Related Experiment Video
Updated: Aug 20, 2025

Tumor Transplantation for Assessing the Dynamics of Tumor-Infiltrating CD8+ T Cells in Mice
Published on: June 12, 2021
Distinct Dynamics of Migratory Response to PD-1 and CTLA-4 Blockade Reveals New Mechanistic Insights for Potential
Fateme Safaeifard1, Bahram Goliaei1, Amir R Aref2,3
1Laboratory of Biophysics and Molecular Biology, Institute of Biochemistry and Biophysics (IBB), University of Tehran, Tehran 1417614411, Iran.
Abstract:
Cytotoxic T-lymphocyte-associated antigen 4 (CTLA-4) and programmed cell death protein 1 (PD-1), two clinically relevant targets for the immunotherapy of cancer, are negative regulators of T-cell activation and migration. Optimizing the therapeutic response to CTLA-4 and PD-1 blockade calls for a more comprehensive insight into the coordinated function of these immune regulators. Mathematical modeling can be used to elucidate nonlinear tumor-immune interactions and highlight the underlying mechanisms to tackle the problem. Here, we investigated and statistically characterized the dynamics of T-cell migration as a measure of the functional response to these pathways. We used a previously developed three-dimensional organotypic culture of patient-derived tumor spheroids treated with anti-CTLA-4 and anti-PD-1 antibodies for this purpose. Experiment-based dynamical modeling revealed the delayed kinetics of PD-1 activation, which originates from the distinct characteristics of PD-1 and CTLA-4 regulation, and followed through with the modification of their contributions to immune modulation. The simulation results show good agreement with the tumor cell reduction and active immune cell count in each experiment. Our findings demonstrate that while PD-1 activation provokes a more exhaustive intracellular cascade within a mature tumor environment, the time-delayed kinetics of PD-1 activation outweighs its preeminence at the individual cell level and consequently confers a functional dominance to the CTLA-4 checkpoint. The proposed model explains the distinct immunostimulatory pattern of PD-1 and CTLA-4 blockade based on mechanisms involved in the regulation of their expression and may be useful for planning effective treatment schemes targeting PD-1 and CTLA-4 functions.
Insights
Cytotoxic T-lymphocyte-associated antigen 4 (CTLA-4) and programmed cell death protein 1 (PD-1) are key cancer immunotherapy targets. Mathematical modeling revealed CTLA-4 dominance over PD-1 due to PD-1
Area of Science:
- Immunology
- Computational Biology
- Cancer Research
Background:
- Cytotoxic T-lymphocyte-associated antigen 4 (CTLA-4) and programmed cell death protein 1 (PD-1) are critical negative regulators of T-cell activation and migration.
- These immune checkpoints are clinically significant targets for cancer immunotherapy.
- Understanding their coordinated function is crucial for optimizing therapeutic responses to immune checkpoint blockade.
Purpose of the Study:
- To investigate and statistically characterize T-cell migration dynamics in response to anti-CTLA-4 and anti-PD-1 antibody treatment.
- To elucidate the distinct regulatory mechanisms and contributions of CTLA-4 and PD-1 to immune modulation using mathematical modeling.
- To explain the differential immunostimulatory patterns of PD-1 and CTLA-4 blockade.
Main Methods:
- Utilized a three-dimensional organotypic culture model of patient-derived tumor spheroids.
- Treated spheroids with anti-CTLA-4 and anti-PD-1 antibodies.
- Employed experiment-based dynamical mathematical modeling to analyze T-cell migration and immune cell counts.
Main Results:
- Mathematical modeling revealed delayed kinetics of PD-1 activation compared to CTLA-4.
- Simulation results showed good agreement with experimental data on tumor cell reduction and active immune cell counts.
- Despite PD-1's intracellular cascade, its delayed activation kinetics confer functional dominance to the CTLA-4 checkpoint at the individual cell level.
Conclusions:
- The study explains the distinct immunostimulatory patterns of PD-1 and CTLA-4 blockade based on their regulatory mechanisms.
- The delayed kinetics of PD-1 activation influences its functional dominance over CTLA-4.
- The developed model can aid in planning effective treatment strategies targeting PD-1 and CTLA-4 functions in cancer immunotherapy.
Related Concept Videos
T Cell Activation and Clonal Selection
Naive T cells that have not yet encountered an antigen express two primary CD...
Cytotoxic T Cells-mediated Immune Response
Immunological surveillance is the ability of immune cells to monitor and eliminate infected cells with intracellular pathogens, neoplastically transformed cells, and cells with non-self antigens. Cytotoxic T cells and NK...
Tumor Immunotherapy

