Predicting human mRNA isoform levels from site-specific splicing kinetics in silico

Zane R Thornburg1,2, You Jin Song2,3, Jiaxi Yan3

  • 1Beckman Institute for Advanced Science and Technology, University of Illinois Urbana-Champaign, Urbana, IL, 61801.

Insights

We developed a new computational model for pre-messenger RNA (mRNA) splicing kinetics. This model can predict how changes in cellular conditions affect mRNA isoforms and is applicable to most human genes.

Area of Science:

  • Molecular Biology
  • Computational Biology
  • Genetics

Background:

  • Messenger RNA (mRNA) splicing is crucial for gene expression, influencing cell physiology, development, and disease.
  • Existing computational models for splicing are limited in their ability to account for splicing chemistry and genome-wide applicability.
  • Alternative splicing generates diverse mRNA isoforms from a single gene, with frequencies dependent on splicing kinetics and intracellular conditions.

Purpose of the Study:

  • To develop a stochastic kinetic model of pre-mRNA splicing that is extensible to most human protein-coding genes.
  • To create a computational platform for rapidly assessing how variations in intracellular and environmental conditions affect splicing kinetics and mRNA isoforms.
  • To provide a resource for quantitative, computational analysis of pre-mRNA splicing, enabling rapid computational-experimental hypothesis testing.

Main Methods:

  • Developed a stochastic kinetic model of splicing incorporating site-specific reaction rates and the ability to include additional splicing factors.
  • The model is designed for extensibility to most protein-coding genes in the human genome.
  • Experimentally validated the model's predictive capability by analyzing the spliced isoform ratio of the SRSF6 gene under normoxia and hypoxia.

Main Results:

  • The developed stochastic kinetic model successfully simulates pre-mRNA splicing kinetics.
  • The model demonstrates extensibility to a large portion of the human genome.
  • Experimental validation confirmed the model's predictive accuracy in assessing the impact of hypoxia on SRSF6 pre-mRNA splicing.

Conclusions:

  • The new computational model overcomes limitations of previous approaches, offering a versatile tool for studying splicing.
  • This model provides a computational benchtop for probing splicing kinetics across diverse genes and conditions.
  • The developed framework facilitates a rapid computational-experimental approach to investigate biological hypotheses related to splicing.

Related Concept Videos

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...
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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

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