合成细胞类型特定的cis-监管元素的机器引导设计
S J Gosai1,2,3,4, R I Castro5, N Fuentes5,6
1Broad Institute of MIT and Harvard, Cambridge, MA, USA.
bioRxiv : the preprint server for biology
|August 23, 2023
概括
科学家们设计了合成的Cis-regulatory元素 (CREs),其性能优于自然元素. 这些新型CREs为特定细胞类型的基因表达提供了精确的控制,推动了生物技术和治疗应用.
科学领域:
- 基因组学就是基因组学.
- 分子生物学分子生物学
- 合成生物学 合成生物学
背景情况:
- 细胞调节元件 (CREs) 对于控制基因表达,决定细胞身份和反应至关重要.
- 对于特定的治疗或生物技术需求,天然CREs可能不是最佳的.
- 设计具有编程细胞类型特异性的定制CREs是一个重大挑战.
研究的目的:
- 开发一个平台,用于设计和验证具有编程细胞类型特异性的合成CREs.
- 创建新的调节元件,以精确控制目标细胞中的基因表达.
- 为了证明合成CREs可以在驱动细胞特异性表达方面超越自然的人类序列.
主要方法:
- 利用深度神经网络建模来预测多种细胞类型的CRE活动.
- 使用高效的in silico优化来设计合成CRE序列.
- 利用大规模并行报告员测试 (MPRA) 来对数千个CREs进行高通量实证测试.
- 对工程CREs进行了体外和体内验证.
主要成果:
- 合成CREs成功地被设计为驱动具有编程细胞类型特异性的基因表达.
- 经过验证的合成序列与自然人体CREs相比,表现优越.
- 工程CREs表现出独特的序列语法,用于增强目标活动和减少目标之外的表达.
- 在脊椎动物模型中证明了合成CREs的体内疗效.
结论:
- 开发的平台为前性工程功能CREs提供了一个可概括的框架.
- 合成CREs为生物技术和治疗应用中精确基因调节提供了强大的工具.
- 这项工作建立了为适合目的 in vivo 应用程序设计监管代码的能力.
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