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Updated: Jan 21, 2026

Cross-Modal Multivariate Pattern Analysis
Published on: November 9, 2011
Cross-sectional analysis of cognitive function using multivariate normative comparisons in men with HIV disease
Zheng Wang1, Samantha A Molsberry, Yu Cheng
1aDepartment of Statistics bDepartment of Biostatistics, University of Pittsburgh, Pittsburgh, Pennsylvania cPopulation Health Sciences, Harvard University, Cambridge, Massachusetts dDepartment of Epidemiology eDepartment of Infectious Diseases and Microbiology, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania fDepartment of Neurology, David Geffen School of Medicine, UCLA, Los Angeles, California gDepartment of Psychiatry, Rush University School of Medicine, Chicago, Illinois hDepartment of Psychiatry iDepartment of Neurology, The Johns Hopkins University School of Medicine, Baltimore, Maryland jDepartment of Radiology, Northwestern University, Evanston, Illinois kDepartment of Epidemiology, Bloomberg School of Public Health, The Johns Hopkins University, Baltimore, Maryland lDepartment of Psychiatry mDepartment of Neurology nDepartment of Psychology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.
The multivariate normative comparison (MNC) method offers better specificity for detecting cognitive impairment in HIV, outperforming Frascati and Gisslén criteria. This approach helps accurately identify cognitive changes in individuals with HIV.
Area of Science:
- Neuroscience
- Infectious Diseases
- Psychiatry
Background:
- Cognitive impairment prevalence in HIV varies significantly.
- Existing diagnostic criteria like Frascati and Gisslén may lack specificity.
- Accurate assessment is crucial for managing HIV-associated neurocognitive disorders.
Purpose of the Study:
- To evaluate the effectiveness of multivariate normative comparison (MNC) in identifying cognitive impairment.
- To compare MNC's performance against established Frascati and Gisslén criteria.
- To assess cognitive impairment in seronegative and seropositive individuals within the Multicenter AIDS Cohort Study.
Main Methods:
- Utilized data from 2904 bisexual/gay men from the Multicenter AIDS Cohort Study (MACS).
- Applied multivariate normative comparison (MNC) to six cognitive domains.
- Compared MNC results with Frascati and Gisslén criteria for impairment detection.
Main Results:
- MNC identified 6.26% of seronegative men as impaired, compared to 24.54% (Frascati) and 11.36% (Gisslén).
- For seropositive men, MNC identified 7.45% impairment versus 25.73% (Frascati) and 11.69% (Gisslén).
- Serostatus was not associated with cognitive impairment across all methods when controlling for comorbidities.
Conclusions:
- MNC demonstrates superior specificity by controlling the false discovery rate, unlike Frascati and Gisslén criteria.
- Further research is needed to validate MNC's sensitivity in diverse HIV-positive populations, including women.
- MNC presents a promising, more accurate method for diagnosing cognitive impairment in HIV.
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