Reducing State Conflicts between Network Motifs Synergistically Enhances Cancer Drug Effects and Overcomes Adaptive

Yunseong Kim1, Sea Rom Choi1, Kwang-Hyun Cho1

  • 1Laboratory for Systems Biology and Bio-Inspired Engineering, Department of Bio and Brain Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon 34141, Republic of Korea.

Cancers
|April 13, 2024
PubMed

Insights

Targeted cancer drug perturbations can cause resistance. Regulating key molecules synergistically minimizes resistance and enhances drug efficacy by resolving network conflicts.

Area of Science:

  • Systems Biology
  • Computational Biology
  • Cancer Research

Background:

  • Cancer therapy aims to induce apoptosis but faces challenges like drug resistance due to complex molecular networks and heterogeneous responses.
  • Single-target drugs often induce adaptive responses, limiting their effectiveness in cancer treatment.

Purpose of the Study:

  • To investigate how targeted drug perturbations affect molecular regulatory networks and lead to heterogeneous cancer cell responses.
  • To develop a computational approach for identifying synergistic drug targets that can overcome adaptive drug resistance.

Main Methods:

  • Utilized Boolean network modeling to represent cellular response dynamics under target node perturbation.
  • Developed an algorithm to identify synergistic combinatorial targets by analyzing molecular regulatory networks.
  • Validated the approach using exemplary network models and a gastric cancer model.

Main Results:

  • Demonstrated that targeted drug perturbations can trigger state conflicts in multi-stable motifs, causing heterogeneous drug responses.
  • Identified that regulating interconnecting molecules can minimize heterogeneous responses and overcome drug resistance.
  • Showcased that the algorithm-identified targets effectively drive networks to desired states, outperforming other control theories.

Conclusions:

  • A novel computational approach can identify synergistic drug targets to overcome adaptive resistance in cancer.
  • Targeting specific interconnecting molecules offers a strategy to enhance cancer drug efficacy and improve patient outcomes.

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