Evidence map›Paper›PMID 41017094›Full record

ArticleEndocrine, metabolic & immune disorders drug targets2026

Integrated Multiomics Analysis Identifies CDO1 as a Novel Therapeutic Target for Osteoarthritis

Zhihu Zhao, Xiangdong Wu, Duan Wang, Wei Luo, Jian-Xiong Ma, Xin-Long Ma

Abstract read
In one paragraph

Article in Endocrine, metabolic & immune disorders drug targets, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

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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

1 citing paper in PubMed.

  1. 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.

Zhihu ZhaoClinical School of Orthopedics, Tianjin Medical University, Tianjin, 300000, China
Xiangdong WuDepartment of Orthopaedic Surgery, Beijing Jishuitan Hospital, Capital Medical University, Fourth Clinical College of Peking University, National Center for Orthopaedics, Beijing, 100035, China
Duan WangDepartment of Orthopaedics, Orthopaedic Research Institute, West China Hospital, Sichuan University, Chengdu, 610041, China
Wei LuoDepartment of Orthopaedics, Tianjin Hospital, Tianjin, 300000, China
Jian-Xiong MaTianjin Institute of Orthopedics in Traditional Chinese and Western Medicine, No. 122, Munan Road, Tianjin, 300050, China
Xin-Long MaClinical School of Orthopedics, Tianjin Medical University, Tianjin, 300000, China

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

introductionThis study aimed to identify key genes and potential therapeutic targets involved in the progression of osteoarthritis (OA) through an integrated multi-omics approach.

methodsWe performed single-cell RNA sequencing (scRNA-seq) analysis on OA and control samples to define cell types and differentially expressed genes (DEGs). Bulk RNA-seq data from 7 public OA datasets were analyzed to identify DEGs, and Weighted Gene Co-expression Network Analysis (WGCNA) identified key co-expressed modules. An Integrated analysis of scRNA- seq DEGs, bulk RNA-seq DEGs, and WGCNA module genes pinpointed overlapping candidates. Functional enrichment analysis of these genes was then conducted. Mendelian randomization (MR) analysis was used to assess causal relationships between candidate genes and OA risk. The top candidate gene, CDO1, was functionally validated using siRNA-mediated knockdown in a rat OA model, assessed by histology and immunohistochemistry.

resultsscRNA-seq identified 11 distinct cell types and 4,316 DEGs. Bulk RNA-seq meta-analysis revealed 3,664 DEGs, with WGCNA highlighting a key module significantly associated with OA. Integration identified 932 overlapping DEGs. Enrichment analysis implicated pathways including ferroptosis, PI3K-Akt signaling, and ECM-receptor interaction. MR analysis established CDO1 as the top causal OA risk gene (OR (95% CI) = 0.998 (0.996–0.999), P = 0.003). DISCUSSION: In vivo, CDO1 knockdown significantly delayed OA progression in rats. Compared to controls, the si-CDO1 group showed improved cartilage structure, increased chondrocyte numbers, and enhanced type II collagen expression.

conclusionCDO1 is a novel OA risk gene and therapeutic target. Its inhibition protects against OA progression, as supported by integrated multi-omics analysis and in vivo validation.

Indexed as

OsteoarthritisAnimalsGene Expression ProfilingHumansMaleMendelian Randomization AnalysisMolecular Targeted TherapyMultiomicsRatsRats, Sprague-DawleySingle-Cell Gene Expression Analysiscartilage structureCDO1immunohistochemistrymendelian randomizationOsteoarthritissingle-cell transcriptome

Identifiers

PMID41017094
PMCPMC13523177

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.