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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 systemic lupus erythematosus
John G Hanly1, Li Su, Antonina Omisade
1Division of Rheumatology, Nova Scotia Rehabilitation Centre, 2nd Floor, 1341 Summer Street, Halifax, Nova Scotia B3H 4K4, Canada.. john.hanly@cdha.nshealth.ca
The Journal of Rheumatology
|June 5, 2012
Summary
The Cognitive Symptom Inventory (CSI) does not reliably screen for cognitive efficiency in systemic lupus erythematosus (SLE) patients. Cognitive complaints in the CSI are linked to anxiety and depression, not objective cognitive performance.
Area of Science:
- Neuropsychology
- Rheumatology
- Psychiatry
Background:
- Systemic lupus erythematosus (SLE) is associated with cognitive dysfunction.
- Screening questionnaires are used to assess cognitive symptoms, but their validity in SLE needs evaluation.
- Objective cognitive testing provides performance metrics, but its correlation with self-reported symptoms is not fully understood.
Purpose of the Study:
- To examine the association between self-reported cognitive symptoms (Cognitive Symptom Inventory - CSI) and objective cognitive performance (Automated Neuropsychological Assessment Metrics - ANAM) in patients with SLE.
- To compare CSI responses between patients with SLE and rheumatoid arthritis (RA).
- To determine if anxiety and depression influence cognitive symptom reporting in SLE.
Main Methods:
- Compared CSI and Hospital Anxiety and Depression Scales (HADS) in SLE and RA patients.
- Assessed cognitive performance in SLE patients using ANAM, measuring efficiency via throughput and inverse efficiency.
- Used linear regression to analyze associations between CSI scores and ANAM performance, adjusting for relevant covariates.
Main Results:
- Patients with SLE reported higher CSI scores, particularly for attention/concentration, compared to RA patients.
- In SLE patients, CSI scores positively correlated with neuropsychiatric events, anxiety, and depression.
- After adjusting for covariates, no significant association was found between CSI scores and ANAM cognitive performance in SLE patients.
Conclusions:
- The CSI is not a reliable tool for screening cognitive processing efficiency in SLE.
- Cognitive complaints reported via the CSI in SLE patients are significantly influenced by comorbid anxiety and depression.
- Further research should explore the interplay between psychological factors and cognitive symptoms in SLE.

