Department of Chemistry, State University of New York at Stony Brook, Stony Brook, New York, United States of America.
Department of Physics and Astronomy, State University of New York at Stony Brook, Stony Brook, New York, United States of America.
PLoS Comput Biol. 2021 Nov 9;17(11):e1009596. doi: 10.1371/journal.pcbi.1009596. eCollection 2021 Nov.
Cancer reflects the dysregulation of the underlying gene network, which is strongly related to the 3D genome organization. Numerous efforts have been spent on experimental characterizations of the structural alterations in cancer genomes. However, there is still a lack of genomic structural-level understanding of the temporal dynamics for cancer initiation and progression. Here, we use a landscape-switching model to investigate the chromosome structural transition during the cancerization and reversion processes. We find that the chromosome undergoes a non-monotonic structural shape-changing pathway with initial expansion followed by compaction during both of these processes. Furthermore, our analysis reveals that the chromosome with a more expanding structure than those at both the normal and cancer cell during cancerization exhibits a sparse contact pattern, which shows significant structural similarity to the one at the embryonic stem cell in many aspects, including the trend of contact probability declining with the genomic distance, the global structural shape geometry and the spatial distribution of loci on the chromosome. In light of the intimate structure-function relationship at the chromosomal level, we further describe the cell state transition processes by the chromosome structural changes, suggesting an elevated cell stemness during the formation of the cancer cells. We show that cell cancerization and reversion are highly irreversible processes in terms of the chromosome structural transition pathways, spatial repositioning of chromosomal loci and hysteresis loop of contact evolution analysis. Our model draws a molecular-scale picture of cell cancerization from the chromosome structural perspective. The process contains initial reprogramming towards the stem cell followed by the differentiation towards the cancer cell, accompanied by an initial increase and subsequent decrease of the cell stemness.
癌症反映了底层基因网络的失调,这与 3D 基因组组织密切相关。人们已经投入了大量的努力来对癌症基因组中的结构改变进行实验表征。然而,对于癌症起始和进展的基因组结构水平的动态变化,仍然缺乏了解。在这里,我们使用一个景观切换模型来研究癌症化和逆转过程中染色体的结构转换。我们发现,在这两个过程中,染色体经历了一个非单调的结构形状变化途径,最初是扩张,然后是紧缩。此外,我们的分析表明,在癌症化过程中,与正常细胞和癌细胞相比,染色体具有更多的扩张结构,表现出稀疏的接触模式,在许多方面与胚胎干细胞的结构具有显著的相似性,包括接触概率随基因组距离下降的趋势、全局结构形状几何和染色体上基因座的空间分布。鉴于染色体水平上的结构-功能关系密切,我们通过染色体结构变化进一步描述了细胞状态的转变过程,表明在癌细胞形成过程中,细胞的干细胞特性增加。我们表明,从染色体结构的角度来看,细胞癌症化和逆转是高度不可逆的过程,涉及染色体结构转变途径、染色体基因座的空间重新定位和接触进化分析的滞后环。我们的模型从染色体结构的角度描绘了细胞癌症化的分子尺度图像。该过程包含初始的重编程,向干细胞方向发展,然后向癌细胞方向分化,伴随着细胞干细胞特性的最初增加和随后的减少。