TY - JOUR
T1 - Examining virtual driving test performance and its relationship to individuals with HIV-associated neurocognitive disorders
AU - Grethlein, David
AU - Pirrone, Vanessa
AU - Devlin, Kathryn N.
AU - Dampier, Will
AU - Szep, Zsofia
AU - Winston, Flaura K.
AU - Ontañón, Santiago
AU - Walshe, Elizabeth A.
AU - Malone, Kim
AU - Tillman, Shinika
AU - Ances, Beau M.
AU - Kandadai, Venk
AU - Kolson, Dennis L.
AU - Wigdahl, Brian
N1 - Funding Information:
This research was supported by federal research grants awarded by the National Institute of Mental Health: R43MH122035 (Principal Investigator: VK) and P30MH092177 (Principal Investigator: BW).
Funding Information:
The dataset presented in this article is not readily available because this research was funded by a Small Business Innovation Research grant (SBIR) from the National Institutes of Health (NIH) and awarded to Diagnostic Driving, Inc., with the specific purpose of commercializing intellectual property generated from this research program. Requests to access the dataset should be directed in writing to Diagnostic Driving, Inc. by DG, [email protected] .
Publisher Copyright:
Copyright © 2022 Grethlein, Pirrone, Devlin, Dampier, Szep, Winston, Ontañón, Walshe, Malone, Tillman, Ances, Kandadai, Kolson and Wigdahl.
PY - 2022/8/24
Y1 - 2022/8/24
N2 - Significance: Existing screening tools for HIV-associated neurocognitive disorders (HAND) are often clinically impractical for detecting milder forms of impairment. The formal diagnosis of HAND requires an assessment of both cognition and impairment in activities of daily living (ADL). To address the critical need for identifying patients who may have disability associated with HAND, we implemented a low-cost screening tool, the Virtual Driving Test (VDT) platform, in a vulnerable cohort of people with HIV (PWH). The VDT presents an opportunity to cost-effectively screen for milder forms of impairment while providing practical guidance for a cognitively demanding ADL. Objectives: We aimed to: (1) evaluate whether VDT performance variables were associated with a HAND diagnosis and if so; (2) systematically identify a manageable subset of variables for use in a future screening model for HAND. As a secondary objective, we examined the relative associations of identified variables with impairment within the individual domains used to diagnose HAND. Methods: In a cross-sectional design, 62 PWH were recruited from an established HIV cohort and completed a comprehensive neuropsychological assessment (CNPA), followed by a self-directed VDT. Dichotomized diagnoses of HAND-specific impairment and impairment within each of the seven CNPA domains were ascertained. A systematic variable selection process was used to reduce the large amount of VDT data generated, to a smaller subset of VDT variables, estimated to be associated with HAND. In addition, we examined associations between the identified variables and impairment within each of the CNPA domains. Results: More than half of the participants (N = 35) had a confirmed presence of HAND. A subset of twenty VDT performance variables was isolated and then ranked by the strength of its estimated associations with HAND. In addition, several variables within the final subset had statistically significant associations with impairment in motor function, executive function, and attention and working memory, consistent with previous research. Conclusion: We identified a subset of VDT performance variables that are associated with HAND and assess relevant functional abilities among individuals with HAND. Additional research is required to develop and validate a predictive HAND screening model incorporating this subset.
AB - Significance: Existing screening tools for HIV-associated neurocognitive disorders (HAND) are often clinically impractical for detecting milder forms of impairment. The formal diagnosis of HAND requires an assessment of both cognition and impairment in activities of daily living (ADL). To address the critical need for identifying patients who may have disability associated with HAND, we implemented a low-cost screening tool, the Virtual Driving Test (VDT) platform, in a vulnerable cohort of people with HIV (PWH). The VDT presents an opportunity to cost-effectively screen for milder forms of impairment while providing practical guidance for a cognitively demanding ADL. Objectives: We aimed to: (1) evaluate whether VDT performance variables were associated with a HAND diagnosis and if so; (2) systematically identify a manageable subset of variables for use in a future screening model for HAND. As a secondary objective, we examined the relative associations of identified variables with impairment within the individual domains used to diagnose HAND. Methods: In a cross-sectional design, 62 PWH were recruited from an established HIV cohort and completed a comprehensive neuropsychological assessment (CNPA), followed by a self-directed VDT. Dichotomized diagnoses of HAND-specific impairment and impairment within each of the seven CNPA domains were ascertained. A systematic variable selection process was used to reduce the large amount of VDT data generated, to a smaller subset of VDT variables, estimated to be associated with HAND. In addition, we examined associations between the identified variables and impairment within each of the CNPA domains. Results: More than half of the participants (N = 35) had a confirmed presence of HAND. A subset of twenty VDT performance variables was isolated and then ranked by the strength of its estimated associations with HAND. In addition, several variables within the final subset had statistically significant associations with impairment in motor function, executive function, and attention and working memory, consistent with previous research. Conclusion: We identified a subset of VDT performance variables that are associated with HAND and assess relevant functional abilities among individuals with HAND. Additional research is required to develop and validate a predictive HAND screening model incorporating this subset.
KW - HIV-associated neurocognitive disorders
KW - driving simulator
KW - impairment detection
KW - screening tool
KW - variable selection
UR - http://www.scopus.com/inward/record.url?scp=85138045482&partnerID=8YFLogxK
U2 - 10.3389/fnins.2022.912766
DO - 10.3389/fnins.2022.912766
M3 - Article
C2 - 36090285
AN - SCOPUS:85138045482
SN - 1662-4548
VL - 16
JO - Frontiers in Neuroscience
JF - Frontiers in Neuroscience
M1 - 912766
ER -