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Updated: Jan 9, 2026

Author Spotlight: Understanding Cytokine-Induced Cell Death in Intestinal Epithelial Cells Using Human Organoids
Published on: August 2, 2024
Mathematical modeling and sensitivity analysis of the integrated TNFα-mediated apoptotic pathway for identifying key
1Bioprocessing Technology Institute, Agency for Science, Technology and Research (A*STAR), 20 Biopolis Way, #06-01, Centros, Singapore 138668, Singapore. geoffrey_koh@bti.a-star.edu.sg
Abstract:
TNFα-mediated apoptosis is one of the complex and tightly regulated cellular processes as it involves the activation of both pro- and anti-apoptotic signaling pathways. Thus, it is important to elucidate the molecular players of this process and their dynamics in order to gain an in-depth understanding of the mechanisms underlying apoptosis. To this end, we proposed an integrated model of TNFα-mediated apoptosis pathway in Type I cells, formulated based on the principles of mass action kinetics. The model includes major apoptotic modules-the extrinsic and intrinsic pathways, the NFκB survival signaling and various regulatory mechanisms. We performed simulations and sensitivity analyses to study the role of NFκB pathway in regulating apoptosis, and identified IAP as one of the more potent regulators of apoptosis.
Insights
This study models tumor necrosis factor-alpha (TNFα)-mediated apoptosis, revealing the NFκB pathway
Area of Science:
- Cellular biology
- Molecular biology
- Systems biology
Background:
- Tumor necrosis factor-alpha (TNFα)-mediated apoptosis is a complex, regulated cellular process.
- Understanding the molecular dynamics of apoptotic signaling pathways is crucial for comprehending cell death mechanisms.
Purpose of the Study:
- To develop an integrated mathematical model of TNFα-mediated apoptosis in Type I cells.
- To investigate the regulatory roles of key signaling pathways, including NFκB, in apoptosis.
Main Methods:
- Formulation of a mathematical model based on mass action kinetics.
- Inclusion of extrinsic and intrinsic apoptotic pathways, NFκB survival signaling, and regulatory mechanisms.
- Computational simulations and sensitivity analyses were performed.
Main Results:
- The model simulates TNFα-mediated apoptosis dynamics.
- Sensitivity analyses identified key regulatory components.
- The NFκB pathway's role in regulating apoptosis was elucidated.
Conclusions:
- The integrated model provides insights into TNFα-mediated apoptosis.
- NFκB signaling significantly influences apoptotic outcomes.
- Inhibitor of Apoptosis Proteins (IAPs) emerged as potent regulators of apoptosis.
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