Integrating Single-Cell RNA-Seq and Bulk RNA-Seq Data to Explore the Key Role of Fatty Acid Metabolism in Breast

Yongxing Chen1, Wei Wu1, Chenxin Jin1

  • 1Department of Epidemiology and Health Statistics, Dalian Medical University, Dalian 116044, China.

Insights

Fatty acid metabolism reprogramming in breast cancer impacts the tumor immune microenvironment. A novel score predicts immunotherapy response, with lower scores indicating better outcomes and sensitivity to treatment.

Area of Science:

  • Oncology
  • Immunology
  • Metabolism

Background:

  • Cancer immune escape is linked to metabolic reprogramming within the tumor microenvironment (TME).
  • Fatty acid metabolism (FAM) is crucial for cancer cell survival and proliferation, but its role in the TME is not fully understood.
  • Targeting metabolic pathways alongside immunotherapy offers potential for improved cancer treatment outcomes.

Purpose of the Study:

  • To investigate the role of fatty acid metabolism-related genes (FMGs) in breast cancer's immune microenvironment.
  • To develop a prognostic and predictive signature based on FMGs for immunotherapy response.
  • To explore the functional impact of key FMGs in breast cancer cell lines.

Main Methods:

  • Screened 309 FMGs for differential expression and identified survival-associated genes using The Cancer Genome Atlas (TCGA) database.
  • Constructed an FMGsScore using principal component analysis to quantify FMG modification patterns.
  • Evaluated correlations between FMG patterns, TME characteristics, prognosis, and immunotherapy response.
  • Performed in vitro experiments to assess the function of the key gene NDUFAB1.

Main Results:

  • Identified 121 differentially expressed FMGs and 15 FMGs associated with overall survival.
  • Discovered three distinct clusters in breast cancer based on FMGs, correlating with immune infiltration and biological behavior.
  • A low FMGsScore was linked to increased immune checkpoint expression, higher ICI scores, greater immune infiltration, improved survival, and enhanced immunotherapy sensitivity.
  • In vitro knockdown of NDUFAB1 reduced proliferation and migration in breast cancer cell lines (MCF-7 and MDA-MB-231).

Conclusions:

  • Fatty acid metabolism significantly influences the breast cancer immune microenvironment.
  • The FMGsScore serves as a valuable tool for predicting immunotherapy efficacy in breast cancer patients.
  • NDUFAB1 plays a functional role in breast cancer cell proliferation and migration.