TY - JOUR
T1 - Diagnostic Validity of the Smart Aging Serious Game: An Innovative Tool for Digital Phenotyping of Mild Neurocognitive Disorder
AU - Isernia, Sara
AU - Cabinio, Monia
AU - Di Tella, Sonia
AU - Pazzi, Stefania
AU - Vannetti, Federica
AU - Gerli, Filippo
AU - Mosca, Irene Eleonora
AU - Lombardi, Gemma
AU - Macchi, Claudio
AU - Sorbi, Sandro
AU - Baglio, Francesca
AU - Bozzali, Marco
PY - 2021
Y1 - 2021
N2 - 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 captured 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. An acceptable to excellent classification accuracy 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.
AB - 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 captured 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. An acceptable to excellent classification accuracy 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.
KW - Aging
KW - Cognitive Dysfunction
KW - Dementia
KW - Dementia, Vascular
KW - Mental Status and Dementia Tests
KW - Neuropsychological Tests
KW - Sensitivity and Specificity
KW - digital medicine
KW - mild cognitive impairment
KW - mild neurocognitive disorder
KW - neuropsychological assessment
KW - serious games
KW - telemonitoring
KW - vascular cognitive impairment
KW - virtual reality
KW - Aging
KW - Cognitive Dysfunction
KW - Dementia
KW - Dementia, Vascular
KW - Mental Status and Dementia Tests
KW - Neuropsychological Tests
KW - Sensitivity and Specificity
KW - digital medicine
KW - mild cognitive impairment
KW - mild neurocognitive disorder
KW - neuropsychological assessment
KW - serious games
KW - telemonitoring
KW - vascular cognitive impairment
KW - virtual reality
UR - http://hdl.handle.net/10807/203157
U2 - 10.3233/JAD-210347
DO - 10.3233/JAD-210347
M3 - Article
SN - 1387-2877
VL - 83
SP - 1789
EP - 1801
JO - Journal of Alzheimer's Disease
JF - Journal of Alzheimer's Disease
ER -