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APA-Scan: detection and visualization of 3'-UTR alternative polyadenylation with RNA-seq and 3'-end-seq data.
Fahmi, Naima Ahmed; Ahmed, Khandakar Tanvir; Chang, Jae-Woong; Nassereddeen, Heba; Fan, Deliang; Yong, Jeongsik; Zhang, Wei.
Afiliação
  • Fahmi NA; Department of Computer Science, University of Central Florida, 4000 Central Florida Blvd, Orlando, FL, 32816, USA.
  • Ahmed KT; Department of Computer Science, University of Central Florida, 4000 Central Florida Blvd, Orlando, FL, 32816, USA.
  • Chang JW; Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota Twin Cities, 420 Washington Ave. S.E., Minneapolis, MN, 55455, USA.
  • Nassereddeen H; Department of Computer Engineering, University of Central Florida, 4000 Central Florida Blvd, Orlando, FL, 32816, USA.
  • Fan D; School of Electrical, Computer and Energy Engineering, Arizona State University, 650 E Tyler Mall, Tempe, AZ, 85287, USA.
  • Yong J; Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota Twin Cities, 420 Washington Ave. S.E., Minneapolis, MN, 55455, USA. jyong@umn.edu.
  • Zhang W; Department of Computer Science, University of Central Florida, 4000 Central Florida Blvd, Orlando, FL, 32816, USA. wzhang.cs@ucf.edu.
BMC Bioinformatics ; 23(Suppl 3): 396, 2022 Sep 28.
Article em En | MEDLINE | ID: mdl-36171568
ABSTRACT

BACKGROUND:

The eukaryotic genome is capable of producing multiple isoforms from a gene by alternative polyadenylation (APA) during pre-mRNA processing. APA in the 3'-untranslated region (3'-UTR) of mRNA produces transcripts with shorter or longer 3'-UTR. Often, 3'-UTR serves as a binding platform for microRNAs and RNA-binding proteins, which affect the fate of the mRNA transcript. Thus, 3'-UTR APA is known to modulate translation and provides a mean to regulate gene expression at the post-transcriptional level. Current bioinformatics pipelines have limited capability in profiling 3'-UTR APA events due to incomplete annotations and a low-resolution analyzing power widely available bioinformatics pipelines do not reference actionable polyadenylation (cleavage) sites but simulate 3'-UTR APA only using RNA-seq read coverage, causing false positive identifications. To overcome these limitations, we developed APA-Scan, a robust program that identifies 3'-UTR APA events and visualizes the RNA-seq short-read coverage with gene annotations.

METHODS:

APA-Scan utilizes either predicted or experimentally validated actionable polyadenylation signals as a reference for polyadenylation sites and calculates the quantity of long and short 3'-UTR transcripts in the RNA-seq data. APA-Scan works in three major

steps:

(i) calculate the read coverage of the 3'-UTR regions of genes; (ii) identify the potential APA sites and evaluate the significance of the events among two biological conditions; (iii) graphical representation of user specific event with 3'-UTR annotation and read coverage on the 3'-UTR regions. APA-Scan is implemented in Python3. Source code and a comprehensive user's manual are freely available at https//github.com/compbiolabucf/APA-Scan .

RESULT:

APA-Scan was applied to both simulated and real RNA-seq datasets and compared with two widely used baselines DaPars and APAtrap. In simulation APA-Scan significantly improved the accuracy of 3'-UTR APA identification compared to the other baselines. The performance of APA-Scan was also validated by 3'-end-seq data and qPCR on mouse embryonic fibroblast cells. The experiments confirm that APA-Scan can detect unannotated 3'-UTR APA events and improve genome annotation.

CONCLUSION:

APA-Scan is a comprehensive computational pipeline to detect transcriptome-wide 3'-UTR APA events. The pipeline integrates both RNA-seq and 3'-end-seq data information and can efficiently identify the significant events with a high-resolution short reads coverage plots.
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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Poliadenilação / MicroRNAs Tipo de estudo: Diagnostic_studies Limite: Animals Idioma: En Revista: BMC Bioinformatics Assunto da revista: INFORMATICA MEDICA Ano de publicação: 2022 Tipo de documento: Article País de afiliação: Estados Unidos

Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Poliadenilação / MicroRNAs Tipo de estudo: Diagnostic_studies Limite: Animals Idioma: En Revista: BMC Bioinformatics Assunto da revista: INFORMATICA MEDICA Ano de publicação: 2022 Tipo de documento: Article País de afiliação: Estados Unidos