Nascent RNA kinetics with complex promoter architecture: Analytic results and parameter inference

被引:0
|
作者
Shi, Changhong [1 ]
Yang, Xiyan [2 ]
Zhou, Tianshou [3 ,4 ]
Zhang, Jiajun [3 ,4 ]
机构
[1] Guangzhou Med Univ, Sch Publ Hlth, Guangzhou, Peoples R China
[2] Guangdong Univ Finance, Sch Financial Math & Stat, Guangzhou, Peoples R China
[3] Sun Yat Sen Univ, Sch Math, Guangzhou, Peoples R China
[4] Sun Yat Sen Univ, Guangdong Prov Key Lab Computat Sci, Guangzhou, Peoples R China
关键词
GENE-EXPRESSION; ANALYTICAL DISTRIBUTIONS; MESSENGER-RNA; MODELS; NOISE; STOCHASTICITY;
D O I
10.1103/PhysRevE.110.034413
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
Transcription is a stochastic process that involves several downstream operations which make it difficult to model and infer transcription kinetics from mature RNA numbers in individual cell. However, recent advances in single-cell technologies have enabled a more precise measurement of the fluctuations of nascent RNA that closely reflect transcription kinetics. In this paper we introduce a general stochastic model to mimic nascent RNA kinetics with complex promoter architecture. We derive the exact distribution and moments of nascent RNA using queuing theory techniques, which provide valuable insights into the effect of the molecular memory created by the multistep activation and deactivation on the stochastic kinetics of nascent RNA. Moreover, based on the analytical results, we develop a statistical method to infer the promoter memory from stationary nascent RNA distributions. Data analysis of synthetic data and a realistic example, the HIV-] gene, verifies the validity of this inference method.
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页数:13
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