Related Experiment Video
Updated: May 16, 2026

Measuring Composition of CD95 Death-Inducing Signaling Complex and Processing of Procaspase-8 in this Complex
Published on: August 2, 2021
Computational modelling of LY303511 and TRAIL-induced apoptosis suggests dynamic regulation of cFLIP
Yuan Shi1, Gregory Mellier, Sinong Huang
1Singapore-MIT Alliance, E4-04-10, 4 Engineering Drive 3, Singapore.
Motivation:
TRAIL has been widely studied for the ability to kill cancer cells selectively, but its clinical usefulness has been hindered by the development of resistance. Multiple compounds have been identified that sensitize cancer cells to TRAIL-induced apoptosis. The drug LY303511 (LY30), combined with TRAIL, caused synergistic (greater than additive) killing of multiple cancer cell lines. We used mathematical modelling and ordinary differential equations to represent how LY30 and TRAIL individually affect HeLa cells, and to predict how the combined treatment achieves synergy.
Results:
Model-based predictions were compared with in vitro experiments. The combination treatment model was successful at mimicking the synergistic levels of cell death caused by LY30 and TRAIL combined. However, there were significant failures of the model to mimic upstream activation at early time points, particularly the slope of caspase-8 activation. This flaw in the model led us to perform additional measurements of early caspase-8 activation. Surprisingly, caspase-8 exhibited a transient decrease in activity after LY30 treatment, prior to strong activation. cFLIP, an inhibitor of caspase-8 activation, was up-regulated briefly after 30 min of LY30 treatment, followed by a significant down-regulation over prolonged exposure. A further model suggested that LY30-induced fluctuation of cFLIP might result from tilting the ratio of two key species of reactive oxygen species (ROS), superoxide and hydrogen peroxide. Computational modelling extracted novel biological implications from measured dynamics, identified time intervals with unexplained effects, and clarified the non-monotonic effects of the drug LY30 on cFLIP during cancer cell apoptosis.
Insights
Mathematical modeling revealed that the drug LY303511 (LY30) combined with TRAIL synergistically kills cancer cells. The model identified transient decreases in caspase-8 activation and non-monotonic effects of LY30 on cFLIP, offering new insights into apoptosis.
Area of Science:
- Cancer Biology
- Computational Biology
- Pharmacology
Background:
- Tumor necrosis factor-related apoptosis-inducing ligand (TRAIL) selectively kills cancer cells but faces resistance.
- LY303511 (LY30), a drug candidate, combined with TRAIL, demonstrated synergistic cancer cell killing.
- Understanding the mechanisms of synergistic cell death is crucial for overcoming drug resistance.
Purpose of the Study:
- To model the effects of LY30 and TRAIL on HeLa cells using ordinary differential equations.
- To predict and understand the synergistic cell killing achieved by the combination treatment.
- To investigate discrepancies between model predictions and experimental data regarding early apoptosis signaling.
Main Methods:
- Mathematical modeling using ordinary differential equations.
- In vitro experiments to validate model predictions.
- Measurement of caspase-8 activation dynamics.
- Analysis of c-FLIP expression and reactive oxygen species (ROS) levels.
Main Results:
- The model successfully mimicked synergistic cell death but failed to predict early caspase-8 activation dynamics.
- Caspase-8 showed a transient decrease in activity post-LY30 treatment before activation.
- LY30 induced transient up-regulation followed by down-regulation of c-FLIP, potentially linked to ROS balance.
- Computational modeling provided novel insights into LY30's non-monotonic effects on c-FLIP.
Conclusions:
- Mathematical modeling is a powerful tool for uncovering complex biological dynamics in cancer cell apoptosis.
- LY30 exhibits complex, non-monotonic effects on apoptosis regulators like c-FLIP.
- The study identified previously unobserved transient dynamics in caspase-8 activation, crucial for understanding synergistic cell death.
More Related Videos
10:45Monitoring Cleaved Caspase-3 Activity and Apoptosis of Immortalized Oligodendroglial Cells using Live-cell Imaging and Cleaveable Fluorogenic-dye Substrates Following Potassium-induced Membrane Depolarization
Published on: January 13, 2012
08:47Lighting Up the Pathways to Caspase Activation Using Bimolecular Fluorescence Complementation
Published on: March 5, 2018
Related Concept Videos
The Extrinsic Apoptotic Pathway
The Intrinsic Apoptotic Pathway
Caspases
Interactions Between Signaling Pathways
Convergence and divergence, and cross-talk between signaling pathways
Two distinct signaling pathways can converge on a single functional unit, which may either be a single protein or a complex of proteins. The response is either functionally distinct or synergistic between the two pathways but different from the response...
Cellular Injury V: Apoptosis and Autophagy