Network centrality-driven TOPSIS approach for prioritizing cancer therapeutic targets

Chandramohan Nithya1, Neelesh Babu Thummadi2, P Manimaran2

  • 1Department of Biological Sciences and Engineering, Indian Institute of Technology Gandhinagar, Palaj, Gandhinagar, Gujarat 382055, India.

PubMed

Insights

This study identifies 26 high-priority cancer genes using a network-based approach. Five novel genes (NXF1, CDC5L, MOV10, EP300, CUL7) show potential as unexplored therapeutic targets for precision oncology.

Area of Science:

  • Oncology and Bioinformatics
  • Systems Biology
  • Genomics

Background:

  • Cancer remains a significant global health challenge, necessitating the discovery of novel therapeutic targets.
  • Protein-protein interaction (PPI) networks are crucial for understanding complex biological systems and identifying potential drug targets.

Purpose of the Study:

  • To construct a high-confidence cancer PPI network and identify novel, high-priority therapeutic targets.
  • To evaluate the prognostic significance of identified candidate genes across various cancer types.

Main Methods:

  • Construction of a cancer PPI network with 2564 proteins and 20,747 interactions.
  • Application of the TOPSIS multi-criteria decision-making method to rank gene importance.
  • Drug-target mapping, Gene Ontology (GO), KEGG pathway enrichment, and survival analysis using TCGA datasets.

Main Results:

  • Identified 26 high-priority cancer genes, with 21 linked to existing drugs.
  • Five genes (NXF1, CDC5L, MOV10, EP300, CUL7) emerged as unexplored targets.
  • Demonstrated significant prognostic roles for CDC5L, EP300, MOV10, CUL7, and NXF1 across multiple cancer types.

Conclusions:

  • The integrative TOPSIS-network framework effectively identifies both known and novel cancer therapeutic targets.
  • The five unexplored genes warrant further experimental validation for potential therapeutic development in precision oncology.
  • This approach provides a robust strategy for expanding the landscape of cancer therapeutics.

Related Concept Videos

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,...
4.4K
Targeted Cancer Therapies02:57

Targeted Cancer Therapies

The targeted cancer therapies, also known as “molecular targeted therapies,” take advantage of the molecular and genetic differences between the cancer cells and the normal cells. It needs a thorough understanding of the cancer cells to develop drugs that can target specific molecular aspects that drive the growth, progression, and spread of cancer cells without affecting the growth and survival of other normal cells in the body.
There are several types of targeted therapies against...
8.6K
Combination Therapies and Personalized Medicine02:50

Combination Therapies and Personalized Medicine

Combining two or more treatment methods increases the life span of cancer patients while reducing damage to vital organs or tissue from the overuse of a single treatment. Combination therapy also targets different cancer-inducing pathways, thus reducing the chances of developing resistance to treatment.
The combination of the drug acetazolamide and sulforaphane is a good example of combination therapy to treat cancer. The cells in the interior of a large tumor often die due to the hypoxic and...
5.8K
Cancer Stem Cells and Tumor Maintenance02:40

Cancer Stem Cells and Tumor Maintenance

Early diagnosis and treatment can often cure cancer. However, even with treatment, residual cells called cancer stem cells (CSC) might remain, often causing tumor recurrence. These cancer stem cells possess the potential for self-renewal and multi-lineage differentiation and are often responsible for the therapeutic resistance displayed in most cancers.
Cancer stem cells are thought to originate from tissue-specific normal stem cells or progenitor cells. The normal stem cells usually reside in...
5.8K
Targets for Drug Action: Overview01:26

Targets for Drug Action: Overview

Drugs target macromolecules to modify ongoing cellular processes. Primary drug targets include receptors, ion channels, transporters, and enzymes.
Receptors are either membrane-spanning or intracellular proteins, which upon binding a ligand, get activated and transmit the signal downstream to elicit a response. Drugs bind receptors, either mimicking the action of endogenous ligands or blocking the receptor activity to bring about a modified response. Nearly 35% of approved drugs target the G...
9.9K