Prediction of mutant mRNA splice isoforms by information theory-based exon definition

Eliseos J Mucaki1, Ben C Shirley, Peter K Rogan

  • 1Department of Biochemistry, Western University, London, Ontario, Canada.

Human Mutation
|January 26, 2013
PubMed

Insights

Mutations altering mRNA splicing create varied isoforms. This study introduces a computational method using splice site information to accurately predict these mRNA variants and their abundance, improving mutation assessment.

Area of Science:

  • Molecular Biology
  • Bioinformatics
  • Genetics

Background:

  • Splicing mutations can lead to diverse mRNA isoforms, complicating molecular phenotypes.
  • Accurate prediction of these isoforms is crucial for understanding genetic diseases.

Purpose of the Study:

  • To develop and validate a computational method for predicting mRNA isoforms resulting from splicing mutations.
  • To assess the accuracy of predicting cryptic and exon-skipping isoforms using splice site information.

Main Methods:

  • Utilized information content (R(i)) of splice sites and their distances (gap surprisal) to define exons.
  • Calculated total exon information content (R(i),total) and differences (ΔR(i,total)) to predict isoform abundance.
  • Employed the Automated Splice Site and Exon Definition Analysis server for in silico predictions.

Main Results:

  • The study's predictions of splicing mutations showed high concordance (85.2%) with experimental expression data.
  • Differences in total exon information content effectively predicted relative isoform abundance.
  • Computational constraints helped eliminate non-conforming and poorly expressed isoforms.

Conclusions:

  • In silico exon definition analysis is a powerful tool for predicting mRNA splicing isoforms.
  • This approach can streamline the assessment of mutations affecting mRNA splicing.
  • The method aids in understanding complex molecular phenotypes arising from splicing alterations.

Related Concept Videos

RNA Splicing01:32

RNA Splicing

Splicing is the process by which eukaryotic RNA is edited before its translation into protein. The RNA strand transcribed from eukaryotic DNA is called the primary transcript. The primary transcripts that become mRNAs are called precursor messenger RNAs (pre-mRNAs). Eukaryotic pre-mRNA contains alternating sequences of exons and introns. Exons are nucleotide sequences that code for proteins, whereas introns are the non-coding regions. In RNA splicing, introns are removed and exons are bonded...
RNA Splicing01:32

RNA Splicing

Splicing is the process by which eukaryotic RNA is edited before its translation into protein. The RNA strand transcribed from eukaryotic DNA is called the primary transcript. The primary transcripts that become mRNAs are called precursor messenger RNAs (pre-mRNAs). Eukaryotic pre-mRNA contains alternating sequences of exons and introns. Exons are nucleotide sequences that code for proteins, whereas introns are the non-coding regions. In RNA splicing, introns are removed and exons are bonded...
Alternative RNA Splicing02:18

Alternative RNA Splicing

Alternative RNA splicing is the regulated splicing of exons and introns to produce different mature mRNAs from a single pre-mRNA. Unlike in constitutive splicing where a single gene produces a single type of mRNA, alternative splicing allows an organism to produce multiple proteins from a single gene and plays an important role in protein diversity.
There are five types of alternative RNA splicing that vary in the ways the pre-mRNA segments are removed or retained in the mature mRNA. The first...
Alternative RNA Splicing02:18

Alternative RNA Splicing

Alternative RNA splicing is the regulated splicing of exons and introns to produce different mature mRNAs from a single pre-mRNA. Unlike in constitutive splicing where a single gene produces a single type of mRNA, alternative splicing allows an organism to produce multiple proteins from a single gene and plays an important role in protein diversity.
There are five types of alternative RNA splicing that vary in the ways the pre-mRNA segments are removed or retained in the mature mRNA. The first...
Exon Recombination02:32

Exon Recombination

The evolution of new genes is critical for speciation. Exon recombination, also known as exon shuffling or domain shuffling, is an important means of new gene formation. It is observed across vertebrates, invertebrates, and in some plants such as potatoes and sunflowers. During exon recombination, exons from the same or different genes recombine and produce new exon-intron combinations, which might evolve into new genes. 
Exon shuffling follows “splice frame rules.” Each exon has three reading...
Pre-mRNA Processing02:01

Pre-mRNA Processing

In eukaryotic cells, transcripts made by RNA polymerase are modified and processed before exiting the nucleus. Unprocessed RNA is called precursor mRNA or pre-mRNA to distinguish it from mature mRNA.
Once about 20-40 ribonucleotides have been joined together by RNA polymerase, a group of enzymes adds a “cap” to the 5’ end of the growing transcript. In this process, a 5’ phosphate is replaced by modified guanosine that has a methyl group attached to it (7-Methyl guanosine). This 5’ cap helps the...