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DNA Vector-based RNA Interference to Study Gene Function in Cancer
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Understanding the mechanisms of cancers based on function sub-pathways.

Wenbin Liu1, Peng Xu1, Zhenshen Bao2

  • 1Institute of Advanced Computational Science and Technology, Guangzhou University, Guangzhou, Guangdong 510006, China.

Computational Biology and Chemistry
|December 4, 2018
PubMed
Summary

A new Function Sub-Pathway Analysis (FSPA) method reveals specific biological functions underlying diseases. This approach identifies cancer-associated pathways and quantifies their impact, aiding in mechanism elucidation and therapeutic strategy design.

Keywords:
Biological functionsDifferentially expressed genesPerturbation degreeSignaling pathway analysis

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Area of Science:

  • Bioinformatics
  • Systems Biology
  • Genomics

Background:

  • Pathway analysis is crucial for understanding gene and protein expression.
  • Existing sub-pathway methods often lack explicit functional interpretation.
  • Identifying specific functional roles of sub-pathways remains a challenge.

Purpose of the Study:

  • To introduce a novel Function Sub-Pathway Analysis (FSPA) method.
  • To enable explicit analysis of sub-pathway functions in disease contexts.
  • To quantify the impact of sub-pathways on specific biological functions.

Main Methods:

  • Developed FSPA to include all downstream nodes leading to a specific function node.
  • Defined a 'perturbation degree' based on the negative log p-value of sub-pathways.
  • Applied FSPA to six cancer datasets (colorectal, lung, pancreatic).

Main Results:

  • FSPA identified more cancer-associated pathways compared to existing methods.
  • The method successfully pinpointed sub-pathways contributing to specific abnormal functions.
  • Quantified the extent of functional impact and analyzed functional imbalances in biological processes.

Conclusions:

  • FSPA provides explicit functional insights into sub-pathways.
  • The method enhances understanding of cancer mechanisms.
  • Results support the design of targeted therapeutic strategies.