通过基于spike-in的规范化和预测时间年龄来分析NAD封顶RNA的Epitranscriptome分析
Dean Li1,2, Shuwen Ge1,2, Yandong Liu3
1Interdisciplinary Research Center on Biology and Chemistry, Shanghai Institute of Organic Chemistry, Chinese Academy of Sciences, 100 Hai Ke Road, Pudong, Shanghai 201210, China.
iScience
|December 14, 2023
概括
这项研究介绍了enONE,一个用于分析尼古丁胺氨酸二核酸-RNA (NAD-RNA) 修改的计算工具. enONE减少了技术噪音,使得与年龄相关的NAD-RNA变化的发现和基于RNA的新型衰老时钟成为可能.
科学领域:
- 史诗转录组学 史诗转录组学
- 计算生物学 计算生物学
- 分子生物学分子生物学
背景情况:
- 尼古丁胺胺氨基二核酸 (NAD) 启动RNA转录,形成NAD覆盖RNA (NAD-RNA).
- NAD-RNA是一种未经研究的表体转录基因修饰,将代谢物与转录物联系起来.
- 现有的NAD-RNA分析方法复杂,容易产生批量效应,并阻碍定量分析.
研究的目的:
- 开发一个计算框架,enONE,用于强大的NAD-RNA分析.
- 为了减轻NAD-RNA分析中的技术噪音和批量效应.
- 为了能够在数据集中对NAD-RNA进行定量和比较评估.
主要方法:
- 开发enONE计算框架的开发.
- 使用设计的spike-inRNA进行正常化.
- 实施模块化规范化程序和评估指标.
- 适用于人类衰老队列.
主要成果:
- 在NAD-RNA数据中,enONE有效地减轻了技术噪音和批量效应.
- 在人类老龄化队列中发现了与年龄相关的NAD限制特征.
- 开发了一种基于RNA的新型衰老时钟,集成了转录组和NAD修饰的表转录组数据.
结论:
- enONE为准确的定量NAD-RNA分析提供了基础.
- 这项研究揭示了在衰老过程中对NAD-RNA动态的见解.
- enONE促进了对生理变化有反应的NAD-RNA的发现,支持功能性研究.
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