Prevention of EMT-Mediated Metastasis via Optimal Modulation Strategies for the Dysregulated WNT Pathway Interacting With TGF-β

IF 1.7 4区 工程技术 Q2 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS
Complexity Pub Date : 2025-03-04 DOI:10.1155/cplx/9007322
Sooyoun Choi, Yunil Roh, Yong Dam Jeong, Il Hyo Jung
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引用次数: 0

Abstract

Cancer metastasis is one of the leading causes of death in cancer patients. Dysregulation of the WNT signaling pathway is known to increase the risk of cancer metastasis by leading to excessive accumulation of β-catenin, which activates epithelial–mesenchymal transition (EMT) mechanisms that induce cell motility. Although mono and combination therapies are being developed to prevent metastasis by controlling the abnormally elevated levels of β-catenin, there are limitations in comparing and predicting the treatment effects due to the complexity of cell signaling pathways. In addition, uncertainty exists in determining the optimal combination ratio of each therapy in combination treatments. In this study, we aim to address these challenges by investigating optimal modulation strategies to minimize β-catenin concentration, using a mathematical model that comprehensively describes the interactions between the WNT signaling pathway and transforming growth factor-β (TGF-β) involved in EMT, along with optimal control theory. We analyze the efficacy of monotherapy strategies to prevent the hyperactivation of β-catenin and quantitatively determine the optimal combination ratio for preventing EMT, based on the E-cadherin biomarker as an indicator of EMT. Furthermore, we identify the optimal therapy protocol that minimizes patient burden while maximizing therapeutic efficacy by incorporating considerations of control sequences and delay times. Our findings are expected to not only enhance the understanding of the complex signaling pathways underlying cancer metastasis but also contribute to the development of novel therapeutic approaches.

Abstract Image

通过与TGF-β相互作用的失调WNT通路的最佳调节策略预防emt介导的转移
癌症转移是癌症患者死亡的主要原因之一。众所周知,WNT信号通路的失调会导致β-catenin的过度积累,从而增加癌症转移的风险,β-catenin会激活诱导细胞运动的上皮-间质转化(EMT)机制。尽管通过控制β-catenin的异常升高水平来预防转移的单药和联合治疗正在开发中,但由于细胞信号通路的复杂性,在比较和预测治疗效果方面存在局限性。此外,在确定联合治疗中各疗法的最佳联合比例时,存在不确定性。在本研究中,我们的目标是通过研究最小化β-catenin浓度的最佳调制策略来解决这些挑战,使用一个数学模型,全面描述WNT信号通路与EMT中涉及的转化生长因子-β (TGF-β)之间的相互作用,以及最优控制理论。我们分析了单药治疗策略预防β-catenin过度激活的效果,并基于E-cadherin生物标志物作为EMT的指标,定量确定了预防EMT的最佳组合比例。此外,我们通过考虑控制序列和延迟时间,确定了最大限度地减少患者负担,同时最大限度地提高治疗效果的最佳治疗方案。我们的研究结果不仅有助于加深对癌症转移的复杂信号通路的理解,而且有助于开发新的治疗方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Complexity
Complexity 综合性期刊-数学跨学科应用
CiteScore
5.80
自引率
4.30%
发文量
595
审稿时长
>12 weeks
期刊介绍: Complexity is a cross-disciplinary journal focusing on the rapidly expanding science of complex adaptive systems. The purpose of the journal is to advance the science of complexity. Articles may deal with such methodological themes as chaos, genetic algorithms, cellular automata, neural networks, and evolutionary game theory. Papers treating applications in any area of natural science or human endeavor are welcome, and especially encouraged are papers integrating conceptual themes and applications that cross traditional disciplinary boundaries. Complexity is not meant to serve as a forum for speculation and vague analogies between words like “chaos,” “self-organization,” and “emergence” that are often used in completely different ways in science and in daily life.
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