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Identification of Alternative Splicing and Polyadenylation in RNA-seq Data
Published on: June 24, 2021
Estimation of alternative splicing variability in human populations
Mar Gonzàlez-Porta1, Miquel Calvo, Michael Sammeth
1Bioinformatics and Genomics, Center for Genomic Regulation, Universitat Pompeu Fabra, Barcelona, Catalonia, Spain.
Genome Research
|November 25, 2011
Summary
New statistical methods analyze gene splicing ratios using RNA-seq data. Splicing variability is low within populations, but some genes show condition-specific splicing, impacting transcript abundance.
Area of Science:
- Genomics
- Transcriptomics
- Bioinformatics
Background:
- DNA arrays and RNA-sequencing (RNA-seq) are used for transcriptome-wide gene expression analysis.
- RNA-seq enables quantification of alternative transcript isoforms and estimation of alternative splice form ratios.
- Changes in splicing ratios, independent of gene expression levels, can significantly impact phenotypes.
Purpose of the Study:
- Develop statistical methodology to measure and compare splicing ratio variability within and between conditions.
- Identify genes with condition-specific splicing ratios.
- Differentiate the contributions of gene expression variability and splicing ratio variability to overall transcript abundance variability.
Main Methods:
- Developed statistical methods for analyzing splicing ratio variability from RNA-seq data.
- Applied methodology to RNA-seq data from lymphoblastoid cells of Caucasian and Yoruban individuals.
- Quantified the relative contributions of gene expression and splicing to transcript abundance variability.
Main Results:
- Protein-coding genes show low splicing variability within populations; many have constant splicing ratios.
- Up to 10% of protein-coding genes exhibit population-specific splicing ratios between Caucasian and Yoruban individuals.
- ~60% of total transcript isoform abundance variability is attributed to transcription variability; splicing variability accounts for a significant portion of the remainder.
Conclusions:
- Splicing variability is generally low within populations but can be condition-specific.
- Variability in transcription is the primary driver of transcript isoform abundance variability.
- Splicing variability often co-occurs with transcription variability.
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