Related Experiment Video
Updated: Jan 21, 2026

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
The Mini Mental State Examination does not accurately screen for objective cognitive impairment in Fabry Disease
Simon Körver1, Sara A J van de Schraaf2, Gert J Geurtsen2
1Department of Endocrinology and Metabolism Amsterdam UMC, Location AMC, University of Amsterdam Amsterdam The Netherlands.
Abstract:
Fabry disease (FD) patients may suffer from objective cognitive impairment (OCI). This study assessed the accuracy of the Mini Mental State Examination (MMSE) to screen for OCI in FD patients. Presence or absence of OCI was established using a neuropsychological test battery. For different MMSE cutoffs sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), and clinical utility index (CUI) to identify OCI were calculated. Eighty-one patients were included (mean age 44.5 ± 14.3, 35% men, 74% classical phenotype) of which 13 patients (16%) had OCI. The median MMSE score was 29 (range: 25-30). MMSE cutoffs ≤28 and ≤29 had the highest sensitivity and specificity, with higher specificity reached at cutoff ≤28 (sensitivity: .46, specificity: .73) and higher sensitivity at cutoff ≤29 (sensitivity: .92, specificity: .40). PPV was low for both cutoffs (PPV ≤28: .25, PPV ≤29: .23) resulting in a low positive CUI (case finding ability). The results of our study indicate that the MMSE does not accurately screen for OCI in FD, with poor sensitivity-specificity trade-off at all cutoffs. The low PPV shows that the majority of FD patients that score below the cutoffs do not suffer from OCI. Administering the MMSE as a screening test will lead to unnecessary referrals for neuropsychological testing, which is time consuming and burdensome. Screening tools designed to accurately detect mild (executive) impairment might prove more appropriate to screen for OCI in FD.
Insights
The Mini Mental State Examination (MMSE) is not an accurate tool for screening objective cognitive impairment (OCI) in Fabry disease (FD) patients. Its low positive predictive value leads to unnecessary referrals, suggesting a need for more targeted screening methods.
Area of Science:
- Neurology
- Genetics
- Cognitive Science
Background:
- Fabry disease (FD) is a rare genetic disorder that can lead to multisystemic complications.
- Objective cognitive impairment (OCI) is a recognized complication in FD patients, impacting quality of life.
- Early detection of OCI is crucial for timely intervention and management.
Purpose of the Study:
- To evaluate the diagnostic accuracy of the Mini Mental State Examination (MMSE) as a screening tool for OCI in FD patients.
- To determine optimal MMSE cutoffs for identifying OCI in this population.
- To assess the clinical utility and potential drawbacks of using MMSE for OCI screening in FD.
Main Methods:
- A cohort of 81 FD patients underwent a comprehensive neuropsychological test battery to establish the presence or absence of OCI.
- The Mini Mental State Examination (MMSE) was administered to all participants.
- Sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), and clinical utility index (CUI) were calculated for various MMSE cutoffs.
Main Results:
- 16% of the 81 FD patients exhibited OCI.
- MMSE cutoffs of ≤28 and ≤29 demonstrated the highest sensitivity and specificity.
- Cutoff ≤28 yielded higher specificity (0.73) but lower sensitivity (0.46), while cutoff ≤29 offered higher sensitivity (0.92) but lower specificity (0.40).
- Both cutoffs exhibited low positive predictive values (PPV ≤28: 0.25, PPV ≤29: 0.23), indicating frequent false positives.
- The low PPV and CUI suggest poor case-finding ability of the MMSE in this cohort.
Conclusions:
- The MMSE demonstrates inadequate accuracy for screening OCI in Fabry disease patients due to a poor sensitivity-specificity trade-off and low positive predictive value.
- Routine use of the MMSE may result in unnecessary referrals for further neuropsychological testing, causing patient burden and resource inefficiency.
- Development and validation of screening tools specifically designed to detect mild or executive cognitive deficits are recommended for FD patients.
Related Concept Videos
Cognitive Dissonance
Effect of Hepatic Disease on Pharmacokinetics: Dose Adjustments Due to Hepatic Impairment
Stress and Mental Health
Individuals with depression often experience challenges in both their personal and professional...
Higher Mental Functions of the Brain: Language
Language formation and comprehension take place in the dominant hemisphere. The dominant hemisphere is responsible for understanding the meaning of spoken, written, or sign language, as well as the ability to communicate. For most people, the left hemisphere is the dominant one. The right hemisphere, then, gives tone and emotional context to the...
Higher Mental Functions of Brain: Learning and Memory
Potential Due to a Polarized Object

