Evidence map›Paper›PMID 41296172›Full record

ArticleGenes & genomics2026

Integrated analysis identifies conserved transcription factors TCF12, E2F1, and TEAD4 with diagnostic and therapeutic value in osteoarthritis subchondral bone.

Jingyang Cheng, Rulong Cai, Wei Lu, Zhilin Zhang, Hao Liang, Hao Chen, Hui Zheng, Jianli Fang, Youhui Liu, Runguang Li and 3 more

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Article in Genes & genomics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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5 · Who and what money

Authors and funding

13 authors.

Jingyang Cheng *Department of Joint Surgery, Center for Orthopedic Surgery, The Third Affiliated Hospital, Southern Medical University, Guangzhou, China.ORCID 0009-0006-1367-4559
Rulong Cai *Department of Joint Surgery, Center for Orthopedic Surgery, The Third Affiliated Hospital, Southern Medical University, Guangzhou, China.
Wei Lu *ShunDe Hospital of Guangzhou University of Chinese Medicine, Foshan, Guangdong, China.
Zhilin ZhangDepartment of Joint Surgery, Center for Orthopedic Surgery, The Third Affiliated Hospital, Southern Medical University, Guangzhou, China.
Hao LiangDepartment of Joint Surgery, Center for Orthopedic Surgery, The Third Affiliated Hospital, Southern Medical University, Guangzhou, China.
Hao ChenDepartment of Joint Surgery, Center for Orthopedic Surgery, The Third Affiliated Hospital, Southern Medical University, Guangzhou, China.
Hui ZhengDepartment of Joint Surgery, Center for Orthopedic Surgery, The Third Affiliated Hospital, Southern Medical University, Guangzhou, China.
Jianli FangDepartment of Joint Surgery, Center for Orthopedic Surgery, The Third Affiliated Hospital, Southern Medical University, Guangzhou, China.
Youhui LiuJoint Surgery Department of Orthopedic Center, Affiliated Hospital of Guangdong Medical University, Zhanjiang, China.
Runguang LiDepartment of Foot and Ankle Surgery, Center for Orthopaedic Surgery, The Third Affiliated Hospital of Southern Medical University, Guangzhou, 510610, China.
Weidong ChenDepartment of Joint Surgery, Center for Orthopedic Surgery, The Third Affiliated Hospital, Southern Medical University, Guangzhou, China. chenwd53@mail2.sysu.edu.cn.
Hang FangDepartment of Joint Surgery, Center for Orthopedic Surgery, The Third Affiliated Hospital, Southern Medical University, Guangzhou, China. fanghang@smu.edu.cn.
Rongkai ZhangYunnan Key Laboratory for Basic Research on Bone and Joint Diseases, Kunming University, Kunming, China. kaican@163.com.

Funding

Guangdong Basic and Applied Basic Research Foundation 2022A1515012479Guangzhou Science and Technology Project 201904010034President Foundation of The Third Affiliated Hospital of Southern Medical University YM2021005President Foundation of The Third Affiliated Hospital of Southern Medical University YM202209President Foundation of The Third Affiliated Hospital of Southern Medical University YP202216Yunnan Key laboratory for Basic Research on Bone and Joint Diseases of Kunming University Open Project YNBJ2022-2
6 · The paper itself

Abstract

backgroundOsteoarthritis (OA) is a multifactorial joint disease involving both cartilage and subchondral bone. The molecular mechanism of subchondral bone in OA is still unclear.

objectiveThis study aimed to identify key molecular targets and transcription factors (TFs) in subchondral bone that drive OA progression, with a focus on their diagnostic and therapeutic potential.

methodsDifferentially expressed genes (DEGs) from human OA patients and rat OA models were analyzed using RNA-seq data from GEO database. Then functional enrichment analysis, including GSEA, GO and KEGG revealed high conservation. The iRegulon analysis was applied to identify common TFs. Bingo analysis linked TF target genes to OA-relevant biological functions, and single-cell RNA sequencing (sc-RNA seq) identified the primary cell types expressing these TFs. Finally, the expression of identified TFs was validated in human OA and animal OA samples using immunofluorescence (IF) and qPCR.

resultsWe identified 77 common DEGs in OA patients and rat models, including genes associated with bone development or remodeling. Functional enrichment analysis identified common biological processes, such as skeletal system development, and shared pathways, including calcium signaling, across both species. Moreover, iRegulon analysis identified three conserved TFs-Transcription Factor 12 (TCF12), E2F Transcription Factor 1 (E2F1), and TEA domain transcription factor 4 (TEAD4) in both humans and rats. Single-cell analysis revealed that TFs mainly originate from bone-related cell populations. Finally, experimental validation confirmed that TCF12 was up-regulated, while E2F1 and TEAD4 were down-regulated in human OA subchondral bone and mouse DMM model.

conclusionsThis study highlights TCF12, E2F1, and TEAD4 as key regulators of subchondral bone remodeling in OA. Their conserved expression patterns across species and strong correlation with OA progression suggest their potential as novel diagnostic markers and therapeutic targets for OA intervention.

Indexed as

Basic Helix-Loop-Helix ProteinsDNA-Binding ProteinsE2F1 Transcription FactorMuscle ProteinsOsteoarthritisTEA Domain Transcription FactorsTranscription FactorsAnimalsHumansMaleRatsBasic Helix-Loop-Helix ProteinsDNA-Binding ProteinsE2F1 Transcription FactorMuscle ProteinsTCF12 protein, humanTEAD4 protein, humanTEA Domain Transcription FactorsTranscription FactorsE2F1OsteoarthritisSubchondral boneTCF12TEAD4

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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 Socratic graph.