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Updated: May 24, 2025

Systems Biology of Metabolic Regulation by Estrogen Receptor Signaling in Breast Cancer
Published on: March 17, 2016
Ligand Discrimination in Immune Cells: Signal Processing Insights into Immune Dysfunction in ER+ Breast Cancer
Adina Matache1, Joao Rodrigues Lima2, Maxim Kuznetsov1
1Department of Computational and Quantitative Medicine, Beckman Research Institute of City of Hope, Duarte, CA, 91010 USA.
Breast cancer patients show impaired immune cell signaling, with reduced accuracy in identifying signals and increased molecular noise. This dysfunction resembles that caused by JAK1/2 inhibitors, suggesting potential for personalized therapies.
Area of Science:
- Immunology
- Systems Biology
- Signal Transduction
Background:
- Approximately 40% of estrogen receptor-positive (ER+) breast cancer (BC) patients exhibit immune signaling defects at diagnosis.
- These immune defects are linked to poorer overall survival in ER+ breast cancer patients.
- Quantitative characterization of immune signaling errors is crucial for understanding patient prognosis and treatment response.
Purpose of the Study:
- To develop and apply a novel model combining communication theory and signal processing to quantitatively assess ligand discrimination in immune cells.
- To measure immune cell signaling specificity and molecular noise in ER+ breast cancer patients compared to healthy controls.
- To evaluate the impact of JAK1/2 inhibition on immune cell ligand discrimination.
Main Methods:
- A novel model based on communication theory and signal processing was developed to estimate the probability of error in ligand identification.
- High-dimensional spectral flow cytometry was used to measure transcription factors (phosphorylated STATs and SMADs) in immune cells.
- Immune cells from 19 ER+ breast cancer patients and 32 healthy controls were stimulated with various cytokines; additional analysis included 10 healthy donors treated with a JAK1/2 inhibitor.
Main Results:
- Breast cancer patients demonstrated significantly reduced ligand identification accuracy and elevated molecular noise compared to healthy controls.
- Inhibition of JAK1/2 in healthy donors resulted in ligand misidentification and molecular noise rates comparable to or exceeding those in breast cancer patients.
- These findings suggest potential immune cell dysfunction in ER+ breast cancer patients.
Conclusions:
- Immune cell ligand discrimination is impaired in ER+ breast cancer patients, characterized by reduced accuracy and increased molecular noise.
- JAK1/2 inhibition mimics or exacerbates the immune signaling defects observed in breast cancer patients.
- Assessing immune cell ligand discrimination specificity may help optimize the use of signaling kinase inhibitor therapies in breast cancer treatment.
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