A transcriptomics approach to expand therapeutic options and optimize clinical trials in oncology

Vladimir Lazar1, Baolin Zhang2, Shai Magidi3

  • 1Worldwide Innovative Network (WIN) Association-WIN Consortium, 24 rue Albert Thuret, Villejuif 94550, France.

Abstract

Insights

This study introduces an in silico model using transcriptomics to improve oncology clinical trials. By analyzing gene expression, it aims to enhance patient selection, accelerate drug development, and increase treatment efficacy for precision oncology.

Area of Science:

  • Oncology
  • Genomics
  • Clinical Trial Design

Background:

  • Current oncology drug development faces high failure rates in early patient enrollment and late-stage trials.
  • Significant limitations exist in the traditional clinical trial models for oncology drugs.

Purpose of the Study:

  • To integrate transcriptomics for improved patient selection in precision oncology trials.
  • To enhance the speed and efficacy of targeted therapy and immunotherapy trials.
  • To overcome limitations in current clinical drug development models.

Main Methods:

  • Utilized the WINTHER database for relative gene expression analysis in metastatic and normal tissues.
  • Performed in silico estimation of clinical benefit for specific treatments in metastatic solid tumors.
  • Investigated prognostic value of gene expression for immune therapy targets in non-small-cell lung cancers and colorectal cancers.

Main Results:

  • High mRNA expression of c-MET and HGF correlated with shorter overall survival in metastatic solid tumors, suggesting a prognostic marker.
  • Identified prognostic value for immune therapy targets (PD-L1, CTLA4, TIM3, TIGIT, LAG3, TLR4) in specific cancers.
  • Demonstrated potential for anti-TLR4 therapy in metastatic colorectal cancer.

Conclusions:

  • The in silico transcriptomics approach can decrease patient attrition and increase trial speed and efficacy detection.
  • This model offers a strategy to identify patients likely to benefit from targeted treatments.
  • The approach aims to reduce toxicities and overcome current limitations in oncology drug development.

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