Evidence map›Paper›PMID 42698020›Full record

ArticleBiological trace element research2026

Integrated Toxicogenomic Analysis Reveals Potential Molecular Signatures Associated with Cadmium-Related Osteoarthritis.

Lichun Qiao, Husna Wali, Xiangyu Fan, Jing Tang, Yiming Shen, Qingsong Li, Qian Dong, Jing Han, Yijie Guo

Abstract read
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In one paragraph

Article in Biological trace element research, 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

9 authors.

Lichun QiaoDepartment of Psychiatry, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, China.ORCID http://orcid.org/0000-0002-6739-0846
Husna WaliSchool of Public Health, Xi'an Jiaotong University Health Science Center, Xi'an, 710061, China.ORCID http://orcid.org/0009-0008-1949-4780
Xiangyu FanSchool of Public Health, Xi'an Jiaotong University Health Science Center, Xi'an, 710061, China.ORCID http://orcid.org/0009-0009-9831-0851
Jing TangSchool of Public Health, Xi'an Jiaotong University Health Science Center, Xi'an, 710061, China.ORCID http://orcid.org/0009-0007-3239-1770
Yiming ShenThe Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, 310009, China.ORCID http://orcid.org/0000-0002-4890-8996
Qingsong LiSchool of Public Health, Xi'an Jiaotong University Health Science Center, Xi'an, 710061, China.ORCID http://orcid.org/0009-0004-9088-7318
Qian DongDepartment of Psychiatry, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, China.ORCID http://orcid.org/0000-0002-8992-9451
Jing HanSchool of Public Health, Xi'an Jiaotong University Health Science Center, Xi'an, 710061, China. bbbishop@126.com.ORCID http://orcid.org/0000-0003-1460-0114
Yijie GuoDepartment of Psychiatry, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, China. yijie_guo@163.com.ORCID http://orcid.org/0000-0002-4949-2048

Funding

National Natural Science Foundation of China 82571711Natural Science Basis Research Plan -Key Project-Youth Project (Class A) in Shaanxi Province of China 2026JC-JCQN-146
6 · The paper itself

Abstract

Osteoarthritis (OA) is a common chronic joint disease, and cadmium (Cd) exposure may contribute to its progression. This study integrated network toxicology, transcriptomic datasets from the Gene Expression Omnibus (GEO), weighted gene co-expression network analysis (WGCNA), and machine-learning methods to identify molecular signatures potentially associated with Cd exposure-related OA. A total of 740 overlapping targets between Cd-associated genes and OA-related genes were identified. These targets were primarily enriched in oxidative stress, inflammation, apoptosis, extracellular matrix degradation, and the phosphoinositide 3-kinase/protein kinase B (PI3K-Akt), mitogen-activated protein kinase (MAPK), tumor necrosis factor (TNF), nuclear factor kappa B (NF-κB), interleukin 17 (IL-17), and hypoxia-inducible factor 1 (HIF-1) signaling pathways. Integrated transcriptomic analysis identified 174 differentially expressed genes (DEGs), and WGCNA identified the yellow module as the module most strongly associated with OA. Least absolute shrinkage and selection operator, support vector machine-recursive feature elimination, and random forest analyses identified BCL6 and FOSL2 as robust diagnostic feature genes. Both genes were consistently down-regulated in OA samples and demonstrated strong diagnostic performance across the analyzed cohorts. These findings suggest that BCL6 and FOSL2 may be potential diagnostic biomarkers of Cd-associated OA.

Indexed as

Cadmium exposureDiagnostic biomarkersMachine learningOsteoarthritisToxicogenomics

Identifiers

PMID42698020

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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.