Department of Systems Biology and Bioinformatics, University of Rostock, 18051, Rostock, Germany.
Institute of Mechanics and Biomechanics-BAS, Acad. G. Bonchev Str., Bl. 4, 1113, Sofia, Bulgaria.
Bull Math Biol. 2018 Feb;80(2):360-384. doi: 10.1007/s11538-017-0378-y. Epub 2017 Dec 7.
Mathematical modeling of cell differentiated in colonic crypts can contribute to a better understanding of basic mechanisms underlying colonic tissue organization, but also its deregulation during carcinogenesis and tumor progression. Here, we combined bifurcation analysis to assess the effect that time delay has in the complex interplay of stem cells and semi-differentiated cells at the niche of colonic crypts, and systematic model perturbation and simulation to find model-based phenotypes linked to cancer progression. The models suggest that stem cell and semi-differentiated cell population dynamics in colonic crypts can display chaotic behavior. In addition, we found that clinical profiling of colorectal cancer correlates with the in silico phenotypes proposed by the mathematical model. Further, potential therapeutic targets for chemotherapy resistant phenotypes are proposed, which in any case will require experimental validation.
肠道隐窝中分化细胞的数学建模有助于更好地理解肠道组织形成的基本机制,还能帮助理解癌变和肿瘤进展过程中的组织失调。在这里,我们将分支分析与系统模型干扰和模拟结合起来,以评估时间延迟对肠道隐窝龛位中干细胞和半分化细胞复杂相互作用的影响,并找到与癌症进展相关的基于模型的表型。模型表明,肠道隐窝中的干细胞和半分化细胞群体动力学可能呈现出混沌行为。此外,我们发现结直肠癌的临床分析与数学模型提出的计算机表型相关。此外,还提出了针对化疗耐药表型的潜在治疗靶点,但无论如何都需要进行实验验证。