药物基因组学超越单个常见的遗传变异:前进的道路
Volker M Lauschke1,2,3, Yitian Zhou1,2,3, Magnus Ingelman-Sundberg2
1Dr. Margarete Fischer-Bosch Institute for Clinical Pharmacology, Stuttgart, Germany.
Annual review of pharmacology and toxicology
|July 28, 2023
概括
药物基因组学利用遗传变异来个性化药物的有效性和安全性. 欧米茄和机器学习的进步正在推动个性化医疗和新药开发,以改善患者的治疗结果.
科学领域:
- 药物基因组学 药物基因组学
- 遗传学 是一个遗传学.
- 机器学习 机器学习
- 个性化医疗是个性化的医疗.
背景情况:
- 基因的个体间变异性会影响药物反应 (有效性和安全性).
- 由于技术和概念的进步,药物基因组学正在迅速发展.
- 奥米克斯分析和机器学习是最近发展的关键驱动力.
研究的目的:
- 提供关于药物基因组学最新进展的概述.
- 讨论该领域的未来方向.
- 突出针对个性化治疗的药物基因组学的临床实施.
主要方法:
- 审查最近的进步omics的概况 (基因型和表型的特征).
- 整合机器学习来分析大数据集.
- 开发用于药物选择和剂量的遗传标记和多基因模型.
主要成果:
- 患者和生物库的新型基因型和表型表征.
- 建立基因标记物和多基因模型,用于个性化药物选择和剂量.
- 药物基因组学在临床上越来越多地被采用,用于定制治疗和药物开发.
结论:
- 药物基因组学对于个性化医疗至关重要,改善药物的有效性和安全性.
- 未来的研究应该专注于解决遗传性缺失的问题,并改进多基因模型.
- 加强药物基因组学的临床实施将进一步优化患者护理和药物开发.
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