Tian Xiao-Jun, Zhang Rong, Ferro Manuela Vanegas, Goetz Hanah
School of Biological and Health Systems Engineering, Arizona State University, Tempe, AZ, USA.
Methods Mol Biol. 2025;2883:139-154. doi: 10.1007/978-1-0716-4290-0_6.
Noncoding RNAs (ncRNAs) play critical roles in essential cell fate decisions. However, the exact molecular mechanisms underlying ncRNA-mediated bistable switches remain elusive and controversial. In recent years, systematic mathematical and quantitative experimental analyses have made significant contributions to elucidating the molecular mechanisms of controlling ncRNA-mediated cell fate decision processes. In this chapter, we review and summarize the general framework of mathematical modeling of ncRNA in a pedagogical way and the application of this general framework to real biological processes. We discuss the emerging properties resulting from the reciprocal regulation between mRNA, miRNA, and competing endogenous mRNA (ceRNA). We also explore the efforts within the synthetic biology approach to understand the fundamental design principles underlying cell fate decisions. Both the positive feedback loops between ncRNAs and transcription factors and the emerging properties from the miRNA-mRNA reciprocal regulation enable bistable switches to direct cell fate decisions.
非编码RNA(ncRNAs)在决定细胞基本命运的过程中发挥着关键作用。然而,ncRNA介导的双稳态开关背后的确切分子机制仍然难以捉摸且存在争议。近年来,系统的数学和定量实验分析为阐明控制ncRNA介导的细胞命运决定过程的分子机制做出了重要贡献。在本章中,我们将以教学的方式回顾和总结ncRNA数学建模的一般框架,以及该一般框架在实际生物学过程中的应用。我们讨论了由信使核糖核酸(mRNA)、微小核糖核酸(miRNA)和竞争性内源性RNA(ceRNA)之间的相互调控所产生的新特性。我们还探讨了合成生物学方法中为理解细胞命运决定背后的基本设计原则所做的努力。ncRNA与转录因子之间的正反馈回路以及miRNA-mRNA相互调控所产生的新特性都使双稳态开关能够引导细胞命运决定。