Disruptor: Computational identification of oncogenic mutants disrupting protein-protein and protein-DNA interactions

Valentina Kugler1, Andreas Lieb2, Nathan Guerin3

  • 1Institute of Biochemistry and Center for Molecular Biosciences, University of Innsbruck, Innsbruck, Austria.

PubMed

Insights

We developed a computational method to find cancer-causing mutations that disrupt molecular interactions. This tool analyzes protein interactions and DNA binding, identifying new mutations in CDK6 and p16 genes that impair complex formation.

Area of Science:

  • Computational Biology
  • Molecular Oncology
  • Structural Bioinformatics

Background:

  • Identifying oncogenic mutations is crucial for cancer research and targeted therapies.
  • Understanding how mutations disrupt molecular interactions (e.g., protein-protein, protein-DNA) is key to elucidating cancer mechanisms.

Purpose of the Study:

  • To present Osprey, a novel computational protocol for prospectively identifying oncogenic mutations.
  • To demonstrate the protocol's applicability to both protein-protein and protein-DNA interfaces.
  • To validate the method and apply it to predict novel mutations in cancer-related genes.

Main Methods:

  • Development of the Osprey computational protocol.
  • Application of Osprey to analyze protein-protein and protein-DNA interfaces.
  • Validation using a dataset of clinically relevant mutations.
  • Prediction and experimental confirmation of mutations in CDK6 and p16 genes.

Main Results:

  • The Osprey protocol successfully identifies oncogenic mutations by assessing the disruption of molecular interactions.
  • The method is versatile, applicable to diverse interface types.
  • Predicted mutations in CDK6 and p16 were experimentally validated, confirming impaired complex formation.

Conclusions:

  • Osprey provides a robust computational approach for identifying disease-driving mutations.
  • This method aids in understanding mutation impact on molecular complex formation.
  • The findings offer new insights into the functional consequences of mutations in CDK6 and p16.

Related Concept Videos

Protein-protein Interfaces02:04

Protein-protein Interfaces

Many proteins form complexes to carry out their functions, making protein-protein interactions (PPIs) essential for an organism's survival. Most PPIs are stabilized by numerous weak noncovalent chemical forces. The physical shape of the interfaces determines the way two proteins interact. Many globular proteins have closely-matching shapes on their surfaces, which form a large number of weak bonds. Additionally, many PPIs occur between two helices or between a surface cleft and a...
12.6K
Protein Networks02:26

Protein Networks

An organism can have thousands of different proteins, and these proteins must cooperate to ensure the health of an organism. Proteins bind to other proteins and form complexes to carry out their functions. Many proteins interact with multiple other proteins creating a complex network of protein interactions.
These interactions can be represented through maps depicting protein-protein interaction networks, represented as nodes and edges. Nodes are circles that are representative of a protein,...
4.0K
Covalently Linked Protein Regulators02:04

Covalently Linked Protein Regulators

Proteins can undergo many types of post-translational modifications, often in response to changes in their environment. These modifications play an important role in the function and stability of these proteins. Covalently linked molecules include functional groups, such as methyl, acetyl, and phosphate groups, and also small proteins, such as ubiquitin. There are around 200 different types of covalent regulators that have been identified.
These groups modify specific amino acids in a protein....
6.9K
Cancer-Critical Genes II: Tumor Suppressor Genes01:05

Cancer-Critical Genes II: Tumor Suppressor Genes

Genes usually encode proteins necessary for the proper functioning of a healthy cell. Mutations can often cause changes to the gene expression pattern, thereby altering the phenotype.
When the function of certain critical genes, especially those involved in cell cycle regulation and cell growth signaling cascades, gets disrupted, it upsets the cell cycle progression. Such cells with unchecked cell cycles start proliferating uncontrollably and eventually develop into tumors.
Such genes that act...
7.5K