A translational framework of genoproteomic studies for cardiovascular drug discovery

Zhao Yang, Jie V. Zhao, Yue Qi, Xuan Deng, Zhili Ji, Jing Liu
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Abstract

Cardiovascular 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.

Abstract Image

心血管药物发现的基因蛋白组研究转化框架
近几十年来,心血管药物开发面临着巨大挑战。群体规模的全基因组和全蛋白质组数据的出现,以及孟德尔随机化和实用靶点试验等复杂的基因分析工具,为确定和验证治疗心血管疾病的药物靶点蛋白提供了前所未有的机会。然而,如何将这些进展转化为临床应用仍有待探索。本研究提出并验证了一个转化框架,该框架利用新兴的基因蛋白组数据和前沿的因果分析技术来解决与心血管药物开发相关的错综复杂的收益-风险问题。具体来说,该框架阐明了潜在的生物机制,识别并验证了潜在的药物靶向蛋白,并探索了意外副作用,与实用的靶点试验相辅相成。此外,我们还通过一个循序渐进的示例来说明这一转化框架,并为心血管药物研发提出了切实可行的实施建议。我们将这一转化框架视为推进多组学研究的起点,从而加速心血管药物的开发。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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