与临床试验停止原因相关的遗传因素
Olesya Razuvayevskaya1,2, Irene Lopez1,2, Ian Dunham1,2,3
1Open Targets, Wellcome Genome Campus, Hinxton, Cambridgeshire, UK.
Nature genetics
|July 29, 2024
概括
人类遗传学的证据显著提高了药物试验的成功率. 缺乏遗传支持导致试验由于效率差或安全性问题而失败,突出遗传学.
科学领域:
- 药理学和翻译医学
- 药物发现中的遗传学和基因组学.
背景情况:
- 高消耗率困扰着药物发现,许多临床试验在批准前失败.
- 之前的研究表明,支持治疗假设的人类遗传证据改善了临床试验进展率.
研究的目的:
- 用自然语言处理分析临床试验中止的原因.
- 评估试验失败原因,治疗假设强度 (特别是人类遗传证据) 和药物标特性之间的关联.
主要方法:
- 应用自然语言处理 (NLP) 来对28561项已结束的临床试验进行自由文本理由分类.
- 对支持治疗假设和目标基因特征的人类遗传证据进行分类原因评估.
主要成果:
- 缺乏强有力的人类遗传证据 (来自种群或转基因模型) 的试验更有可能由于缺乏疗效而失败.
- 针对人类种群中具有高进化约束和广泛组织表达的基因的试验更容易因安全原因而终止.
结论:
- 人类遗传验证对于降低风险的药物发现计划至关重要.
- 早期整合遗传证据可以预测和减轻与疗效和安全相关的试验失败风险.
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