Developing targeted therapies for neuroblastoma by dissecting the effects of metabolic reprogramming on tumor

Wenyi Jin1,2,3, Yubiao Zhang2, Zhijie Zhao4

  • 1Department of Orthopedics, Wenzhou Third Clinical Institute Affiliated to Wenzhou Medical University, The Third Affiliated Hospital of Shanghai University, Wenzhou People's Hospital, Wenzhou, China, 325041.

Theranostics
|July 1, 2024
PubMed

Insights

This study reveals how metabolic reprogramming drives neuroblastoma (NB) progression. A new prognostic signature (MPS) predicts NB risk and guides targeted therapies like AZD7762 and etoposide for better patient outcomes.

Area of Science:

  • Oncology
  • Metabolic Reprogramming
  • Machine Learning in Medicine

Background:

  • Metabolic reprogramming is central to neuroblastoma (NB) progression.
  • Individualized risk prognostication and targeted therapies are crucial for NB management.

Purpose of the Study:

  • To elucidate the molecular mechanisms of metabolic reprogramming in NB.
  • To develop a metabolic reprogramming-associated prognostic signature (MPS) for risk stratification.
  • To identify and validate individualized therapeutic strategies based on MPS.

Main Methods:

  • Utilized a machine learning approach to analyze single-cell and metabolite flux data.
  • Developed and validated a metabolic reprogramming-associated prognostic signature (MPS).
  • Tested targeted therapies (AZD7762, etoposide) in pre-clinical models.

Main Results:

  • MPS accurately predicted NB prognosis (AUC: 0.915), outperforming current methods.
  • AZD7762 and etoposide showed differential efficacy against MPS-I and MPS-II NB, respectively.
  • Identified key metabolic pathways (glutamate, TCA cycle) and immune signaling (MIF, THBS) driving NB progression.

Conclusions:

  • Metabolic reprogramming significantly influences NB malignant progression.
  • The MPS provides a precise tool for NB risk stratification and personalized therapy.
  • Targeted therapies guided by MPS hold promise for improved NB treatment strategies.