Evidence map›Paper›PMID 40474128›Full record

ArticleBMC musculoskeletal disorders2025

Exploring heat shock protein-related biomarkers and subgroups in osteoarthritis using Gene Expression Omnibus data sets.

Weixin Cai, Boxin Yan, Hanbing Song, Jiaxing Liu, Geqiang Wang, Yichang Jiang

Abstract read
In one paragraph

Article in BMC musculoskeletal disorders, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Article
  3. ER-resident proteins are key players in cartilage and bone homeostasis.Frontiers in cell and developmental biology · 2025
    Review
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

6 authors.

Weixin Cai *Department of Orthopaedics and Traumatology III, The First Affiliated Hospital of Heilongjiang University of Traditional Chinese Medicine, 26 Heping Road, Xiangfang District, Harbin, 150040, China.
Boxin Yan *Second Department of Gynaecology, The Second Affiliated Hospital of Heilongjiang University of Traditional Chinese Medicine, No. 411, Gogoli Street, Nangang District, Harbin, 150001, China.
Hanbing SongDepartment of Orthopaedics and Traumatology III, The First Affiliated Hospital of Heilongjiang University of Traditional Chinese Medicine, 26 Heping Road, Xiangfang District, Harbin, 150040, China.
Jiaxing LiuDepartment of Orthopaedics and Traumatology III, The First Affiliated Hospital of Heilongjiang University of Traditional Chinese Medicine, 26 Heping Road, Xiangfang District, Harbin, 150040, China.
Geqiang WangDepartment of Orthopaedics and Traumatology III, The First Affiliated Hospital of Heilongjiang University of Traditional Chinese Medicine, 26 Heping Road, Xiangfang District, Harbin, 150040, China.
Yichang JiangDepartment of Orthopaedics and Traumatology III, The First Affiliated Hospital of Heilongjiang University of Traditional Chinese Medicine, 26 Heping Road, Xiangfang District, Harbin, 150040, China. jiangyichang04009@aliyun.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Osteoarthritis (OA) is a degenerative joint disease marked by cartilage deterioration. Recent studies suggest that heat shock proteins (HSPs) may play a role in the pathophysiology of OA. This study explores the role of heat shock protein-related genes (HSRs) in OA using GEO datasets (GSE12021, GSE55457, GSE55235). Differential expression analysis identified 34 HSRs with significant changes in OA. Protein-protein interaction (PPI) network analysis highlighted central HSRs, including HSPA5, HSPA6, HSPA1L, HSPA12 A, and HSPH1, indicating their key roles in OA. Enrichment analysis revealed that HSRs are involved in protein folding, chaperone activities, and endoplasmic reticulum stress. A nomogram developed from HSR expression profiles demonstrated high accuracy in predicting OA risk. Clustering analysis identified two distinct HSR-related subgroups with unique gene expression and immune profiles. Variations in immune cell infiltration and immune pathway activities were observed between these subgroups. Overall, the study underscores the significance of HSRs in OA pathogenesis and suggests potential personalized therapeutic strategies based on distinct HSR-related subgroups.

Indexed as

Heat-Shock ProteinsOsteoarthritisBiomarkersDatabases, GeneticEndoplasmic Reticulum Chaperone BiPGene Expression ProfilingHumansProtein Interaction MapsBiomarkersEndoplasmic Reticulum Chaperone BiPHeat-Shock ProteinsHSPA5 protein, humanBioinformaticsDisease subgroupsHeat shock proteinImmune cell infiltrationOsteoarthritisSsGSEA

Identifiers

PMID40474128
PMCPMC12139309

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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.