Multiscale modeling reveals synergy between CCL19 and PD-1 blockade in reshaping the TNBC microenvironment

Chunjie Gao1, Chenghang Li2, Lei Du2

  • 1College of Public Health, Xinjiang Medical University, Urumqi, Xinjiang, China.

Insights

Combining CCL19 with anti-PD-1 immunotherapy shows promise for triple-negative breast cancer (TNBC). Mathematical modeling reveals optimal timing and identifies a novel biomarker for predicting treatment success in TNBC.

Area of Science:

  • Oncology
  • Immunotherapy
  • Computational Biology

Background:

  • Triple-negative breast cancer (TNBC) poses significant clinical challenges due to its immunosuppressive microenvironment and limited treatment options.
  • Combination therapy involving immune checkpoint blockade and CCL19 has emerged as a promising strategy for TNBC.
  • Understanding the synergistic mechanisms between CCL19 and anti-PD-1 therapy is crucial for optimizing treatment outcomes.

Purpose of the Study:

  • To systematically investigate the synergistic mechanisms between CCL19 and anti-PD-1 therapy in TNBC.
  • To develop a mathematical model integrating cellular and molecular scales for predicting tumor evolution under therapy.
  • To identify novel biomarkers and optimal therapeutic strategies for TNBC.

Main Methods:

  • Development of a multiscale mathematical model to simulate tumor-immune interactions in TNBC.
  • Integration of cellular and molecular dynamics to capture complex therapeutic responses.
  • Proposal and validation of quantitative indicators: TRVI, TEDI, and IHTRI.

Main Results:

  • The mathematical model confirmed the immunostimulatory synergy between CCL19 and anti-PD-1 therapy in TNBC.
  • Immune heterogeneity significantly modulates the synergistic efficacy of combination therapy.
  • A novel dynamic biomarker, (CTLs × CCL19)/PD-L1, demonstrated significant predictive (AUC=0.86) and prognostic value (p=0.019).

Conclusions:

  • The study provides a theoretical framework for understanding CCL19-mediated immunostimulation combined with anti-PD-1 therapy in TNBC.
  • Virtual clinical trials suggest that administering anti-PD-1 therapy before CCL19 injection yields greater clinical benefits.
  • The identified biomarker offers potential for personalized treatment strategies in TNBC.

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