Evidence map›Paper›PMID 42824162›Full record

SynthesisFrontiers in immunology2026

Immunometabolic crosstalk in knee osteoarthritis: a bibliometric and translational analysis (2000-2025).

Khalid Waleed, Ai Peng, Qirui Chen, Shenghao Cai, Yong Xia, Zuorui Zheng, Khalid Waqar, Ammara Arooj, Jiang Shan, Zhou Junwei and 3 more

Abstract readSystematic Review
In one paragraph

Synthesis in Frontiers in immunology, 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

13 authors.

Khalid Waleed *Department of Orthopedics, The Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China.
Ai Peng *Collaboration Unit for the State Key Laboratory of Infectious Disease Prevention and Control, Nanchang, Jiangxi, China.
Qirui Chen *Department of Orthopedics, The Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China.
Shenghao CaiDepartment of Orthopedics, The Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China.
Yong XiaDepartment of Orthopedics, The Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China.
Zuorui ZhengDepartment of Orthopedics, The Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China.
Khalid WaqarDepartment of Cardiology, Punjab Institute of Cardiology, Lahore, Pakistan.
Ammara AroojUniversity College of Pharmacy, University of the Punjab, Lahore, Pakistan.
Jiang ShanDepartment of Orthopedics, The Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China.
Zhou JunweiDepartment of Orthopedics, The Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China.
Jianjian DengDepartment of Orthopedics, The Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China.
Bin ZhouDepartment of Orthopedics, The Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China.
Xiaoling FuDepartment of Orthopedics, The Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Knee osteoarthritis (KOA) has traditionally been regarded as a localized degenerative joint disorder; however, accumulating evidence increasingly supports a critical role for immunometabolic dysfunction, chronic low-grade inflammation, and systemic metabolic alterations in disease initiation and progression. Although research in this multidisciplinary field is growing rapidly, the global intellectual structure, emerging mechanistic themes, and the evolution of the translation of KOA research remain inadequately documented. Methods: This study used a multi-database bibliometric and scientometric analysis with a hypothesis-generating translational synthesis, rather than a systematic review of intervention effects. We analyzed publications indexed in Web of Science, Scopus, and PubMed from 2000 to 2025. We used CiteSpace, VOSviewer, and Bibliometrix to analyze global research trends, collaboration networks, intellectual structure, and emerging themes in immunometabolic and inflammatory mechanisms in KOA. Results: A total of 783 publications were included. Annual research output increased substantially after 2015, reflecting growing recognition of systemic contributors to KOA. The United States and China were the largest contributors to the growth of international partnerships. Co-citation, keyword, and thematic analyses showed increasing research attention to metabolic syndrome, oxidative stress, innate immune activation, multimorbidity, and inflammatory signaling alongside traditional cartilage-focused research. Biomarker discovery, lifestyle intervention, phenotype stratification, and precision-intervention-focused therapies were emerging research hotspots, indicating the growing translational importance of metabolic and immune-mediated mechanisms in the pathogenesis of KOA. Conclusion: This analysis indicates increasing research attention to systemic immunometabolic factors alongside established joint-centered models of KOA. The identified research trajectories offer crucial translational insights and help inform the design of integrated approaches for risk stratification, prevention, and personalized management strategies involving targeting metabolic dysfunction, inflammatory signaling, and immune-mediated pathways in osteoarthritis.

Indexed as

Osteoarthritis, KneeAnimalsBibliometricsHumansInflammationTranslational Research, Biomedicalbibliometric analysisimmunometabolisminflammatory signalinginnate immunityknee osteoarthritismetabolic dysfunctiontranslational medicine

Identifiers

PMID42824162
PMCPMC13627379

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.