Open Access
Normative data for tests of attention and executive functions in a sample of European Portuguese adult population
(Routledge, 2021) Vicente, Selene G.; Rivera, Diego; Barbosa, Fernando; Gaspar, Nuno; Dores, Artemisa R.; Ciencias de la Salud; Osasun Zientziak
Objective: The main goal of this study was to produce normative data for the Portuguese population on five neuropsychological tests frequently used to assess executive functions and attention: the Modified Wisconsin Card Sorting Test (M-WCST), the Stroop Color and Word Test, the Trail Making Test (TMT), the Brief Test of Attention (BTA), and the Symbol Digit Modalities Test (SDMT). Method: The study included 300 individuals aged between 18 and 93 years, who had educational backgrounds ranging from 3 to 25 years. Results: The influence of age, education, and sex was explored for each measure, as well as their contribution to explain the performance variance. Conclusions: The normative data are presented as regression-based algorithms to adjust direct and derived test scores for sex, age, and education. This study provides a calculator of normative data, derived from the results of the regression models.
Open Access
Executive function tests: normative data for Spanish-speaking adults in the United States
(2024-09-02) Ramos Usuga, Daniela; Rivera, Diego; Xia, Bridget; Carrión, Carmen I.; Morel Valdés, Gloria M.; Moreno, Oswaldo; Rodríguez, Miriam J.; Krch, Denise; Wongserbchart, Wongthipa; Drago, Christin I.; García, Patricia; Rivera, Patricia M.; Olabarrieta Landa, Laiene; Perrin, Paul B.; Arango Lasprilla, Juan Carlos; Ciencias de la Salud; Osasun Zientziak
Background: normative data for Spanish-speaking populations, particularly Hispanics in the U.S., is notably scarce. Objective: This study aims to establish normative data for executive function tests (M-WCST, SCWT) among Spanish-speaking Hispanics in the U.S. Methods: we assessed 245 individuals aged 18-80 from eight U.S. states (California, Connecticut, Florida, Indiana, New Jersey, Oregon, Virginia, and Wisconsin) and employed Bayesian regression to estimate norms, considering various sociodemographic factors influencing performance. Results: age impacts SCWT scores negatively, especially in older individuals, with stronger effects among those proficient in Spanish. Age also affects M-WCST performance more in individuals with longer U.S. residency. Education correlates with M-WCST outcomes, with lower attainment linked to more errors. Education interacts with Spanish proficiency, influencing SCWT scores differently based on proficiency levels. Sex and acculturation levels interact, affecting SCWT performance differently between men and women. Conclusions: establishing culturally sensitive normative data can enhance accurate identification of executive dysfunction and reduce misdiagnosis risks. This underscores the importance of considering sociocultural factors including acculturation and language proficiency in neuropsychological assessments to better serve diverse populations.
Open Access
Attention and processing speed tests: normative data for Spanish-speaking adults in the United States
(SAGE, 2024-09-26) Carrión, Carmen I.; Rivera, Diego; Forte, Anabel; Olabarrieta Landa, Laiene; Moreno, Oswaldo; Ramos Usuga, Daniela; Morel Valdés, Gloria M.; López, Melisa; Rodríguez, Miriam J.; Lequerica, Anthony H.; Drago, Christin I.; García, Patricia; Rivera, Patricia M.; Perrin, Paul B.; Arango Lasprilla, Juan Carlos; Ciencias de la Salud; Osasun Zientziak
Background: Hispanics/Latinos are the largest Spanish-speaking subgroup in the U.S. and multiple sociodemographic, cultural, and linguistic factors have been found to impact their performances on cognitive testing. Despite this, few normative data are available for the heterogeneous Spanish-speaking population in the U.S. Objective: to generate normative data on the TMT, Bells Test, SDMT, and the BTA for Spanish speakers residing in the U.S. Methods: the sample included 245 Spanish speaking individuals aged 18-80 from eight states across the U.S. (California, Connecticut, Florida, Indiana, New Jersey, Oregon, Virginia, and Wisconsin). Participants were administered attention and processing speed measures as part of a comprehensive neuropsychological battery. We used a Bayesian regression approach to estimate normative data, including covariates found to be important for predicting performances on measures of attention and processing speed. Results: sociodemographic factors including education, time in the U.S., acculturation, age, and/or sex had differential effects on the TMT-A, TMT-B, SDMT, and the BTA whereas the Bells Test was not influenced by any of these sociodemographic factors. Conclusions: our findings indicate that while sex, age, and educational attainment are important factors to consider, language and acculturation can also influence attention and processing speed performances among Spanish speakers in the U.S.
