Diagnostic Validity of the Smart Aging Serious Game: An Innovative Tool for Digital Phenotyping of Mild Neurocognitive Disorder

2021 ◽  
pp. 1-13
Author(s):  
Sara Isernia ◽  
Monia Cabinio ◽  
Sonia Di Tella ◽  
Stefania Pazzi ◽  
Federica Vannetti ◽  
...  

Background: The Smart Aging Serious Game (SASG) is an ecologically-based digital platform used in mild neurocognitive disorders. Considering the higher risk of developing dementia for mild cognitive impairment (MCI) and vascular cognitive impairment (VCI), their digital phenotyping is crucial. A new understanding of MCI and VCI aided by digital phenotyping with SASG will challenge current differential diagnosis and open the perspective of tailoring more personalized interventions. Objective: To confirm the validity of SASG in detecting MCI from healthy controls (HC) and to evaluate its diagnostic validity in differentiating between VCI and HC. Methods: 161 subjects (74 HC: 37 males, 75.47±2.66 mean age; 60 MCI: 26 males, 74.20±5.02; 27 VCI: 13 males, 74.22±3.43) underwent a SASG session and a neuropsychological assessment (Montreal Cognitive Assessment (MoCA), Free and Cued Selective Reminding Test, Trail Making Test). A multi-modal statistical approach was used: receiver operating characteristic (ROC) curves comparison, random forest (RF), and logistic regression (LR) analysis. Results: SASG well captures the specific cognitive profiles of MCI and VCI, in line with the standard neuropsychological measures. ROC analyses revealed high diagnostic sensitivity and specificity of SASG and MoCA (AUCs >  0.800) in detecting VCI versus HC and MCI versus HC conditions. A classification accuracy acceptable-to-excellent was found for MCI and VCI (HC versus VCI; RF: 90%, LR: 91%. HC versus MCI; RF: 75%; LR: 87%). Conclusion: SASG allows the early assessment of cognitive impairment through ecological tasks and potentially in a self-administered way. These features make this platform suitable for being considered a useful digital phenotyping tool, allowing a non-invasive and valid neuropsychological evaluation, with evident implications for future digital-health trails and rehabilitation.

Author(s):  
Khush-Bakht Zaidi ◽  
Jill B. Rich ◽  
Kelly M. Sunderland ◽  
Malcolm A. Binns ◽  
Linda Truong ◽  
...  

ABSTRACT:Background:Vascular cognitive impairment (VCI) post-stroke is frequent but may go undetected, which highlights the need to better screen cognitive functioning following a stroke.Aim:We examined the clinical utility of the Montreal Cognitive Assessment (MoCA) in detecting cognitive impairment against a gold-standard neuropsychological battery.Methods:We assessed cognitive status with a comprehensive battery of neuropsychological tests in 161 individuals who were at least 3-months post-stroke. We used receiver operating characteristic (ROC) curves to identify two cut points for the MoCA to maximize sensitivity and specificity at a minimum 90% threshold. We examined the utility of the Symbol Digit Modalities Test, a processing speed measure, to determine whether this additional metric would improve classification relative to the MoCA total score alone.Results:Using two cut points, 27% of participants scored ≤ 23 and were classified as high probability of cognitive impairment (sensitivity 92%), and 24% of participants scored ≥ 28 and were classified as low probability of cognitive impairment (specificity 91%). The remaining 48% of participants scored from 24 to 27 and were classified as indeterminate probability of cognitive impairment. The addition of a processing speed measure improved classification for the indeterminate group by correctly identifying 65% of these individuals, for an overall classification accuracy of 79%.Conclusions:The utility of the MoCA in detecting cognitive impairment post-stroke is improved when using a three-category approach. The addition of a processing speed measure provides a practical and efficient method to increase confidence in the determined outcome while minimally extending the screening routine for VCI.


2008 ◽  
Author(s):  
Ruth E. Yoash-Gantz ◽  
Kristin L. Humphrey ◽  
Jacqueline W. Friedman

Author(s):  
Ashwani Bhat ◽  
Atanu Biswas ◽  
Gautam Das ◽  
Durjoy Lahiri ◽  
Souvik Dubey ◽  
...  

2006 ◽  
Vol 14 (7S_Part_4) ◽  
pp. P270-P271
Author(s):  
Jolien F. Leijenaar ◽  
Erica S. Klaassen ◽  
Anna E. Leeuwis ◽  
Geert Jan Groeneveld ◽  
Wiesje M. Van der Flier ◽  
...  

Author(s):  
Claudio Babiloni ◽  
Xianghong Arakaki ◽  
Laura Bonanni ◽  
Ana Bujan ◽  
Maria C. Carrillo ◽  
...  

2006 ◽  
Vol 8 (3) ◽  
pp. 243-250 ◽  
Author(s):  
Laura Pedelty ◽  
David L. Nyenhuis

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