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Updated: Apr 18, 2026

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Multiplexed Immunofluorescence Analysis and Quantification of Intratumoral PD-1+ Tim-3+ CD8+ T Cells
Published on: February 8, 2018
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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.
NPJ Systems Biology and Applications
|April 16, 2026
Summary
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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