Evidence map›Paper›PMID 42741187›Full record

ArticleFrontiers in cardiovascular medicine2026

Bridging macro bibliometrics and micro molecular mechanisms: an integrated analysis of global aortic dissection research.

Yunnan Hu, Yixie He, Fan Xu, Liangwan Chen

Abstract read
In one paragraph

Article in Frontiers in cardiovascular medicine, 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

4 authors.

Yunnan Hu *Department of Cardiovascular Surgery, Fujian Medical University Union Hospital, Fuzhou, China.
Yixie He *First Clinical Medical School, Southern Medical University, Guangzhou, China.
Fan XuDepartment of Cardiovascular Surgery, Fujian Medical University Union Hospital, Fuzhou, China.
Liangwan ChenDepartment of Cardiovascular Surgery, Fujian Medical University Union Hospital, Fuzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Aortic dissection (AD) is a catastrophic cardiovascular emergency with high morbidity and mortality. Despite advances in diagnosis and treatment, its complex pathogenesis, optimal therapies, and postoperative complications remain major challenges. Although AD research has expanded substantially, quantitative analyses integrating global knowledge structures with molecular mechanisms remain limited. This study mapped the development, contributors, hotspots, and emerging frontiers of global AD research to support future investigation and clinical translation. Methods: AD-related literature published from January 1, 2000, to December 31, 2025, was retrieved from the Web of Science Core Collection and Scopus. Excel, VOSviewer, CiteSpace, Scimago Graphica, and bibliometrix were used for bibliometric analyses, and a logistic growth model characterized publication trends. Single-cell RNA sequencing datasets GSE254132 and GSE213740 served as discovery and external-validation cohorts, respectively. Seurat, Harmony, donor-level pseudobulk differential expression, and exact donor-label permutation tests were applied. Differentially expressed genes were linked to target-specific PubMed trajectories to distinguish established AD genes from literature-sparse candidates. Results: A total of 5,170 publications were included. Output accelerated after 2010 and reached 712 articles in 2025. China produced the most publications, whereas the United States had the highest citation count and strongest international collaboration. Four convergent frontiers emerged: endovascular therapy, inflammation and vascular-wall remodeling, candidate molecular markers, and machine-learning-based prognosis. In GSE254132, AD was associated with vascular smooth muscle cell remodeling and a higher proportion of SPP1⁺ remodeling macrophages. GSE213740 reproduced the direction of this remodeling program and showed a smaller increase in SPP1⁺ macrophages despite compositional differences. During 2000-2025, PubMed indexed 1,483 publications on angiopoietin-like 4 (ANGPTL4) and 240 on matrix metalloproteinase 19 (MMP19) across biomedical fields. Output increased by 49.9% and 43.5%, respectively, in 2021-2025 versus 2016-2020. Record-level screening identified only two original AD-relevant publications for each target. Conclusion: This study maps the global structure and changing priorities of AD research and uses human single-cell data as a biological cross-check and candidate-prioritization layer. The combined evidence identifies ANGPTL4 and MMP19 as literature-sparse molecules that warrant mechanistic investigation, not as validated therapeutic targets. Independent cohorts and functional experiments are required before either molecule can be assigned diagnostic or therapeutic value.

Indexed as

aortic dissectionbibliometricsendovascular therapyimmune microenvironmentmachine learningsingle-cell transcriptomics

Identifiers

PMID42741187
PMCPMC13572280

What Socratic 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 Socratic graph.