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massiR: a method for predicting the sex of samples in gene expression microarray datasets.
Sam Buckberry1, Stephen J Bent1, Tina Bianco-Miotto2
1The Robinson Research Institute, School of Paediatrics and Reproductive Health, The University of Adelaide, Adelaide 5005, Australia and School of Agriculture Food and Wine, The University of Adelaide, Adelaide 5005, Australia.
The massiR R package predicts sample sex from gene expression microarray data using Y chromosome gene probes. This tool enhances the reusability of public datasets for sex-specific transcriptome analyses.
Area of Science:
- Genomics
- Bioinformatics
- Computational Biology
Background:
- Gene expression microarrays are vital for transcriptome-wide analyses.
- Publicly available microarray datasets often lack crucial sample sex metadata.
- This data gap limits secondary analyses, especially those considering sex-based gene expression differences.
Purpose of the Study:
- To introduce the massiR R package for predicting sample sex from microarray data.
- To enable researchers to identify or confirm sample sex in mammalian datasets.
- To facilitate the reuse of public gene expression data in sex-specific research.
Main Methods:
- Utilizes microarray probes targeting Y chromosome genes.
- Implements unsupervised clustering algorithms for sample classification.
- Classifies samples into distinct male and female groups.
Main Results:
- Successfully predicts sample sex in microarray datasets.
- Provides an efficient method for sex determination.
- Enhances the utility of existing gene expression data.
Conclusions:
- massiR offers a robust solution for inferring sample sex from microarray data.
- The package improves the quality and scope of meta-analyses.
- Facilitates more comprehensive transcriptome-wide expression studies.
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