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Bioinformatics Methods for Transcriptome Analysis on Teratogenesis Testing.
Thayne Woycinck Kowalski1,2,3,4,5,6, Giovanna Câmara Giudicelli1,5, Julia do Amaral Gomes1,4
1Post-Graduation Program in Genetics and Molecular Biology, Genetics Department, Universidade Federal do Rio Grande do Sul, Porto Alegre, RS, Brazil.
Methods in Molecular Biology (Clifton, N.J.)
|January 29, 2024
Summary
This study presents a bioinformatics pipeline to analyze teratogenesis testing data from gene expression studies. The tool simplifies complex transcriptome analysis for researchers, aiding in the interpretation of potential teratogen impacts.
Area of Science:
- Developmental toxicology
- Bioinformatics
- Genomics
Background:
- Teratogenesis testing faces challenges with current in vitro and in vivo models.
- Human embryonic cell-based test systems combined with omics strategies, like transcriptomics, offer solutions.
- Analyzing gene expression data from microarray and RNA-seq requires significant computational and bioinformatics expertise.
Purpose of the Study:
- To present a bioinformatics pipeline for processing microarray and RNA-seq data.
- To assist researchers in interpreting transcriptome results, including differential gene expression and enrichment analysis.
- To address specific challenges in teratogenesis research, such as time-course analysis.
Main Methods:
- Development of a computational pipeline for transcriptomic data processing.
- Integration of microarray and RNA-seq data analysis.
- Inclusion of statistical interpretation and visualization methods.
- Discussion of programming codes and user-friendly tools for accessibility.
Main Results:
- The pipeline facilitates the interpretation of key transcriptome analysis outputs.
- It provides methods to overcome common difficulties in transcriptomic data processing.
- Demonstrates application in teratogenesis studies, including time-course analysis.
Conclusions:
- The presented pipeline democratizes transcriptome analysis for teratogenesis research.
- It empowers researchers across various fields to interpret gene expression data effectively.
- The tool aids in understanding the impact of potential teratogens on embryonic development.
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