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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Screening for cognitive impairment in human immunodeficiency virus
Victor Valcour1, Robert Paul, Stephanie Chiao
1Memory and Aging Center, Department of Neurology, University of California–San Francisco, USA. vvalcour@memory.ucsf.edu
Human Immunodeficiency Virus (HIV)-associated neurocognitive disorders (HAND) affect over 50% of patients, particularly older adults. Early detection is crucial, but current screening tools for HAND are inadequate, necessitating broader approaches.
Area of Science:
- Neuroscience
- Infectious Diseases
- Geriatrics
Background:
- Human Immunodeficiency Virus (HIV)-associated neurocognitive disorders (HAND) are highly prevalent, exceeding 50% and increasing in aging populations.
- Cognitive impairment in HIV can affect treatment adherence and is linked to mortality, underscoring the need for early detection.
- Current screening methods for HAND are insufficient, with HIV-specific tools performing poorly for milder forms of impairment.
Purpose of the Study:
- To review the clinical presentation of HAND.
- To evaluate existing screening tools for HAND.
- To provide preliminary recommendations for HAND screening in aging HIV-positive individuals.
Main Methods:
- Review of existing literature on HAND prevalence and screening tools.
- Analysis of the performance characteristics of current HAND screening methods.
- Clinical description of HAND presentation.
Main Results:
- Most HIV-specific screening tools are inadequate for detecting the majority of HAND cases.
- Symptom-based detection of HAND is unreliable due to poor patient insight and confounding factors.
- Broader screening approaches are needed for the aging HIV-positive population to identify both HAND and other neurodegenerative disorders.
Conclusions:
- There is a critical need for improved and broader screening tools for HAND.
- Current methods fail to adequately identify individuals with HAND, especially milder forms.
- Preliminary recommendations are provided in the absence of definitive screening guidelines.
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