A Systematic Identification of RNA-Binding Proteins (RBPs) Driving Aberrant Splicing in Cancer

Cesar Lobato-Fernandez1, Marian Gimeno1, Ane San Martín1

  • 1Departamento de Ingeniería Biomédica y Ciencias, TECNUN, Universidad de Navarra, 20009 San Sebastián, Spain.

Biomedicines
|November 27, 2024
PubMed
Abstract

Insights

We developed a new algorithm to identify RNA-binding proteins (RBPs) linked to alternative splicing (AS) changes. This tool improves cancer research by predicting RBP roles in splicing alterations and potential therapeutic targets.

Area of Science:

  • Molecular Biology
  • Bioinformatics
  • Genomics

Background:

  • Alternative splicing (AS) generates diverse mRNA variants from a single gene.
  • RNA-binding proteins (RBPs) are key regulators of AS and implicated in cancer.
  • CLIP-seq identifies RBP binding sites, aiding splicing change analysis.

Purpose of the Study:

  • To develop and validate an algorithm for detecting RBPs associated with differential splicing.
  • To refine existing methods for predicting splicing events and RBP enrichment.
  • To investigate RBP roles in various cancer types using large-scale genomic data.

Main Methods:

  • Integrated multiple CLIP-seq databases with a differential splicing detection algorithm.
  • Developed a novel algorithm for RBP-splicing association analysis.
  • Applied the algorithm to knockdown experiments and The Cancer Genome Atlas (TCGA) and TARGET cancer datasets.

Main Results:

  • The algorithm accurately predicts statistically significant RBPs based on splicing alterations.
  • Identified novel associations between RBPs (e.g., CREBBP, MBNL2) and multiple cancer types.
  • The refined method is integrated into the Bioconductor package EventPointer 3.14.

Conclusions:

  • The algorithm improves the prediction of RBP-driven splicing changes.
  • Provides novel insights into RBP involvement in cancer biology.
  • Highlights RBPs as potential therapeutic targets for cancer treatment.

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...
56.0K
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...
21.0K
Pre-mRNA Processing: RNA Splicing01:36

Pre-mRNA Processing: RNA Splicing

5.2K
Chromatin Structure Regulates pre-mRNA Processing02:41

Chromatin Structure Regulates pre-mRNA Processing

In eukaryotic cells, nascent mRNA transcripts need to undergo many post-transcriptional modifications to reach the cell cytoplasm and translate into functional proteins. For a long time, transcription and pre-mRNA processing were considered two independent events that occur sequentially in the cell. However, it has now been well established that transcription and pre-mRNA processing are two simultaneous processes that are precisely regulated inside the cell.
The chromatin structure, especially...
6.9K
Chromatin Structure and RNA Splicing02:41

Chromatin Structure and RNA Splicing

2.7K
Ribosome Profiling02:24

Ribosome Profiling

Ribosome profiling or ribo-sequencing is a deep sequencing technique that produces a snapshot of active translation in a cell. It selectively sequences the mRNAs protected by ribosomes to get an insight into a cell’s translation landscape at any given point in time.
Applications of ribosome profiling
Ribosome profiling has many applications, including in vivo monitoring of translation inside a particular organ or tissue type and quantifying new protein synthesis levels.
The technique...
3.5K