de Pretis Stefano, Kress Theresia, Morelli Marco J, Melloni Giorgio E M, Riva Laura, Amati Bruno, Pelizzola Mattia
Center for Genomic Science of IIT@SEMM, Istituto Italiano di Tecnologia (IIT), 20139, Milano, Italy and.
Center for Genomic Science of IIT@SEMM, Istituto Italiano di Tecnologia (IIT), 20139, Milano, Italy and Department of Experimental Oncology, European Institute of Oncology (IEO), 20139, Milano, Italy.
Bioinformatics. 2015 Sep 1;31(17):2829-35. doi: 10.1093/bioinformatics/btv288. Epub 2015 May 7.
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.
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.
INSPEcT is submitted to Bioconductor and is currently available as Supplementary Additional File S1.
Supplementary data are available at Bioinformatics online.
细胞mRNA水平源于多种调控过程的联合作用,这些过程可通过前体mRNA合成、前体mRNA加工和mRNA降解的速率来概括。最近的实验和计算进展为研究这些相互交织的调控水平奠定了基础。然而,仍缺乏用于全面定量RNA动态变化的软件。
INSPEcT是一个R包,用于对RNA和4sU-seq数据进行综合分析,以研究转录调控的动态变化。INSPEcT提供这些速率的基因水平定量,以及一个建模框架,以确定哪些调控过程最有可能解释观察到的mRNA和前体mRNA浓度。在一个合成数据集上测试了软件性能,该数据集有助于指导建模参数的选择和实验设计。
INSPEcT已提交给Bioconductor,目前可作为补充附加文件S1获得。
补充数据可在《生物信息学》在线获取。