Development and Validation of Regression-based Neuropsychological Testing Norms for Peruvian adults to detect HIV-associated Neurocognitive Impairment
Diaz, M. M.; Enders, K.; Tovar-Ramirez, S.; Rodriguez-Angeles, Y.; Roldan, V.; Nolasco, M.; Zou, Y.; She, J.; Sotolongo, P.; Mejia, F.; Valcour, V.; Garcia, P. J.; Marquine, M. J.; Tsoy, E.
Show abstract
IntroductionNeurocognitive impairment (NCI) remains common among people living with HIV (PWH), particularly in low- and middle-income countries where accurate diagnostic tools are limited. In Peru, the lack of locally validated neuropsychological (NP) normative data in Spanish poses a major barrier to diagnosing HIV-associated NCI, especially among PWH who develop NCI at younger ages. This study aimed to develop regression-based NP norms for young and middle-aged Spanish-speaking adults in Lima, Peru and validate the norms in demographically similar PWH to improve diagnostic precision of HIV-associated NCI. MethodsA total of 164 healthy adults without HIV from Lima completed a comprehensive NP battery assessing memory, attention, executive function, and language, which are commonly affected in HIV-associated NCI. Multiple regression models were used to consider the influence of age, years of education, and sex on raw scores, yielding standardized demographically-adjusted norms for the population. The resulting norms were then applied to 310 PWH from Lima and then compared with previously published norms for Spanish speaking adults to evaluate performance differences. ResultsAge and education were the strongest predictors of performance across tests, while sex had minimal influence. Compared to people without HIV, PWH had significantly lower educational attainment (mean 12.6 vs. 13.7 years) and exhibited significantly worse performance on normed scores of Benson Figure Copy, Benson Figure Delayed Recall, Color Trails 1 and 2, Hopkins Verbal Learning Test - Revised, and WAIS-III Digit Symbol Coding, Digit Span, and Symbol Search. There were statistically significant differences between T-scores on nearly all tests between our population-specific norms and previously published norms in both directions, indicating potential over- and under-detection errors when applying norms from non-local samples. DiscussionOur findings highlight the utility of locally derived norms in detecting subtle cognitive changes among young and middle-aged PWH compared with previously published norms for Spanish-speakers. Application of these norms reveals significant between-group differences that may go undetected using non-local normative data or raw scores. Future efforts should focus on rural norm development and inclusion of individuals with lower educational backgrounds in Peru and other Latin American countries.
Matching journals
The top 7 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Prevalence of DSM-5 mild and major neurocognitive disorder in India: Results from the LASI-DAD 93%
- Prevalence, severity, and risk factors of disability among adults living with HIV accessing routine outpatient HIV care in London, United Kingdom (UK): A cross-sectional self-report study 92%
- Increasing Numbers of Non-communicable Disease Co-morbidities: Major Risk Factors for Hospitalization among a Cohort of People with HIV and COVID-19 Coinfection 92%
Similar papers in this journal
- Rehabilitation needs and mortality associated with the Covid-19 pandemic: a population-based study of all hospitalised and home-healthcare individuals in a Swedish healthcare region 90%
- Remote Digital Cognitive Assessment Reveals Cognitive Deficits Related to Hippocampal Atrophy in Autoimmune Limbic Encephalitis 90%
- Omicron B.1.1.529 variant infections associated with severe disease are uncommon in a COVID-19 under-vaccinated, high SARS-CoV-2 seroprevalence population in Malawi 90%
Similar papers in this journal
- Implications of rapid population growth on survey design and HIV estimates in the Rakai Community Cohort Study (RCCS), Uganda 91%
- Cohort Profile: A national prospective cohort study of SARS-CoV-2 pandemic outcomes in the U.S. - The CHASING COVID Cohort Study 91%
- Symptoms of common mental disorders and adherence to antiretroviral therapy among adults living with HIV in rural Zimbabwe: a cross-sectional study 91%
Similar papers in this journal
- Post-COVID-Syndrome patients might overestimate own cognitive impairment 91%
- Lesioned hemisphere-specific phenotypes of post-stroke fatigue emerge from motor and mood characteristics in chronic stroke 89%
- Diagnostic accuracy of cerebrospinal fluid and blood biomarkers for the differential diagnosis of sporadic Creutzfeldt-Jakob disease: a (network) meta-analysis 88%
Similar papers in this journal
- Clinical Validation and Machine Learning Optimization of MyCog: A Self-Administered Cognitive Screener for Primary Care Settings 91%
- Racial/Ethnic Differences in Neuropsychological Test Performance in Frontotemporal Degeneration 90%
- Self-reported word-finding complaints are associated with cerebrospinal fluid beta-amyloid and atrophy in cognitively normal older adults 90%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.