Evidence map›Paper›PMID 41675668›Full record

ArticleFrontiers in psychiatry2025

Brain causality alterations in major depressive disorder treatment.

Madhurima Bhattacharjee, Ioannis Vlachos, Aditi Kathpalia, Jaroslav Hlinka, Martin Brunovský, Martin Bareš, Milan Paluš

Abstract read
In one paragraph

Article in Frontiers in psychiatry, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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.

Madhurima BhattacharjeeDepartment of Complex Systems, Institute of Computer Science of the Czech Academy of Sciences, Prague, Czechia.
Ioannis VlachosDepartment of Complex Systems, Institute of Computer Science of the Czech Academy of Sciences, Prague, Czechia.
Aditi KathpaliaDepartment of Complex Systems, Institute of Computer Science of the Czech Academy of Sciences, Prague, Czechia.
Jaroslav HlinkaDepartment of Complex Systems, Institute of Computer Science of the Czech Academy of Sciences, Prague, Czechia.
Martin BrunovskýClinical Research Program, National Institute of Mental Health, Klecany, Czechia.
Martin BarešClinical Research Program, National Institute of Mental Health, Klecany, Czechia.
Milan PalušDepartment of Complex Systems, Institute of Computer Science of the Czech Academy of Sciences, Prague, Czechia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Major depressive disorder (MDD) remains a leading cause of disability worldwide, with limited objective biomarkers to guide treatment selection and monitor early therapeutic effects. This study examines whether pharmacological and neurostimulation treatments produce distinct alterations in directional brain connectivity patterns within the first week of treatment and whether baseline connectivity patterns differ between treatment responders and nonresponders assessed at 4-6 weeks. Methods: We perform an information theory-based causality analysis on instantaneous phase time series derived from electroencephalography recordings of 176 MDD patients. Patients received either pharmacological treatment or neurostimulation and were recorded at baseline (visit 1) and one week post-treatment initiation (visit 2). We quantified directional information flow across 19 EEG channels in five frequency bands ( Results: Treatment modalities produced distinct frequency-specific alterations in brain causality. Pharmacological treatment significantly increased global and local information transmission in the Discussion: Early-phase directional brain connectivity analysis reveals that pharmacological and neurostimulation treatments engage distinct neural oscillatory mechanisms within the first week. Elevated baseline right-dominant

Indexed as

braincausalityelectroencephalographymajor depressive disordermutual information

Identifiers

PMID41675668
PMCPMC12886382

What Socratic holds

Textmetadata
LicenceCC BY
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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 Socratic graph.