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

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.

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Publication Details

Journal
Molecular Biomedicine
Published
2026-07-17
DOI
https://doi.org/10.1186/s43556-026-00517-1
Primary Topic
Traditional Chinese Medicine Analysis
Type
article
Field-Weighted Citation Impact
0.00

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article

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

Dayue Darrel Duan, Zi Wang, Siwei Tian, Jun Liu et al.
Molecular Biomedicine
Traditional Chinese Medicine Analysis
article

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

Dayue Darrel Duan, Zi Wang, Siwei Tian, Jun Liu, L L Zhu, Bing Li
article en

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.

Molecular BiomedicineVol. 7(1)
Nanjing University of Chinese Medicine (CN), University of Nevada, Reno (US), Hong Kong Baptist University (HK), Chinese Academy of Medical Sciences & Peking Union Medical College (CN), Beijing Normal University (CN), China Academy of Chinese Medical Sciences (CN)
National Natural Science Foundation of China, China Academy of Chinese Medical Sciences
Good health and well-being
Openalex Percentile: Top 5%
Traditional Chinese Medicine Analysis
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