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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Cognitive and behavioral impairment in mild hyperphenylalaninemia.
S Gülin Evinç1, Emine Pektaş2, Dilşad Foto-Özdemir1
1Departments of Child and Adolescent Psychiatry Hacettepe University Faculty of Medicine, Ankara, Turkey.
Mild hyperphenylalaninemia (HPA) can impair cognitive and behavioral functions in children, even at levels previously considered safe. This study suggests lowering the threshold for treatment initiation to protect brain development.
Area of Science:
- Neuroscience
- Pediatrics
- Metabolic Disorders
Background:
- Elevated phenylalanine (Phe) levels can negatively impact brain function.
- A threshold of 360 μmol/L is currently accepted as safe, not requiring treatment for hyperphenylalaninemia (HPA).
- The neurocognitive and behavioral effects of Phe levels between 240-600 μmol/L remain under investigation.
Purpose of the Study:
- To compare cognitive functions and attention-related problems in children with HPA and healthy controls.
- To evaluate the impact of untreated blood Phe levels within the 240-600 μmol/L range on neurodevelopment.
- To reassess the established safe upper limit for blood Phe levels.
Main Methods:
- A cohort of 41 untreated HPA patients (aged 6-16 years) with blood Phe levels between 240-600 μmol/L and 29 healthy controls were assessed.
- Patients were categorized into 'Phe 360-600 μmol/L' and 'Phe 240-360 μmol/L' subgroups based on lifetime median blood Phe.
- Comprehensive neurocognitive, attention, and behavioral assessments included WISC-IV, Conners' CPT, SDQ, and K-SADS-PL.
Main Results:
- All HPA patients exhibited significantly lower scores on most WISC-IV indexes compared to controls, with the exception of Working Memory.
- Both HPA subgroups showed reduced Full Scale IQ and Verbal Comprehension scores compared to controls.
- HPA patients demonstrated attention deficits (longer reaction times) and behavioral problems (more peer issues).
Conclusions:
- Untreated HPA patients, even with Phe levels between 240-360 μmol/L, are at risk for cognitive and attention-related problems.
- The current safe upper limit of 360 μmol/L for blood Phe may need reconsideration.
- Early intervention and treatment initiation for HPA should be considered at lower Phe thresholds to prevent neurodevelopmental impairments.
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