Open Access
Normative data estimation in neuropsychological tests: a systematic review
(Oxford University Press, 2024) Del Cacho Tena, Ana María; Christ, Bryan R.; Arango Lasprilla, Juan Carlos; Perrin, Paul B.; Rivera, Diego; Olabarrieta Landa, Laiene; Ciencias de la Salud; Osasun Zientziak; Universidad Pública de Navarra / Nafarroako Unibertsitate Publikoa
Objective: To quantify the evolution, impact, and importance of normative data (ND) calculation by identifying trends in the research literature and what approaches need improvement. Methods: A PRISMA-guideline systematic review was performed on literature from 2000 to 2022 in PubMed, Pub-Psych, and Web of Science. Inclusion criteria included scientific articles about ND in neuropsychological tests with clear data analysis, published in any country, and written in English or Spanish. Cross-sectional and longitudinal studies were included. Bibliometric analysis was used to examine the growth, productivity, journal dispersion, and impact of the topic. VOSViewer compared keyword co-occurrence networks between 1952¿1999 and 2000¿2022. Results: Four hundred twelve articles met inclusion and exclusion criteria. The most studied predictors were age, education, and sex. There were a greater number of studies/projects focusing on adults than children. The Verbal Fluency Test (12.7%) was the most studied test, and the most frequently used variable selection strategy was linear regression (49.5%). Regression-based approaches were widely used, whereas the traditional approach was still used. ND were presented mostly in percentiles (44.2%). Bibliometrics showed exponential growth in publications. Three journals (2.41%) were in the Core Zone. VOSViewer results showed small nodes, long distances, and four ND-related topics from 1952 to 1999, and there were larger nodes with short connections from 2000 to 2022, indicating topic spread. Conclusions: Future studies should be conducted on children¿s ND, and alternative statistical methods should be used over the widely used regression approaches to address limitations and support growth of the field.
Open Access
Normative data for test of verbal fluency and naming on ecuadorian adult population
(Frontiers Media, 2020) Rodríguez Lorenzana, Alberto; Benito Sánchez, Itziar; Adana Díaz, Lila; Paz, Clara; Yacelga Ponce, Tarquino; Rivera, Diego; Arango Lasprilla, Juan Carlos; Ciencias de la Salud; Osasun Zientziak
Objective: To generate normative data for verbal fluency and naming test in an Ecuadorian adult population. Methods: The sample consisted of 322 healthy adults (18–84 years old) recruited from Quito, Ecuador. The verbal fluency and Boston Naming Test (BNT) were administered as part of a larger comprehensive neuropsychological battery. Multiple linear regression analyses were used to generate the normative data taking into account age, education, and sex. Results: For phonological verbal fluency, results indicated that only education was significantly related to the performance of the letters “A,” “S,” and “M.” However, the performance on the letter “F” was significantly associated with age and education. For semantic fluency, the performance on “animals” was significantly influenced by age, quadratic age, and education, whereas that for “fruits” was explained by quadratic age, education, and sex. The performance on the BNT was significantly influenced by age and education. A Microsoft Excel-based calculator was created to help clinicians to obtain the normative data on this test. Conclusion: This normative data will help neuropsychologist in Ecuador to use these tests both in research and in their clinical practice to improve the diagnosis of cognitive deficits in the population.