Herb-CMap: a multimodal fusion framework for deciphering the mechanisms of action in traditional Chinese medicine using Suhuang antitussive capsule as a case study.
Yinyin WangYihang SuiJiaqi YaoHong JiangQimeng TianYun TangYongyu OuJing TangNinghua TanPublished in: Briefings in bioinformatics (2024)
Herbal medicines, particularly traditional Chinese medicines (TCMs), are a rich source of natural products with significant therapeutic potential. However, understanding their mechanisms of action is challenging due to the complexity of their multi-ingredient compositions. We introduced Herb-CMap, a multimodal fusion framework leveraging protein-protein interactions and herb-perturbed gene expression signatures. Utilizing a network-based heat diffusion algorithm, Herb-CMap creates a connectivity map linking herb perturbations to their therapeutic targets, thereby facilitating the prioritization of active ingredients. As a case study, we applied Herb-CMap to Suhuang antitussive capsule (Suhuang), a TCM formula used for treating cough variant asthma (CVA). Using in vivo rat models, our analysis established the transcriptomic signatures of Suhuang and identified its key compounds, such as quercetin and luteolin, and their target genes, including IL17A, PIK3CB, PIK3CD, AKT1, and TNF. These drug-target interactions inhibit the IL-17 signaling pathway and deactivate PI3K, AKT, and NF-κB, effectively reducing lung inflammation and alleviating CVA. The study demonstrates the efficacy of Herb-CMap in elucidating the molecular mechanisms of herbal medicines, offering valuable insights for advancing drug discovery in TCM.
Keyphrases
- signaling pathway
- pi k akt
- gene expression
- drug discovery
- cell proliferation
- oxidative stress
- genome wide
- epithelial mesenchymal transition
- induced apoptosis
- cell cycle arrest
- chronic obstructive pulmonary disease
- dna methylation
- emergency department
- pain management
- immune response
- preterm infants
- inflammatory response
- white matter
- functional connectivity
- lung function
- adverse drug
- cystic fibrosis
- human milk
- preterm birth
- endoplasmic reticulum stress
- bioinformatics analysis