INSPEcT: a computational tool to infer mRNA synthesis, processing and degradation dynamics from RNA- and 4sU-seq time course experiments

被引:45
作者
de Pretis, Stefano [1 ]
Kress, Theresia [1 ]
Morelli, Marco J. [1 ]
Melloni, Giorgio E. M. [1 ]
Riva, Laura [1 ]
Amati, Bruno [1 ,2 ]
Pelizzola, Mattia [1 ]
机构
[1] Ist Italiano Tecnol, Ctr Genom Sci IIT SEMM, I-20139 Milan, Italy
[2] European Inst Oncol, Dept Expt Oncol, I-20139 Milan, Italy
关键词
RESPONSES;
D O I
10.1093/bioinformatics/btv288
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: Cellular mRNA levels originate from the combined action of multiple regulatory processes, which can be recapitulated by the rates of pre-mRNA synthesis, pre-mRNA processing and mRNA degradation. Recent experimental and computational advances set the basis to study these intertwined levels of regulation. Nevertheless, software for the comprehensive quantification of RNA dynamics is still lacking. Results: INSPEcT is an R package for the integrative analysis of RNA- and 4sU-seq data to study the dynamics of transcriptional regulation. INSPEcT provides gene-level quantification of these rates, and a modeling framework to identify which of these regulatory processes are most likely to explain the observed mRNA and pre-mRNA concentrations. Software performance is tested on a synthetic dataset, instrumental to guide the choice of the modeling parameters and the experimental design.
引用
收藏
页码:2829 / 2835
页数:7
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