Evidence map›Paper›PMID 41141385›Full record

ArticleBiological psychiatry global open science2026

Therapeutic Shifts and Scientific Influence in Treatment-Resistant Depression Research: A Data-Driven Perspective.

Yunsheng Liu, Zengwei Kou

Abstract read
In one paragraph

Article in Biological psychiatry global open science, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers, 3 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
8citing papers in PubMed, 3 pooled it
–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

8 citing papers in PubMed, 3 syntheses or guidelines pooled it.

  1. Pooled it
  2. Pooled it
  3. Pooled it
  4. Article
  5. Review
  6. Article
  7. Article
  8. 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

2 authors.

Yunsheng LiuCancer Center, Shenzhen Hospital (Futian) of Guangzhou University of Chinese Medicine, Shenzhen, China.
Zengwei KouDepartment of Laboratory Medicine and Pathobiology, Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Treatment-resistant depression (TRD) remains a major psychiatric challenge, with therapeutic paradigms evolving over the last 50 years. However, research on TRD is fragmented across molecular mechanisms, clinical interventions, and epidemiological trends, highlighting the need for a comprehensive synthesis to guide future studies and enhance clinical outcomes. Methods: We conducted a large-scale bibliometric analysis of 16,198 TRD-related publications from PubMed, Web of Science, and Scopus (1974-2025). Using CiteSpace, VOSviewer, and Bibliometrix, we quantified publication trends, collaborative networks, and thematic shifts. Special attention was paid to influential researchers and institutions, as well as examining the shifting research focus from traditional invasive therapies, including deep brain stimulation, to emerging pharmacological advancements such as ketamine-based treatments. Results: We identified leading countries, institutions, and key contributors on TRD research. Thematic clusters revealed sustained focus on neurobiological mechanisms (glutamate dysfunction, inflammation) and clinical efficacy. A pivotal shift from invasive techniques (dominant before 2000) to ketamine-based therapies was observed, with ketamine-related publications surging after 2010. High-impact journals such as Conclusions: This bibliometric study traces TRD research evolution from the 1970s onward, revealing key shifts from invasive interventions to novel pharmacotherapies such as ketamine, a transformative advance highlighting a mechanism-driven approach. By analyzing influential contributors, collaborations, and emerging trends, our work synthesizes decades of fragmented knowledge, providing clinicians and researchers with a cohesive road map for future TRD investigations.

Indexed as

Bibliometric analysisKetamineNeurobiologyTherapeutic trendsTreatment-resistant depression

Identifiers

PMID41141385
PMCPMC12552951

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

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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.