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Model informed precision medicine of Chinese herbal medicines formulas–A multi-scale mechanistic intelligent model

Authors :
Yuanyuan Qian
Xiting Wang
Lulu Cai
Jiangxue Han
Zhu Huang
Yahui Lou
Bingyue Zhang
Yanjie Wang
Xiaoning Sun
Yan Zhang
Aisong Zhu
Source :
Journal of Pharmaceutical Analysis, Vol 14, Iss 4, Pp 100914- (2024)
Publication Year :
2024
Publisher :
Elsevier, 2024.

Abstract

Recent trends suggest that Chinese herbal medicine formulas (CHM formulas) are promising treatments for complex diseases. To characterize the precise syndromes, precise diseases and precise targets of the precise targets between complex diseases and CHM formulas, we developed an artificial intelligence-based quantitative predictive algorithm (DeepTCM). DeepTCM has gone through multilevel model calibration and validation against a comprehensive set of herb and disease data so that it accurately captures the complex cellular signaling, molecular and theoretical levels of traditional Chinese medicine (TCM). As an example, our model simulated the optimal CHM formulas for the treatment of coronary heart disease (CHD) with depression, and through model sensitivity analysis, we calculated the balanced scoring of the formulas. Furthermore, we constructed a biological knowledge graph representing interactions by associating herb-target and gene-disease interactions. Finally, we experimentally confirmed the therapeutic effect and pharmacological mechanism of a novel model-predicted intervention in humans and mice. This novel multiscale model opened up a new avenue to combine “disease syndrome” and “macro micro” system modeling to facilitate translational research in CHM formulas.

Details

Language :
English
ISSN :
20951779
Volume :
14
Issue :
4
Database :
Directory of Open Access Journals
Journal :
Journal of Pharmaceutical Analysis
Publication Type :
Academic Journal
Accession number :
edsdoj.02cc7deff2e47db95905e678f72020a
Document Type :
article
Full Text :
https://doi.org/10.1016/j.jpha.2023.12.004