Evidence map›Paper›PMID 42755986›Full record

ArticleFrontiers in behavioral neuroscience2026

Reciprocal brain-behavior associations in gambling disorder revealed by theta cordance and directional predictive modeling.

Eda Yılmazer, Metin Çınaroğlu, Selami Varol Ülker, Sultan Tarlacı

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Article in Frontiers in behavioral neuroscience, 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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5 · Who and what money

Authors and funding

4 authors.

Eda YılmazerPsychology Department, Faculty of Arts and Science, Haliç University, İstanbul, Türkiye.
Metin ÇınaroğluDepartment of Psychology, Faculty of Administrative, Business and Social Sciences, Istanbul Nisantasi University, İstanbul, Türkiye.
Selami Varol ÜlkerPsychology Department, Faculty of Humanities and Social Science, Üsküdar University, İstanbul, Türkiye.
Sultan TarlacıMedical School, Üsküdar University, İstanbul, Türkiye.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Gambling disorder (GD) is a behavioral addiction characterized by impaired impulse control and fronto-limbic cortical dysfunction. EEG theta cordance, which integrates absolute and relative power to index regional cerebral perfusion and metabolism, has not previously been combined with directional predictive modeling in behavioral addiction research. Objective: To compare regional resting-state theta cordance between GD patients and healthy controls (HCs), and to examine directional predictive associations between cortical cordance and clinical severity indices. Methods: In this retrospective observational study, 28 male patients with DSM-5 GD and 29 male HCs underwent 21-channel resting-state EEG (eyes-closed, 3-min artifact-free epochs; 4-8 Hz). Theta cordance was computed using the Leuchter algorithm and averaged into eight regions of interest. Clinical measures included the South Oaks Gambling Screen (SOGS), Beck Depression Inventory-II, Beck Anxiety Inventory, and illness duration. Group differences were tested with independent-samples Results: GD patients showed significantly lower central (0.03 ± 1.18 vs. 1.25 ± 1.23; Conclusion: Cortical theta cordance and clinical severity in GD appear reciprocally associated within an exploratory directional framework. Findings are preliminary given the modest, male-only, single-site sample and cross-sectional design, and require longitudinal confirmation.

Indexed as

behavioral addictionbidirectional brain–behavior interactionsgambling disorderGranger causalitytheta cordance

Identifiers

PMID42755986
PMCPMC13582217

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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.