贾斯珀:在结构化样本中进行快速,强大,多特征关联测试,可以了解基因表达中的性otropy
Joelle Mbatchou1,2, Mary Sara McPeek2,3
1Regeneron Genetics Center, Tarrytown, NY 10591, USA.
bioRxiv : the preprint server for biology
|January 8, 2024
概括
我们开发了JASPER,这是一种用于多特征遗传关联分析的新方法. 贾斯珀提供了更大的功率和速度,特别是在复杂样品中的高维特征.
科学领域:
- 遗传学和生物信息学
- 统计基因组学 统计基因组学
背景情况:
- 对具有遗传变异的多个特征的联合关联分析提供了对遗传架构和类型的洞察.
- 评估多特征遗传关联意义在具有人口亚结构或相关性的样本中具有挑战性,往往导致功率损失和膨胀的1型错误.
结论:
- 在"弗雷明汉心脏研究"中将JASPER应用于基因表达数据,发现了更多显著的关联,包括新的类效应.
- 在复杂,结构化的样本中,JASPER显示出强大的多特征遗传关联分析的重大前景.
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