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--- | ||
title: "Introduction to HybridExpress" | ||
title: "Analyzing expression data for hybrids relative to their parents" | ||
author: | ||
- name: Your name | ||
affiliation: | ||
- Your institution | ||
email: [email protected] | ||
- name: Fabricio Almeida-Silva | ||
affiliation: | ||
- VIB-UGent Center for Plant Systems Biology, Ghent, Belgium | ||
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium | ||
- name: Lucas Prost-Boxoen | ||
affiliation: | ||
- VIB-UGent Center for Plant Systems Biology, Ghent, Belgium | ||
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium | ||
- name: Yves Van de Peer | ||
affiliation: | ||
- VIB-UGent Center for Plant Systems Biology, Ghent, Belgium | ||
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent, Belgium | ||
- College of Horticulture, Academy for Advanced Interdisciplinary Studies, Nanjing Agricultural University, Nanjing, China | ||
- Center for Microbial Ecology and Genomics, Department of Biochemistry, Genetics and Microbiology, University of Pretoria, Pretoria, South Africa | ||
output: | ||
BiocStyle::html_document: | ||
self_contained: yes | ||
toc: true | ||
toc_float: true | ||
toc_depth: 2 | ||
date: "`r Sys.Date()`" | ||
package: "`r pkg_ver('HybridExpress')`" | ||
number_sections: yes | ||
bibliography: vignette_bibliography.bib | ||
vignette: > | ||
%\VignetteIndexEntry{Introduction to HybridExpress} | ||
%\VignetteIndexEntry{Analyzing expression data for hybrids relative to their parents} | ||
%\VignetteEngine{knitr::rmarkdown} | ||
%\VignetteEncoding{UTF-8} | ||
--- | ||
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@@ -26,3 +34,88 @@ knitr::opts_chunk$set( | |
crop = NULL ## Related to https://stat.ethz.ch/pipermail/bioc-devel/2020-April/016656.html | ||
) | ||
``` | ||
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# Introduction | ||
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The formation of hybrids through the fusion of distinct genomes and subsequent | ||
genome duplication in cases of allopolyploidy represents a significant | ||
evolutionary event with complex effects on cellular biology, particularly gene expression. The impact of such genome mergings and duplications on | ||
transcription remain incompletely understood. To bridge this gap, we introduce __HybridExpress__, a comprehensive package designed to facilitate the | ||
comparative transcriptomic analysis of hybrids and their progenitor species. | ||
__HybridExpress__ is tailored for RNA-Seq data derived from an | ||
'experimental trio': the hybrid organism and its two parental species. | ||
This package offers a suite of intuitive functions enabling researchers to | ||
perform differential expression analysis with ease, generate principal | ||
component analysis (PCA) plots for visualizing gene expression trends, | ||
categorize genes into 12 distinct expression pattern groups | ||
(as in @rapp2009genomic), and conduct in-depth functional analyses. | ||
Acknowledging the potential variability in cell and transcriptome size | ||
across species and ploidy levels, __HybridExpress__ incorporates features for | ||
rigorous normalization of count data. Specifically, it allows for the | ||
integration of spike-in standards directly into the normalization process, | ||
ensuring accurate transcriptome size adjustments when these standards are | ||
present in the RNA-Seq count data (see full methodology in @coate2023beyond). | ||
By offering these capabilities, __HybridExpress__ provides a robust toolset for unraveling the intricate effects of genome doubling and merging on hybrid gene expression, paving the way for novel insights into the cellular biology of hybrid organisms. | ||
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# Installation | ||
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`r BiocStyle::Biocpkg("HybridExpress")` can be installed from Bioconductor | ||
with the following code: | ||
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```{r installation, eval=FALSE} | ||
if(!requireNamespace('BiocManager', quietly = TRUE)) | ||
install.packages('BiocManager') | ||
BiocManager::install("HybridExpress") | ||
``` | ||
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```{r load_package, message=FALSE} | ||
# Load package after installation | ||
library(HybridExpress) | ||
``` | ||
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# Data description | ||
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# Adding midparent expression values | ||
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1. Mean (default) | ||
2. Sum | ||
3. Weighted mean | ||
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# Exploratory data analyses | ||
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# Identifying differentially expressed genes between hybrids and their parents | ||
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# Expression-based gene classification | ||
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# FAQ {.unnumbered} | ||
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1. How do I create a `SummarizedExperiment` object? | ||
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# Session information {.unnumbered} | ||
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This document was created under the following conditions: | ||
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```{r, echo = FALSE} | ||
sessioninfo::session_info() | ||
``` | ||
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# References {.unnumbered} | ||
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@article{rapp2009genomic, | ||
title={Genomic expression dominance in allopolyploids}, | ||
author={Rapp, Ryan A and Udall, Joshua A and Wendel, Jonathan F}, | ||
journal={BMC biology}, | ||
volume={7}, | ||
number={1}, | ||
pages={1--10}, | ||
year={2009}, | ||
publisher={BioMed Central} | ||
} | ||
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@incollection{coate2023beyond, | ||
title={Beyond Transcript Concentrations: Quantifying Polyploid Expression Responses per Biomass, per Genome, and per Cell with RNA-Seq}, | ||
author={Coate, Jeremy E}, | ||
booktitle={Polyploidy: Methods and Protocols}, | ||
pages={227--250}, | ||
year={2023}, | ||
publisher={Springer} | ||
} |