SCI

May 2024

Refining the impact of genetic evidence on clinical success

(IF: NATURE, 64.8)

  • Minikel EV, Painter JL, Dong CC, Nelson MR. Refining the impact of genetic evidence on clinical success. Nature. 2024 Apr 17. doi: 10.1038/s41586-024-07316-0. Epub ahead of print. PMID: 38632401.

  • Correspondence: mnelson@genscience.com

The cost of drug discovery and development is driven primarily by failure, with only about 10% of clinical programmes eventually receiving approval. We previously estimated that human genetic evidence doubles the success rate from clinical development to approval. In this study we leverage the growth in genetic evidence over the past decade to better understand the characteristics that distinguish clinical success and failure. We estimate the probability of success for drug mechanisms with genetic support is 2.6 times greater than those without. This relative success varies among therapy areas and development phases, and improves with increasing confidence in the causal gene, but is largely unaffected by genetic effect size, minor allele frequency or year of discovery. These results indicate we are far from reaching peak genetic insights to aid the discovery of targets for more effective drugs.

药物发现和开发成本的主要是由失败造成的,只有约10%的临床项目最终获得批准。我们之前估计,人类基因证据可以使从临床开发到批准的成功率翻倍。在这项研究中,我们利用过去十年基因证据的增长来更好地理解区分临床成功和失败的特征。我们估计,具有基因支持的药物机制的成功概率是没有基因支持的机制的2.6倍。这种相对成功因不同的治疗领域和发展阶段有所不同,并随着对因果基因的信心增加而改善,但在很大程度上不受遗传效应大小、次要等位基因频率或发现年份的影响。这些结果表明,我们还远未达到使用基因洞察来帮助发现更有效药物靶点的峰值。