Homoeologous gene expression and co-expression network analyses and evolutionary inference in allopolyploids
Guanjing Hu1, Corrinne E Grover1, Mark A Arick1
1Department of Ecology, Evolution, and Organismal Biology, Iowa State University, Ames, IA 50011, USA.
Briefings in Bioinformatics
|March 29, 2020
Summary
Polyploidy presents challenges for gene expression analysis. This study offers a workflow to improve transcript quantification in polyploids, enhancing understanding of their evolution.
Area of Science:
- Genomics
- Bioinformatics
- Evolutionary Biology
Background:
- Polyploidy, the presence of multiple sets of chromosomes, is common in eukaryotes.
- Accurate gene expression quantification in polyploids is crucial for understanding transcriptomic responses but remains challenging.
- Previous studies have not fully addressed the impact of inaccurate transcript quantification from duplicated genes.
Purpose of the Study:
- To develop and evaluate an analytical workflow for polyploid transcriptomic profiling.
- To assess bioinformatic method choices for homoeolog expression quantification and downstream analyses.
- To identify potential artifacts in polyploid gene expression studies.
Main Methods:
- Utilized transcriptomic data from the cotton genus (Gossypium) as a model system.
- Evaluated various bioinformatic pipelines for RNA-seq analysis, focusing on homoeolog expression quantification.
- Assessed co-expression network analysis methods and the impact of homoeolog read ambiguity.
Main Results:
- EAGLE-RC and GSNAP-PolyCat pipelines demonstrated superior performance in homoeolog expression quantification.
- Weighted network construction outperformed binary networks in co-expression analysis.
- Homoeolog read ambiguity can lead to overestimation of co-regulation and incorrect inference of subgenome asymmetry.
Conclusions:
- The study provides a robust workflow for accurate polyploid transcriptomic analysis.
- Recommended bioinformatic practices are crucial for reliable evolutionary studies of polyploids.
- Addressing homoeolog read ambiguity is essential for accurate interpretation of polyploid gene expression data.
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