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Updated: Jul 16, 2025

Systems Biology of Metabolic Regulation by Estrogen Receptor Signaling in Breast Cancer
Published on: March 17, 2016
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.
Abstract:
Cancer immune escape is associated with the metabolic reprogramming of the various infiltrating cells in the tumor microenvironment (TME), and combining metabolic targets with immunotherapy shows great promise for improving clinical outcomes. Among all metabolic processes, lipid metabolism, especially fatty acid metabolism (FAM), plays a major role in cancer cell survival, migration, and proliferation. However, the mechanisms and functions of FAM in the tumor immune microenvironment remain poorly understood. We screened 309 fatty acid metabolism-related genes (FMGs) for differential expression, identifying 121 differentially expressed genes. Univariate Cox regression models in The Cancer Genome Atlas (TCGA) database were then utilized to identify the 15 FMGs associated with overall survival. We systematically evaluated the correlation between FMGs' modification patterns and the TME, prognosis, and immunotherapy. The FMGsScore was constructed to quantify the FMG modification patterns using principal component analysis. Three clusters based on FMGs were demonstrated in breast cancer, with three patterns of distinct immune cell infiltration and biological behavior. An FMGsScore signature was constructed to reveal that patients with a low FMGsScore had higher immune checkpoint expression, higher immune checkpoint inhibitor (ICI) scores, increased immune microenvironment infiltration, better survival advantage, and were more sensitive to immunotherapy than those with a high FMGsScore. Finally, the expression and function of the signature key gene NDUFAB1 were examined by in vitro experiments. This study significantly demonstrates the substantial impact of FMGs on the immune microenvironment of breast cancer, and that FMGsScores can be used to guide the prediction of immunotherapy efficacy in breast cancer patients. In vitro experiments, knockdown of the NDUFAB1 gene resulted in reduced proliferation and migration of MCF-7 and MDA-MB-231 cell lines.
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.
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