Discovery of Targets for Immune-Metabolic Antitumor Drugs Identifies Estrogen-Related Receptor Alpha

Avinash Sahu1,2, Xiaoman Wang1,3, Phillip Munson4

  • 1Department of Data Science, Dana-Farber Cancer Institute, Boston, Massachusetts.

Cancer Discovery
|February 6, 2023
PubMed

Insights

Researchers developed BipotentR, an in silico tool to identify cancer drug targets that impact both tumor immunity and oncogenic pathways. This approach identified ESRRA as a key target, demonstrating potential for improved cancer treatment strategies.

Area of Science:

  • Computational biology
  • Cancer research
  • Immunology

Background:

  • Drugs targeting multiple cancer mechanisms offer broad clinical potential.
  • Identifying regulators that modulate both tumor immunity and oncogenic pathways is crucial for effective cancer therapies.

Purpose of the Study:

  • To develop an in silico multiomics approach (BipotentR) for identifying cancer cell-specific regulators.
  • To discover novel drug targets that simultaneously modulate tumor immunity and oncogenic pathways.
  • To evaluate the utility of BipotentR in predicting patient response to immunotherapy and identifying new therapeutic strategies.

Main Methods:

  • Developed BipotentR, an in silico multiomics approach.
  • Identified 38 candidate immune-metabolic regulators.
  • Utilized machine learning and deep neural networks to analyze regulator activity and patient response to anti-PD-1 therapy in melanoma.
  • Applied BipotentR to angiogenesis and growth suppressor evasion pathways.

Main Results:

  • BipotentR identified 38 candidate immune-metabolic regulators.
  • Tumor activities of these regulators stratified melanoma patients by response to anti-PD-1 therapy, improving predictive power over current biomarkers.
  • The top regulator, ESRRA, is activated in immunotherapy-resistant tumors; its inhibition suppressed tumor energy metabolism and activated immune mechanisms (cytokine induction, antigen presentation), leading to tumor cell death.
  • BipotentR demonstrated utility in other cancer pathways.

Conclusions:

  • BipotentR is a valuable resource for evaluating patient response and discovering drug targets with multi-mechanistic anti-tumor activity.
  • Targeting ESRRA offers a potential therapeutic strategy by simultaneously suppressing tumor metabolism and enhancing anti-tumor immunity.
  • The BipotentR approach can accelerate the discovery of novel cancer therapeutics.

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