Exploring Ductal Carcinoma In-Situ to Invasive Ductal Carcinoma Transitions Using Energy Minimization Principles

被引:0
|
作者
Sheraton, Vivek M. [1 ,2 ,3 ]
Ma, Shijun [4 ]
机构
[1] Nanyang Technol Univ, Interdisciplinary Grad Sch, HEALTHTECH NTU, Singapore, Singapore
[2] Univ Amsterdam, Inst Adv Study, Amsterdam, Netherlands
[3] UMC Locat Univ Amsterdam, Ctr Expt & Mol Med, Amsterdam, Netherlands
[4] Nanyang Technol Univ, Sch Chem & Biomed Engn, Singapore, Singapore
来源
COMPUTATIONAL SCIENCE - ICCS 2022, PT I | 2022年
关键词
Glazier-Graner-Hogeweg model; BRCA1; Ductal morphologies; BREAST-CANCER; DNA-DAMAGE; CELL-CYCLE; DCIS; ASSOCIATION; EXPRESSION; MODELS; REPAIR;
D O I
10.1007/978-3-031-08751-6_27
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Ductal carcinoma in-situ (DCIS) presents a risk of transformation to malignant intraductal carcinoma (IDC) of the breast. Three tumor suppressor genes RB, BRCA1 and TP53 are critical in curtailing the progress of DCIS to IDC. The complex transition process from DCIS to IDC involves acquisition of intracellular genomic aberrations and consequent changes in phenotypic characteristics and protein expression level of the cells. The spatiotemporal dynamics associated with breech of epithelial basement membrane and subsequent invasion of stromal tissues during the transition is less understood. We explore the emergence of invasive behavior in benign tumors, emanating from altered expression levels of the three critical genes. A multiscale mechanistic model based on Glazier-Graner-Hogeweg method-based modelling (GGH) is used to unravel the phenotypical and biophysical dynamics promoting the invasive nature of DCIS. Ductal morphologies including comedo, hyperplasia and DCIS, evolve spontaneously from the interplay between the gene activity parameters in the simulations. The spatiotemporal model elucidates the cause-and-effect relationship between cell-level biological signaling and tissue-level biophysical response in the ductal microenvironment. The model predicts that BRCA1 mutations will act as a facilitator for DCIS to IDC transitions while mutations in RB act as initiator of such transitions.
引用
收藏
页码:375 / 388
页数:14
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