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Updated: Feb 3, 2026

Transfer of Manipulated Tumor-associated Neutrophils into Tumor-Bearing Mice to Study their Angiogenic Potential In Vivo
Published on: July 20, 2019
Closed-loop control of tumor growth by means of anti-angiogenic administration
Filippo Cacace1, Valerio Cusimano, Alfredo Germani
1Università Campus Bio-medico di Roma, Roma, Via Álvaro del Portillo 21, 00128, Italy.
Abstract:
A tumor growth model accounting for angiogenic stimulation and inhibition is here considered, and a closed-loop control law is presented with the aim of tumor volume reduction by means of anti-angiogenic administration. To this end the output-feedback linearization theory is exploited, with the feedback designed on the basis of a state observer for nonlinear systems. Measurements are supposed to be acquired at discrete sampling times, and a novel theoretical development in the area of time-delay systems is applied in order to derive a continuous-time observer in spite of the presence of sampled measurements. The overall control scheme allows to set independently the control and the observer parameters thanks to the structural properties of the tumor growth model. Simulations are carried out in order to mimic a real experimental framework on mice. These results seem extremely promising: they provide very good performances according to the measurements sampling interval suggested by the experimental literature, and show a noticeable level of robustness against the observer initial estimate, as well as against the uncertainties affecting the model parameters.
Insights
This study presents a novel closed-loop control strategy for reducing tumor volume using anti-angiogenic therapy. The developed system effectively manages tumor growth by accounting for angiogenic factors and is robust to model uncertainties.
Area of Science:
- Mathematical biology
- Control theory
- Cancer research
Background:
- Tumor growth is influenced by angiogenic stimulation and inhibition.
- Effective tumor volume reduction requires precise anti-angiogenic administration.
- Existing models may not fully account for sampled measurements in control systems.
Purpose of the Study:
- To develop a closed-loop control law for tumor volume reduction using anti-angiogenic therapy.
- To design a state observer for nonlinear systems with discrete-time measurements.
- To investigate the robustness and performance of the control scheme in a simulated experimental setting.
Main Methods:
- A tumor growth model incorporating angiogenic dynamics was utilized.
- Output-feedback linearization theory and a nonlinear state observer were employed.
- A novel time-delay systems approach was applied for a continuous-time observer with sampled data.
Main Results:
- Simulations demonstrated promising performance in reducing tumor volume.
- The control scheme exhibited robustness against initial observer estimates and model parameter uncertainties.
- Effective control was achieved within experimentally relevant measurement sampling intervals.
Conclusions:
- The proposed control scheme offers an effective strategy for anti-angiogenic therapy.
- The integration of a nonlinear observer with sampled data enhances control system design.
- The model's structural properties allow independent tuning of control and observer parameters, facilitating practical application.
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