Evidence map›Paper›PMID 42897363›Full record

ArticleClinical rheumatology2026

Single-cell eQTL Mendelian randomization reveals the monocyte-associated PRKCB-CTSL axis as a candidate regulatory pathway and potential therapeutic target in rheumatoid arthritis.

Pengli Wang, Guohang Shen, Wenhua Liao, Ruoyan Wang, Li Zhang, Mingjia Zhao, Dong Zhang, Nanxiang Huang, Yupei Dai

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Article in Clinical rheumatology, 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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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

9 authors.

Pengli Wang *Department of Pediatric Surgery, Beijing Anzhen Nanchong Hospital of Capital Medical University & Nanchong Central Hospital, Second Clinical Medical College of North Sichuan Medical College, No. 97 Renmin South Road, Shunqing, Nanchong, 637000, Sichuan, China.
Guohang Shen *Department of Pediatric Surgery, Beijing Anzhen Nanchong Hospital of Capital Medical University & Nanchong Central Hospital, Second Clinical Medical College of North Sichuan Medical College, No. 97 Renmin South Road, Shunqing, Nanchong, 637000, Sichuan, China.
Wenhua LiaoDepartment of Pediatric Surgery, Beijing Anzhen Nanchong Hospital of Capital Medical University & Nanchong Central Hospital, Second Clinical Medical College of North Sichuan Medical College, No. 97 Renmin South Road, Shunqing, Nanchong, 637000, Sichuan, China.
Ruoyan WangSchool of Basic Medicine and Forensic Medicine, North Sichuan Medical College, No.234 Fujiang Road, Shunqing District, Nanchong , Sichuan, 637000, China.
Li ZhangDepartment of Pediatric Surgery, Beijing Anzhen Nanchong Hospital of Capital Medical University & Nanchong Central Hospital, Second Clinical Medical College of North Sichuan Medical College, No. 97 Renmin South Road, Shunqing, Nanchong, 637000, Sichuan, China.
Mingjia ZhaoDepartment of Pediatric Surgery, Beijing Anzhen Nanchong Hospital of Capital Medical University & Nanchong Central Hospital, Second Clinical Medical College of North Sichuan Medical College, No. 97 Renmin South Road, Shunqing, Nanchong, 637000, Sichuan, China.
Dong ZhangDepartment of Pediatric Surgery, Beijing Anzhen Nanchong Hospital of Capital Medical University & Nanchong Central Hospital, Second Clinical Medical College of North Sichuan Medical College, No. 97 Renmin South Road, Shunqing, Nanchong, 637000, Sichuan, China.
Nanxiang HuangDepartment of Pediatric Surgery, Beijing Anzhen Nanchong Hospital of Capital Medical University & Nanchong Central Hospital, Second Clinical Medical College of North Sichuan Medical College, No. 97 Renmin South Road, Shunqing, Nanchong, 637000, Sichuan, China.
Yupei DaiDepartment of Pediatric Surgery, Beijing Anzhen Nanchong Hospital of Capital Medical University & Nanchong Central Hospital, Second Clinical Medical College of North Sichuan Medical College, No. 97 Renmin South Road, Shunqing, Nanchong, 637000, Sichuan, China. 1428421664@qq.com.ORCID http://orcid.org/0009-0009-8854-3598

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectivesRheumatoid arthritis (RA) involves persistent immune dysregulation, but cell-specific genetically regulated pathways remain unclear. We integrated cell-specific genetic and multi-omics evidence to prioritize candidate regulatory pathways.

methodscis-eQTLs from 17 immune-cell populations were integrated with RA GWAS data by two-sample Mendelian randomization. Transcriptomics, WGCNA, and machine-learning feature selection identified convergent candidates. Single-cell and virtual perturbation analyses assessed cellular localization and downstream changes. Molecular docking and dynamics computationally prioritized compounds, and knockdown/rescue experiments evaluated the PRKCB-CTSL relationship.

resultsEleven candidates had convergent genetic and transcriptomic support. PRKCB was retained by LASSO, SVM, and random forest and preferentially expressed in monocytes. Virtual perturbation implicated CTSL and antigen-processing/presentation pathways. PRKCB knockdown reduced CTSL expression and NF-κB phosphorylation, whereas CTSL restoration partially rescued NF-κB phosphorylation. Separately, structure-based analyses computationally prioritized ursodiol for the most favorable predicted PRKCB interaction among evaluated compounds.

conclusionsGenetic, transcriptomic, single-cell, computational, and in vitro evidence supports monocyte-associated PRKCB-CTSL as a candidate regulatory pathway in RA. Further mechanistic and in vivo studies are required to establish its causal and pharmacological relevance. Key Points • Multi-omics analysis identified 11 key RA-associated targets. • RA was classified into two molecular subtypes with distinct immune features. • PRKCB was identified as the core target enriched in monocytes. • The PRKCB-CTSL axis may drive RA inflammation, and ursodiol showed therapeutic potential.

Indexed as

Mendelian randomizationMolecular dockingRheumatoid arthritisSingle-cell eQTLSingle-cell transcriptomics

Identifiers

PMID42897363

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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.