A computational model for investigating the evolution of colonic crypts during Lynch syndrome carcinogenesis

Saskia Haupt, Nils Gleim, Aysel Ahadova, Hendrik Bläker, Magnus von Knebel Doeberitz, Matthias Kloor, Vincent Heuveline
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Abstract

Lynch syndrome (LS), the most common inherited colorectal cancer (CRC) syndrome, increases the cancer risk in affected individuals. LS is caused by pathogenic germline variants in one of the DNA mismatch repair (MMR) genes, complete inactivation of which causes numerous mutations in affected cells. As CRC is believed to originate in colonic crypts, understanding the intra-crypt dynamics caused by mutational processes is essential for a complete picture of LS CRC and may have significant implications for cancer prevention.

We propose a computational model describing the evolution of colonic crypts during LS carcinogenesis. Extending existing modeling approaches for the non-Lynch scenario, we incorporated MMR deficiency and implemented recent experimental data demonstrating that somatic CTNNB1 mutations are common drivers of LS-associated CRCs, if affecting both alleles of the gene. Further, we simulated the effect of different mutations on the entire crypt, distinguishing non-transforming and transforming mutations.

As an example, we analyzed the spread of mutations in the genes APC and CTNNB1, which are frequently mutated in LS tumors, as well as of MMR deficiency itself. We quantified each mutation's potential for monoclonal conversion and investigated the influence of the cell location and of stem cell dynamics on mutation spread.

The in silico experiments underline the importance of stem cell dynamics for the overall crypt evolution. Further, simulating different mutational processes is essential in LS since mutations without survival advantages (the MMR deficiency-inducing second hit) play a key role. The effect of other mutations can be simulated with the proposed model. Our results provide first mathematical clues towards more effective surveillance protocols for LS carriers.

Abstract Image

研究Lynch综合征癌变过程中结肠隐窝进化的计算模型
Lynch综合征(LS)是最常见的遗传性结直肠癌(CRC)综合征,它会增加受影响个体的癌症风险。LS是由一种DNA错配修复(MMR)基因的致病性种系变异引起的,该基因的完全失活导致受影响细胞发生大量突变。由于CRC被认为起源于结肠隐窝,了解突变过程引起的隐窝内动力学对于全面了解LS CRC至关重要,并可能对癌症预防具有重要意义。我们提出了一个计算模型来描述LS癌变过程中结肠隐窝的进化。将现有的建模方法扩展到非lynch情景,我们纳入了MMR缺陷,并实施了最近的实验数据,证明体细胞CTNNB1突变是ls相关crc的常见驱动因素,如果影响该基因的两个等位基因。此外,我们模拟了不同突变对整个隐窝的影响,区分了非转化突变和转化突变。作为一个例子,我们分析了在LS肿瘤中经常发生突变的基因APC和CTNNB1的突变传播,以及MMR缺陷本身。我们量化了每个突变的单克隆转化潜力,并研究了细胞位置和干细胞动力学对突变传播的影响。计算机实验强调了干细胞动力学对整个隐窝进化的重要性。此外,模拟不同的突变过程对LS至关重要,因为没有生存优势的突变(MMR缺陷诱导的二次命中)起着关键作用。其他突变的影响可以用所提出的模型来模拟。我们的结果为LS携带者更有效的监测协议提供了第一个数学线索。
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
CiteScore
2.80
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