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Updated: Jun 20, 2026

Orthotopic Transplantation of Breast Tumors as Preclinical Models for Breast Cancer
Published on: May 18, 2020
Phenotypic plasticity and competition shape therapy sequencing in HER2+/HER2- breast cancer: A mathematical framework
Aleksandra Gavrilova1, Trachette Jackson2, Nizhum Rahman2
1Department of Mathematics, Denison University, Granville, OH 43023, United States.
Abstract:
Tumour heterogeneity and phenotypic plasticity are major drivers of treatment failure in cancer, enabling rapid adaptation under therapeutic pressure. In HER2-positive (HER2+) breast cancer, tumours often contain both HER2+ and HER2-negative (HER2-) cells whose interactions complicate schedule design. We develop a compact ordinary differential equation framework for intratumoral HER2+/- dynamics that integrates phenotypic plasticity with density-dependent growth and inter-phenotype competition. Phenotype-specific therapies are incorporated through simple pharmacodynamic surrogates: Paclitaxel chemotherapy acting primarily on HER2+ cells and Notch-pathway inhibition targeting HER2- cells. We use the model to compare staggered and simultaneous treatment schedules. The results show that treatment order and relative intensity critically shape long-term tumour composition. Targeted-first schedules can exhibit competitive release, whereby subsequent aggressive chemotherapy unintentionally favours HER2- expansion. In contrast, simultaneous initiation suppresses both phenotypes more effectively and avoids strong rebound. These findings highlight the importance of ecological structure in therapy design and support simultaneous combination therapy followed by targeted maintenance.
Insights
Simultaneous treatment for HER2-positive breast cancer is more effective than staggered schedules. This approach better suppresses both HER2-positive and HER2-negative tumor cells, preventing rebound and improving outcomes.
Area of Science:
- Oncology
- Mathematical Biology
- Pharmacodynamics
Background:
- Tumor heterogeneity and phenotypic plasticity drive cancer treatment failure.
- HER2-positive breast cancer presents challenges due to co-existing HER2-positive and HER2-negative cells.
Purpose of the Study:
- To develop a mathematical model for HER2-positive/negative tumor dynamics.
- To compare the efficacy of staggered versus simultaneous treatment schedules.
Main Methods:
- Developed a compact ordinary differential equation framework.
- Integrated phenotypic plasticity, density-dependent growth, and inter-phenotype competition.
- Incorporated phenotype-specific therapies (Paclitaxel and Notch-pathway inhibition).
Main Results:
- Treatment order and intensity critically influence long-term tumor composition.
- Targeted-first schedules can lead to competitive release, favoring HER2-negative cells.
- Simultaneous initiation effectively suppresses both phenotypes and avoids rebound.
Conclusions:
- Ecological structure is crucial for designing effective cancer therapies.
- Simultaneous combination therapy followed by targeted maintenance is supported by the findings.
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