Evidence map›Paper›PMID 41114732›Full record

ArticlePsychopharmacology2026

EEG-based network dynamics in cannabis and polydrug use: a directed transfer function approach.

Alicja Anna Binkowska, Anna Kaszyńska, Maciej Kamiński, Katarzyna Blinowska, Jakub Czarny, Michał Raczkowski, Aneta Brzezicka

Abstract read
In one paragraph

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

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Alicja Anna BinkowskaInstitute of Psychology, Humanitas University, Jana Kilińskiego 43, Sosnowiec, 41-200, Poland. alicja.a.binkowska@gmail.com.ORCID http://orcid.org/0000-0002-4827-716X
Anna KaszyńskaNeurocognitive Research Center, Institute of Psychology, SWPS University, Chodakowska 19/31, Warsaw, 03-815, Poland.
Maciej KamińskiBiomedical Physics Division, Faculty of Physics, University of Warsaw, Warsaw, Poland.
Katarzyna BlinowskaBiomedical Physics Division, Faculty of Physics, University of Warsaw, Warsaw, Poland.
Jakub CzarnyInstitute of Forensic Genetics, Bydgoszcz, Poland.
Michał RaczkowskiInstitute of Forensic Genetics, Bydgoszcz, Poland.
Aneta BrzezickaNeurocognitive Research Center, Institute of Psychology, SWPS University, Chodakowska 19/31, Warsaw, 03-815, Poland. abrzezi2@swps.edu.pl.

Funding

Polish Ministry of Science and Higher Education Polish Ministry of Science and Higher Education
6 · The paper itself

Abstract

RATIONALE AND

objectivesCannabis is often consumed in polysubstance contexts, yet research comparing its isolated use to polydrug use is limited. Such comparisons are essential for understanding substance-specific versus interactive effects on brain activity. This study investigates how cannabis-only and polydrug use relate to alterations in resting-state EEG functional connectivity, using the Directed Transfer Function (DTF) to assess frequency-specific information flow in the brain.

methodsThree age- and sex-matched groups were studied: individuals with cannabis-only use (n=27), polydrug use (n=29), and non-drug-using controls (n=30). Resting-state EEG was recorded under eyes-open and eyes-closed conditions. DTF was applied to quantify directed connectivity and frequency-dependent propagation of neural signals across brain regions.

resultsIndividuals with cannabis-only use exhibited localized changes in neural propagation, particularly in frontal areas and within theta, beta, and gamma bands, while alpha-band activity remained relatively stable. In contrast, individuals with polydrug use showed more widespread and complex alterations in connectivity, including reduced alpha activity and increased frontal and prefrontal engagement, suggesting heightened excitation and possible compensatory mechanisms.

conclusionsThis study is the first to characterize frequency-specific EEG connectivity patterns associated with cannabis and polydrug use. The findings highlight the importance of studying substance use patterns and considering cannabis within a polysubstance context. A longitudinal study is needed to assess the effects of use duration, frequency, and dosage.

Indexed as

BrainElectroencephalographySubstance-Related DisordersAdultCannabisFemaleHumansMaleYoung AdultCannabisDirected functional connectivityDirected Transfer Function (DTF)Drug usePolydrug useResting-state EEG

Identifiers

PMID41114732
PMCPMC13506567

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.