context, are adequate procedures to study empathy from the 5E approach. In doing so, we present the Empirical 5E approach (E5E) as an integrative scientific framework to bridge brain/body and phenomenological attributes in an interbody interactive setting. Progressing toward an E5E approach can be crucial to understanding empathy in accordance with the complexity of how it is experienced in the real world.
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Affiliation(s)
- Alejandro Troncoso
- Center for Social and Cognitive Neuroscience, School of Psychology, Adolfo Ibáñez University, Santiago, Chile
| | - Vicente Soto
- Center for Social and Cognitive Neuroscience, School of Psychology, Adolfo Ibáñez University, Santiago, Chile
| | - Antoni Gomila
- Department of Psychology, University of the Balearic Islands, Palma de Mallorca, Spain
| | - David Martínez-Pernía
- Center for Social and Cognitive Neuroscience, School of Psychology, Adolfo Ibáñez University, Santiago, Chile
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