Research Article

Mendelian Randomization Transcriptomics and Network Pharmacology for Identification of Osteoarthritis Drug Targets

DOI:

10.3791/69569

January 23rd, 2026

In This Article

Summary

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We present a methodological protocol that integrates Mendelian randomization, transcriptomic analysis, and network pharmacology to systematically identify candidate drug targets for osteoarthritis. This approach enables the prioritization of targets through genetic, expression, and interaction evidence, using publicly available data and computational tools.

Abstract

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This article delineates an integrated methodology that combines Mendelian randomization (MR), transcriptomic analysis, and network pharmacology to identify and prioritize potential therapeutic targets for osteoarthritis (OA). It is designed to guide researchers in implementing this multimodal pipeline to investigate drug repurpose and the development of novel therapeutic interventions for OA. The methodological framework comprises five sequential stages: first, MR analysis pipeline, employing two-sample MR to identify putative causal plasma proteins associated with OA, followed by Steiger filtering and phenome-wide association scanning to assess causal directionality and potential off-target effects; second, transcriptomic sequencing workflow, integrating RNA-seq data to identify and refine candidate protein targets; third, integration strategy, merging MR and transcriptomic results to prioritize candidate proteins; fourth, network pharmacology and molecular docking procedures, involving the construction of protein-protein interaction networks, functional enrichment analysis, and molecular docking to explore ligand-target interactions; and fifth, intended application, focusing on the prioritization of candidate compounds and natural products with potential therapeutic relevance. By organizing the workflow into distinct analytical phases, this framework provides a reproducible approach for transitioning from genetic and transcriptomic discovery to computational drug-target evaluation, without presenting specific experimental outcomes. The methodology facilitates systematic and hypothesis-driven investigation into OA therapeutics using publicly accessible datasets and computational tools.

Introduction

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Osteoarthritis (OA) is characterized by the progressive deterioration of cartilage, changes in subchondral bone, and excessive bone growth1. It is now a major cause of disability and economic burden worldwide2. Current treatments primarily involve steroidal or nonsteroidal anti-inflammatory drugs (NSAIDs) to alleviate pain and inflammation. However, NSAIDs often lead to undesirable side effects in the gastrointestinal and cardiovascular systems3. Joint replacement surgery offers an alternative, but approximately one-third of patients do not experience significant pain relief or functional improvem....

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Protocol

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We obtained ethical approval and informed consent from the Biomedical Research Ethics Committee of the First Affiliated Hospital of Nanchang University. Ethics Number: (2025)CDYFYYLK(08-007).

MR analysis

Data retrieval
The plasma pQTL data were obtained from the study by Zheng et al.14, which integrated five GWAS datasets15,16,17,18,19, and from the study by Ferkingstad et al. The....

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Results

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Screening the proteome for osteoarthritis causal proteins

Using plasma pQTL data from the study by Zheng et al., Mendelian randomization (MR) analysis identified six protein-knee or hip OA associations, one protein-knee OA association, and four protein-hip OA associations that met the Bonferroni significance threshold (P < 5.63 × 10⁻⁵) (Table 1 and Figur.......

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Discussion

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This is a two-sample MR analysis method that has been employed to predict potential proteins related to osteoarthritis (OA), supplemented by sequencing validation of blood samples from OA patients and network pharmacology to predict drug targets for OA. We utilized plasma proteomics data and GWAS data for OA to conduct the two-sample MR analysis, identifying 19 proteins associated with OA, including EFEMP1, PTHLH, PCSK1, ECM1, ISLR2, SEMA3G, SPOCK2, LRIG3, TMEM190, CRYZ, KNG1, OMG, DDX19A, MAPK3, PTPN9, USP8, DDX19B, PRO.......

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Disclosures

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The authors have no competing interests to declare.

Acknowledgements

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This project was supported by the Jiangxi Provincial Health Commission Science and Technology Plan Project (202610930) and Jiangxi Administration of Traditional Chinese Medicine Science and Technology Plan Project (2025022398).

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Materials

List of materials used in this article
NameCompanyCatalog NumberComments
Agilent 2100 BioanalyzerAgilent TechnologiesG2939AAAutomated RNA quality assessment system
AutoDock VinaThe Scripps Research InstituteVina 1.1.2Open-source command-line software for computational molecular docking
Illumina NovaSeq 6000 platformIlluminaSY-415-1001High-throughput next-generation sequencing platform
NEBNext Ultra RNA Library Prep KitNew England BiolabsNEB #E7770Fragment and transcribe enriched mRNA into cDNA
Ribo-Zero Magnetic KitEpicentreMRZH11124Eliminate rRNA
Trizol reagent kitInvitrogenAM9738Extract total RNA
UCSF ChimeraUniversity of California, San FranciscoChimera-alpha-win64Molecular visualization and structure analysis software.

References

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  1. Sirong, S., et al. Effects of tetrahedral framework nucleic acid/wogonin complexes on osteoarthritis. Bone Res. 8 (6), 6(2020).
  2. Glyn-Jones, S., et al. Osteoarthritis. Lancet. 386 (9991), 376-387 (2015).
  3. Bindu, S., Mazumder, S., Bandyopadhyay, U.

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Tags

Mendelian RandomizationTranscriptomic AnalysisNetwork PharmacologyOsteoarthritis Drug TargetsTwo Sample MRRNA SequencingProtein Protein InteractionFunctional EnrichmentMolecular DockingDrug Repurposing

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