MERIT: Systematic Analysis and Characterization of Mutational Effect on RNA Interactome Topology

Yongsheng Li1,2, Daniel J McGrail2, Juan Xu1

  • 1College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China.

Insights

Cancer mutations disrupt protein-RNA interactions in hepatocellular carcinoma (HCC). This study decodes these networks, revealing how mutations impact gene regulation and identifying HCC subtypes with distinct survival rates for precision medicine.

Area of Science:

  • Genomics
  • Cancer Biology
  • Molecular Networks

Background:

  • Protein-RNA interactions are crucial for cellular function.
  • Understanding these networks in hepatocellular carcinoma (HCC) and the impact of cancer mutations is limited.

Purpose of the Study:

  • To decode genome-wide protein-RNA regulatory networks in HCC.
  • To investigate how cancer-related mutations affect RNA regulatory activities.
  • To identify potential biomarkers for precision medicine in HCC.

Main Methods:

  • Analysis of RBP genetic alteration patterns.
  • Construction of protein-RNA interactome networks using binding screens and expression data.
  • Network analysis and validation using independent datasets.
  • Development of a computational method (Mutational Effect on RNA Interactome Topology) and web resource.

Main Results:

  • Deleterious mutations often occur on RBP surfaces.
  • Somatic mutations selectively target important genes, perturbing RBP-gene regulatory networks.
  • Cancer cells exploit 'vulnerability' genes to disrupt protein-RNA interactomes involved in cancer hallmarks.
  • Experimentally validated RBP-gene interactions perturbed by mutations in HCC, impacting cell proliferation.
  • Identified three HCC subtypes based on perturbed RBP and target gene expression, correlating with survival rates.

Conclusions:

  • Provides a resource for analyzing somatic mutation-perturbed protein-RNA networks in HCC.
  • Offers insights into genotype-phenotype relationships in cancer.
  • Highlights potential biomarkers for precision medicine in HCC.

Related Concept Videos

Mutations01:39

Mutations

Overview
94.5K
Mutations01:35

Mutations

Mutations are changes in the sequence of DNA. These changes can occur spontaneously or they can be induced by exposure to environmental factors. Mutations can be characterized in a number of different ways: whether and how they alter the amino acid sequence of the protein, whether they occur over a small or large area of DNA, and whether they occur in somatic cells or germline cells.
Chromosomal Alterations Are Large-Scale Mutations
While point mutations are changes in a single nucleotide in...
44.6K
Viral Mutations00:36

Viral Mutations

A mutation is a change in the sequence of bases of DNA or RNA in a genome. Some mutations occur during replication of the genome due to errors made by the polymerase enzymes that replicate DNA or RNA. Unlike DNA polymerase, RNA polymerase is prone to errors because it is not capable of “proofreading” its work. Viruses with RNA-based genomes, like HIV, therefore accrue mutations faster than viruses with DNA-based genomes. Because mutation and recombination provide the raw material...
39.9K
Random and Systematic Errors01:20

Random and Systematic Errors

Scientists always try their best to record measurements with the utmost accuracy and precision. However, sometimes errors do occur. These errors can be random or systematic. Random errors are observed due to the inconsistency or fluctuation in the measurement process, or variations in the quantity itself that is being measured. Such errors fluctuate from being greater than or less than the true value in repeated measurements. Consider a scientist measuring the length of an earthworm using a...
15.1K
Systematic Sampling Method01:17

Systematic Sampling Method

Sampling is a technique to select a portion (or subset) of the larger population and study that portion (the sample) to gain information about the population. Data are the result of sampling from a population. The sampling method ensures that samples are drawn without bias and accurately represent the population. Because measuring the entire population in a study is not practical, researchers use samples to represent the population of interest.
Systematic sampling is one of the simplest methods...
13.3K
Mutation, Gene Flow, and Genetic Drift01:09

Mutation, Gene Flow, and Genetic Drift

In a population that is not at Hardy-Weinberg equilibrium, the frequency of alleles changes over time. Therefore, any deviations from the five conditions of Hardy-Weinberg equilibrium can alter the genetic variation of a given population. Conditions that change the genetic variability of a population include mutations, natural selection, non-random mating, gene flow, and genetic drift (small population size).
64.4K