Related Experiment Video
Updated: May 2, 2026

Studying TGF-β Signaling and TGF-β-induced Epithelial-to-mesenchymal Transition in Breast Cancer and Normal Cells
Published on: October 27, 2020
Modeling TGF-β in early stages of cancer tissue dynamics
Gianluca Ascolani1, Pietro Liò1
1Computer Laboratory, Cambridge University, Cambridge, United Kingdom.
Abstract:
Recent works have highlighted a double role for the Transforming Growth Factor β (TGF-β): it inhibits cancer in healthy cells and potentiates tumor progression during late stage of tumorigenicity, respectively; therefore it has been termed the "Jekyll and Hyde" of cancer or, alternatively, an "excellent servant but a bad master". It remains unclear how this molecule could have the two opposite behaviours. In this work, we propose a TGF-β multi scale mathematical model at molecular, cellular and tissue scales. The multi scalar behaviours of the TGF-β are described by three coupled models built up together which can approximatively be related to distinct microscopic, mesoscopic, and macroscopic scales, respectively. We first model the dynamics of TGF-β at the single-cell level by taking into account the intracellular and extracellular balance and the autocrine and paracrine behaviour of TGF-β. Then we use the average estimates of the TGF-β from the first model to understand its dynamics in a model of duct breast tissue. Although the cellular model and the tissue model describe phenomena at different time scales, their cumulative dynamics explain the changes in the role of TGF-β in the progression from healthy to pre-tumoral to cancer. We estimate various parameters by using available gene expression datasets. Despite the fact that our model does not describe an explicit tissue geometry, it provides quantitative inference on the stage and progression of breast cancer tissue invasion that could be compared with epidemiological data in literature. Finally in the last model, we investigated the invasion of breast cancer cells in the bone niches and the subsequent disregulation of bone remodeling processes. The bone model provides an effective description of the bone dynamics in healthy and early stages cancer conditions and offers an evolutionary ecological perspective of the dynamics of the competition between cancer and healthy cells.
Insights
Transforming Growth Factor β (TGF-β) has a dual role in cancer, inhibiting it in healthy cells but promoting it in later stages. This study develops a mathematical model to explain TGF-β
Area of Science:
- Mathematical Biology
- Cancer Research
- Systems Biology
Background:
- Transforming Growth Factor β (TGF-β) exhibits a dual role in cancer, acting as both an inhibitor in healthy cells and a promoter in advanced tumors.
- The precise mechanisms underlying TGF-β's opposing functions in cancer progression remain incompletely understood.
Purpose of the Study:
- To develop a multi-scale mathematical model integrating molecular, cellular, and tissue levels to elucidate the dual role of TGF-β in cancer.
- To quantitatively infer the stages and progression of breast cancer invasion and bone remodeling dynamics.
Main Methods:
- A multi-scale mathematical model coupling molecular, cellular, and tissue dynamics of TGF-β.
- Modeling intracellular/extracellular TGF-β balance, autocrine/paracrine signaling at the single-cell level.
- Integrating cell dynamics into a breast tissue model and a bone niche invasion model.
Main Results:
- The model explains TGF-β's changing role across healthy, pre-tumoral, and cancerous states.
- Quantitative inferences on breast cancer invasion stages and progression were derived.
- The bone model effectively describes healthy and early-stage cancer bone dynamics, offering an ecological perspective on cell competition.
Conclusions:
- The multi-scale TGF-β model provides a framework for understanding its complex roles in cancer.
- The model offers quantitative insights into cancer progression and invasion dynamics.
- This approach can be extended to explore therapeutic strategies targeting TGF-β signaling pathways.
Related Concept Videos
TGF - β Signaling Pathway
The Tumor Microenvironment

