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Modular PheWAS reveals the therapeutic heterogeneity landscape of Danghong injection on stable angina pectoris

  • Bing Li
  • , Jun Liu
  • , Siwei Tian
  • , Lixing Zhu
  • , Dayue Darrel Duan*
  • , Zhong Wang*
  • *Corresponding author for this work

Research output: Contribution to journal › Journal article › peer-review

Abstract

Stable angina pectoris (SAP) is a common risk factor for myocardial infarction and death. The genomic, transcriptomic, and phenomic heterogeneities of SAP require combination therapies. Multi-target drugs with fixed doses are emerging as scalable and promising prevention and therapeutic strategies for SAP. However, the identification of targets and underlying mechanisms of multi-target drugs for optimal clinical efficacy remains insurmountable. Here, we report a modular phenome-wide association study (MoPheWAS) of Danhong Injection (DHI), a clinically proven effective anti-SAP drug. The interrelated multitargets of DHI were divided into 32 On-modules. Eleven clinical SAP phenotypes defined by the Seattle Angina Questionnaire and serum lipids were interactively associated with 14 DHI efficacy-related Phe-modules. The intrinsic polymorphic associations between SAP phenotypes and Phe-modules manifested systematic positive/negative regulation of specific one-to-one as well as complex many-to-many relationships. These Phe-modules were conserved, transformed, or newly emerged modules involving G-protein-coupled receptor signaling and kinase binding. In vitro RNAi analysis confirmed the hub genes GALR1/BCMO1 in Mod-29 as multiple targets for the anti-ischemic effect of DHI. The landscape of modular regulators and polymorphic phenomic associations revealed the multi-target mechanisms underlying the therapeutic heterogeneity of SAP. Therefore, MoPheWAS may provides a novel systematic paradigm for identifying multiple phenomic targets of complex polygenic diseases.

Original languageEnglish
Article number115
Number of pages18
JournalMolecular Biomedicine
Volume7
Issue number1
Early online date18 Jul 2026
DOIs
Publication statusE-pub ahead of print - 18 Jul 2026

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 3 - Good Health and Well-being
    SDG 3 Good Health and Well-being

User-Defined Keywords

  • Modular pharmacology
  • Multi-target therapy
  • Personalized therapy
  • Phenomics
  • Stable angina pectoris

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