Evidence map›Paper›PMID 41991547›Full record

ArticleNPJ systems biology and applications2026

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

Chunjie Gao, Chenghang Li, Lei Du, Jing Liu, Jinzhi Lei, Lei Wang

Abstract read
In one paragraph

Article in NPJ systems biology and applications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Chunjie GaoCollege of Public Health, Xinjiang Medical University, Urumqi, Xinjiang, China.
Chenghang LiSchool of Mathematical Sciences, Tiangong University, Tianjin, China.
Lei DuSchool of Mathematical Sciences, Tiangong University, Tianjin, China.
Jing LiuCollege of Public Health, Xinjiang Medical University, Urumqi, Xinjiang, China.
Jinzhi LeiSchool of Mathematical Sciences, Tiangong University, Tianjin, China. jzlei@tiangong.edu.cn.
Lei WangDepartment of Medical Engineering and Technology, Xinjiang Medical University, Urumqi, Xinjiang, China. wlei81@126.com.

Funding

National Natural Science Foundation of China 12061079National Natural Science Foundation of China,China 12331018Project of Top-notch Talents of Technological Youth of Xinjiang, China 2022TSYCCX0108
6 · The paper itself

Abstract

Triple-negative breast cancer (TNBC) presents a major clinical challenge owing to its immunosuppressive tumor microenvironment, target scarcity, and poor therapeutic response. Recently, the combination therapy of immune checkpoint blockade and CCL19 has shown significant efficacy in TNBC. To systematically unravel the synergistic mechanisms between CCL19 and anti-PD-1, we developed a mathematical model by integrating cellular and molecular scales to capture essential tumor-immune interactions and predict the dynamics of tumor evolution under various therapies. In this study, we proposed three quantitative indicators: (1) the tumor relative volume index (TRVI), (2) the therapeutic efficacy discrepancy index (TEDI), and (3) the immune heterogeneity treatment response index (IHTRI). Our model validated that the immunostimulatory effect of CCL19 in synergizing with anti-PD-1, and revealed that this synergy is highly modulated by individual baseline immune heterogeneity. Notably, our analysis identified (CTLs × CCL19)/PD-L1 as a novel dynamic biomarker combination with significant predictive (AUC = 0.86) and prognostic value (log-rank p= 0.019). Finally, virtual clinical trials revealed that administering anti-PD-1 therapy prior to CCL19 injection draws more significant clinical benefits in TNBC. Collectively, this study provides a theoretical foundation for elucidating the synergistic mechanism between CCL19-mediated immunostimulation and anti-PD-1 therapy.

Indexed as

Chemokine CCL19Immune Checkpoint InhibitorsProgrammed Cell Death 1 ReceptorTriple Negative Breast NeoplasmsTumor MicroenvironmentFemaleHumansCCL19 protein, humanChemokine CCL19Immune Checkpoint InhibitorsPDCD1 protein, humanProgrammed Cell Death 1 Receptor

Identifiers

PMID41991547
PMCPMC13269484

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.