ArticleAlzheimer's research & therapy2025
A normative calculator for MoCA domain scores: proxy for Z-scores of conventional neuropsychological tests.
Article in Alzheimer's research & therapy, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.
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5 citing papers in PubMed.
- National Age- and Education-Specific Normative Data for K-MoCA Total Score, Domain Index Scores, and K-MoCA-22.Dementia and neurocognitive disorders · 2026Article
- A Novel Combined Audiovisual-Semantic Digital Tool for Early-Stage Cognitive Decline Detection: Development and Validation Study.JMIR aging · 2026Article
- Temporal dynamics of cognitive functioning in people with Parkinson's disease.NPJ Parkinson's disease · 2026Article
- Sleep-dependent alterations in anterior cingulate cortex excitation-inhibition balance link alterations in BOLD-CSF coupling to cognitive performance in obstructive sleep apnea.Frontiers in aging neuroscience · 2026Article
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Abstract
backgroundTest items in MoCA (Montreal Cognitive Assessment) can be used to generate 5 domain scores (i.e. Memory, Language, Attention, Executive and Visuospatial) which have been shown to approximate well-established neuropsychological tests. As neuropsychological tests are known to be affected by age, sex, education, and language of administration, this study derived a regression-based Z-score calculator for MoCA Domain Scores (MDS) that adjusts individual performance for these key confounders; with the intention of improving the clinical utility of MDS as a proxy for conventional neuropsychological tests.
methodsParticipants ≥ 50 years were recruited from Alzheimer's Disease Centers across USA (n = 25,330), and completed MoCA and conventional neuropsychological tests. A subset with normal cognition and global Clinical Dementia Rating of 0 (n = 11,371) was used to derive the Z-score calculator for MDS; while the full sample (n = 25,330) verified the performance of MDS Z-scores in detecting domain-specific impairments (as defined by conventional neuropsychological tests), using areas under the receiver operating characteristic curve (AUC).
resultsMDS varied significantly by age, sex, education, and language of administration even among participants with normal cognition. Based on age-, sex-, education-, and language-adjusted Z-scores, the respective AUCs were 91.2% for MoCA-Memory (95%CI 90.7-91.6), 83.6% for MoCA-Language (95%CI 83.0-84.3), 88.7% for MoCA-Attention (95%CI 88.0-89.4), 85.5% for MoCA-Executive (95%CI 84.8-86.1), and 81.0% for MoCA-Visuospatial (95%CI 80.2-81.8). At the commonly-used cut-off of Z-scores ≤ -1.50, all the MDS had specificities of ≥ 80%.
conclusionsMDS Z-scores can be easily computed using the newly-developed Excel-based calculator, and provide a viable alternative when conventional neuropsychological tests are needed but cannot be feasibly administered, such as in non-specialty clinics with large volume of patients at high-risk of cognitive impairment (e.g. primary-care, geriatric, and stroke-prevention clinics), and, with further validation and calibration, plausibly also in other resource-limited healthcare settings (e.g. in lower- and middle-income countries). They can complement neuropsychological tests as part of the systematic evaluation of cognitive impairment, and help reserve neuropsychological tests for patients most likely to benefit from further evaluation.
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