Gasior Kelsey, Hauck Marlene, Wilson Alyson, Bhattacharya Sudin
North Carolina State University Biomathematics Program, Cox Hall, 2700 Stinson Dr, Raleigh, NC, 27607, USA.
Present address: University of North Carolina at Chapel Hill Department of Biology, Coker Hall CB #3280, 120 South Rd, Chapel Hill, NC, 27599, USA.
Theor Biol Med Model. 2017 Oct 10;14(1):19. doi: 10.1186/s12976-017-0064-7.
Following the formation of a primary carcinoma, neoplastic cells metastasize by undergoing the epithelial mesenchymal transition (EMT), which is triggered by cues from inflammatory and stromal cells in the microenvironment. EMT allows epithelial cells to lose their highly adhesive nature and instead adopt the spindle-like appearance, as well as the invasive and migratory behavior, of mesenchymal cells. We hypothesize that a bistable switch between the epithelial and mesenchymal phenotypes governs EMT, allowing the cell to maintain its mesenchymal phenotype even after it leaves the primary tumor microenvironment and EMT-inducing extracellular signal.
This work presents a simple mathematical model of EMT, specifically the roles played by four key proteins in the Wnt signaling pathway: Dishevelled (Dvl), E-cadherin, β-catenin, and Slug. The model predicts that following activation of the Wnt pathway, an epithelial cell in the primary carcinoma must attain a threshold level of membrane-bound Dvl to convert to the mesenchymal-like phenotype and maintain that phenotype once it has migrated away from the primary tumor. Furthermore, sensitivity analysis of the model suggests that in both the epithelial and the mesenchymal states, the steady state behavior of E-cadherin and the transcription factor Slug are sensitive to changes in the degradation rate of Slug, while E-cadherin is also sensitive to the IC (half-maximal) concentration of Slug necessary to inhibit E-cadherin production. The steady state behavior of Slug exhibits sensitivity to changes in the rate at which it is induced by β-catenin upon activation of the Wnt pathway. In the presence of sufficient amount of Wnt ligand, E-cadherin levels are sensitive to the ratio of the rate of Slug activation via β-catenin to the IC concentration of Slug necessary to inhibit E-cadherin production.
The sensitivity of E-cadherin to the degradation rate of Slug, as well as the IC concentration of Slug necessary to inhibit E-cadherin production, shows how the adhesive nature of the cell depends on finely-tuned regulation of Slug. By highlighting the role of β-catenin in the activation of EMT and the relationship between E-cadherin and Slug, this model identifies critical parameters of therapeutic concern, such as the threshold level of Dvl necessary to inactivate the GSK-3β complex mediating β-catenin degradation, the rate at which β-catenin translocates to the nucleus, and the IC concentration of Slug needed to inhibit E-cadherin production.
原发性癌形成后,肿瘤细胞通过上皮-间质转化(EMT)发生转移,这一过程由微环境中炎症细胞和基质细胞发出的信号触发。EMT使上皮细胞失去其高度黏附性,转而呈现间充质细胞的纺锤状外观以及侵袭和迁移行为。我们推测上皮和间充质表型之间的双稳态开关控制着EMT,使细胞即使在离开原发性肿瘤微环境和诱导EMT的细胞外信号后仍能维持其间充质表型。
本研究提出了一个关于EMT的简单数学模型,特别关注Wnt信号通路中四种关键蛋白的作用:散乱蛋白(Dvl)、E-钙黏蛋白、β-连环蛋白和锌指蛋白Slug。该模型预测,在Wnt通路激活后,原发性癌中的上皮细胞必须达到膜结合Dvl的阈值水平才能转化为间充质样表型,并在其从原发性肿瘤迁移后维持该表型。此外,对该模型进行的敏感性分析表明,在上皮和间充质状态下,E-钙黏蛋白和转录因子Slug的稳态行为对Slug降解速率的变化敏感,而E-钙黏蛋白对抑制E-钙黏蛋白产生所需的Slug的IC(半数最大)浓度也敏感。Slug的稳态行为对Wnt通路激活时其由β-连环蛋白诱导的速率变化敏感。在存在足够量Wnt配体的情况下,E-钙黏蛋白水平对通过β-连环蛋白激活Slug的速率与抑制E-钙黏蛋白产生所需的Slug的IC浓度之比敏感。
E-钙黏蛋白对Slug降解速率以及抑制E-钙黏蛋白产生所需的Slug的IC浓度的敏感性,表明细胞的黏附特性如何依赖于对Slug的精细调节。通过强调β-连环蛋白在激活EMT中的作用以及E-钙黏蛋白与Slug之间的关系,该模型确定了治疗关注的关键参数,如使介导β-连环蛋白降解的糖原合成酶激酶-3β复合物失活所需的Dvl阈值水平、β-连环蛋白转运至细胞核的速率以及抑制E-钙黏蛋白产生所需的Slug的IC浓度。