Mathematics in Medicine Program, Houston Methodist Research Institute, Houston, TX, 77030, USA.
Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY, 10065, USA.
Cell Death Dis. 2022 May 21;13(5):485. doi: 10.1038/s41419-022-04939-x.
We present a multiscale agent-based model of ductal carcinoma in situ (DCIS) to study how key phenotypic and signaling pathways are involved in the early stages of disease progression. The model includes a phenotypic hierarchy, and key endocrine and paracrine signaling pathways, and simulates cancer ductal growth in a 3D lattice-free domain. In particular, by considering stochastic cell dedifferentiation plasticity, the model allows for study of how dedifferentiation to a more stem-like phenotype plays key roles in the maintenance of cancer stem cell populations and disease progression. Through extensive parameter perturbation studies, we have quantified and ranked how DCIS is sensitive to perturbations in several key mechanisms that are instrumental to early disease development. Our studies reveal that long-term maintenance of multipotent stem-like cell niches within the tumor are dependent on cell dedifferentiation plasticity, and that disease progression will become arrested due to dilution of the multipotent stem-like population in the absence of dedifferentiation. We have identified dedifferentiation rates necessary to maintain biologically relevant multipotent cell populations, and also explored quantitative relationships between dedifferentiation rates and disease progression rates, which may potentially help to optimize the efficacy of emerging anti-cancer stem cell therapeutics.
我们提出了一个基于多尺度代理的原位导管癌(DCIS)模型,以研究关键表型和信号通路如何参与疾病进展的早期阶段。该模型包括一个表型层次结构,以及关键的内分泌和旁分泌信号通路,并在无格 3D 域中模拟癌症导管生长。特别是,通过考虑随机细胞去分化可塑性,该模型允许研究去分化为更具干细胞样表型如何在维持癌症干细胞群体和疾病进展中发挥关键作用。通过广泛的参数扰动研究,我们已经量化并对 DCIS 对几种对早期疾病发展至关重要的关键机制的扰动的敏感性进行了排序。我们的研究表明,肿瘤内多能干细胞样细胞龛的长期维持依赖于细胞去分化可塑性,并且如果没有去分化,多能干细胞样群体的稀释将导致疾病进展停滞。我们已经确定了维持具有生物学相关性的多能细胞群体所需的去分化率,并且还探索了去分化率与疾病进展率之间的定量关系,这可能有助于优化新兴的抗癌干细胞治疗的疗效。