Evidence map›Paper›PMID 41894523›Full record

ArticleJMIR research protocols2026

Measuring Accuracy (Classification Probabilities, Positive, and Negative Predictive Values) of Executive Function Electroencephalogram Metrics in Attention-Deficit/Hyperactivity Disorder Diagnosis: Protocol for and Perspectives From the SINCRONIA Study.

Hilario Blasco-Fontecilla, Javier Sánchez-Cerezo, Irene Gómez, Georgelina Abreu-Fernández, Sandra Ortiz, Jesús F Villoria, Miguel Blanco, Ana García, Julia Ballesteros, Roldán Martínez and 3 more

Abstract read
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Article in JMIR research protocols, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

13 authors.

Hilario Blasco-FontecillaDepartment of Psychiatry, Emooti - Institute of Mental Health and Wellbeing, Calle José Abascal 51, Madrid, 28010, Spain, 34 910 149 575.ORCID 0000-0002-2864-6298
Javier Sánchez-CerezoDepartment of Psychiatry, Puerta de Hierro University Hospital, Majadahonda, Spain.ORCID 0000-0001-9329-5335
Irene GómezBitsphi Diagnosis, Madrid, Spain.ORCID 0009-0002-3359-010X
Georgelina Abreu-FernándezBitsphi Diagnosis, Madrid, Spain.ORCID 0000-0002-0993-960X
Sandra OrtizBitsphi Diagnosis, Madrid, Spain.ORCID 0009-0007-7747-5820
Jesús F VilloriaMedicxact, Alpedrete, Spain.ORCID 0000-0001-6508-9083
Miguel BlancoBitsphi Diagnosis, Madrid, Spain.ORCID 0009-0001-7105-1214
Ana GarcíaBitsphi Diagnosis, Madrid, Spain.ORCID 0009-0007-1184-3854
Julia BallesterosBitsphi Diagnosis, Madrid, Spain.ORCID 0009-0008-7260-7510
Roldán MartínezBitsphi Diagnosis, Madrid, Spain.ORCID 0009-0002-2877-0325
Gerardo GálvezBitsphi Diagnosis, Madrid, Spain.ORCID 0000-0001-5917-5743
Fernando MaestúDepartment of Experimental Psychology, Complutense University of Madrid, Madrid, Spain.ORCID 0000-0002-3195-0071
Álvaro López-MedranoBitsphi Diagnosis, Madrid, Spain.ORCID 0000-0001-8693-5576

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Attention deficit/hyperactivity disorder (ADHD) is the most prevalent neurodevelopmental disorder worldwide, affecting approximately 5%-7% of school-aged children and 2%-5% of adults worldwide. However, there is still no reliable diagnostic tool for it. The lack of specific biomarkers further complicates the accurate diagnosis of ADHD. Objective: The SINCRONIA study seeks to develop and optimize an electroencephalogram (EEG)-based ADHD diagnostic classification algorithm by identifying biomarkers that provide optimal diagnostic performance. Methods: This protocol introduces a single-center, case-control study involving at least 165 participants, aged between 7 and 12 years, that is being conducted at the Puerta de Hierro University Hospital in Madrid, Spain. Participants will be allocated to 3 groups, including ADHD predominantly inattentive, ADHD predominantly combined or hyperactive/impulsive, and a control group, according to the best estimated diagnosis based on clinical interviews and a neuropsychological assessment that includes the Conners Continuous Performance Test. In addition, an EEG recording will be conducted separately, and functional connectivity metrics will be used to characterize brain networks associated with inhibitory control. The index test is expected to match or improve the clinical diagnosis of ADHD in children aged between 7 and 12 years and provide a set of eventual biomarkers that maximize diagnostic performance and provide pathophysiological clues. Results: The SINCRONIA study began screening and recruitment in March 2023. Recruitment ended on December 11, 2024. A total of 165 eligible participants were enrolled. Conclusions: The SINCRONIA project is a high-quality, large-scale, unicenter study devoted to improving the objective diagnosis of ADHD by using EEG biomarkers. The EEG-based ADHD diagnosis is expected to have greater sensitivity and specificity than the Conners Continuous Performance Test.

Indexed as

Attention Deficit Disorder with HyperactivityElectroencephalographyExecutive FunctionBiomarkersCase-Control StudiesChildFemaleHumansMalePredictive Value of TestsSpainBiomarkersADHDADHD comorbidities.attention deficit hyperactivity disorderdiagnosisEEGelectroencephalogramfunctional connectivitymachine learningneural networkneurocognitive assessment

Identifiers

PMID41894523
PMCPMC13033445

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.