Author:
Yang Zhao,Zhao Jie V.,Qi Yue,Deng Xuan,Ji Zhili,Liu Jing
Abstract
AbstractCardiovascular drug development has faced significant challenges in recent decades. The emergence of population-scale genome- and proteome-wide data, alongside sophisticated genetic analytical tools like Mendelian randomization and pragmatic target trials, presents an unprecedented chance to identify and validate drug-targeting proteins for cardiovascular disease. However, how to translate these advances into clinical applications remains to be discovered. This study proposes and validates a translational framework that leverages emerging genoproteomic data and cutting-edge causal analysis techniques to address the intricate benefit-risk concerns associated with cardiovascular drug development. Specifically, the framework elucidates underlying biological mechanisms, identifies and validates potential drug-targeting proteins, and explores the unintended side effects, complementary with pragmatic target trials. Moreover, we illustrate the translational framework via a step-by-step example alongside practical implementation recommendations for cardiovascular drug discovery. We envision this translational framework as a starting point in advancing multi-omics studies, thereby accelerating cardiovascular drug development.
Funder
National Natural Science Foundation of China
National Key Research and Development Program of China
Beijing Municipal Commission of Health, China
Publisher
Springer Science and Business Media LLC