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控制噪音:关于表观遗传调节单细胞表达变异性的证据
Yan Zhong1, Siwei Cui1, Yongjian Yang2
1School of Statistics, KLATASDS-MOE, East China Normal University, Shanghai, China.
Bioinformatics (Oxford, England)
|July 17, 2024
概括
单细胞表达的变异性与染色质的可访问性有关,正如分析多组学数据的新管道所示. 这表明表观遗传调节驱动细胞群中的基因表达噪声.
科学领域:
- * 基因组学和表观遗传学
- * 单细胞生物学 单细胞生物学
- * 计算生物学 * 计算生物学
背景情况:
- * 了解单细胞表达变性 (scEV) 是细胞功能的关键.
- * 染色质可访问性和scEV之间的联系尚未得到充分理解.
- *单细胞多组学 (scATAC-seq和scRNA-seq) 提供了一种新的方法.
研究的目的:
- * 调查染色质可访问性和scEV之间的关联.
- * 开发一个分析配对scATAC-seq和scRNA-seq数据的管道.
- * 为了确定染色体可访问性是否预测基因表达的变异性.
主要方法:
- * 开发了一种使用scATAC-seq和scRNA-seq数据的新型测试管道.
- * scATAC-seq对高度可变基因 (HVGs) 与非HVGs的基因表达的预测性能进行比较.
- * 将管道应用于人类的造血干细胞和原始细胞.
主要成果:
- * scATAC-seq数据预测HVGs的基因表达明显优于非HVGs.
- * 在预测良好的基因和HVGs之间发现了显著的重叠.
- * 精确预测基因中的丰富基因通路与细胞类型特定的功能有关.
结论:
- * scEV在很大程度上源于染色质可访问性的细胞间变异.
- *为scEV.的表观遗传调节提供了有力的证据.
- *为研究单细胞水平的基因调节开辟了新的途径.
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