Dedifferentiation-mediated stem cell niche maintenance in early-stage ductal carcinoma in situ progression: insights from a multiscale modeling study

被引:2
|
作者
Butner, Joseph D. [1 ]
Dogra, Prashant [1 ,2 ]
Chung, Caroline [3 ]
Ruiz-Ramirez, Javier [1 ]
Nizzero, Sara [1 ]
Plodinec, Marija [4 ,5 ]
Li, Xiaoxian [6 ]
Pan, Ping-Ying [7 ,8 ]
Chen, Shu-hsia [2 ,7 ,8 ]
Cristini, Vittorio [1 ,9 ,10 ]
Ozpolat, Bulent [11 ]
Calin, George A. [12 ]
Wang, Zhihui [1 ,2 ,8 ]
机构
[1] Houston Methodist Res Inst, Math Med Program, Houston, TX 77030 USA
[2] Weill Cornell Med, Dept Physiol & Biophys, New York, NY 10065 USA
[3] Univ Texas MD Anderson Canc Ctr, Dept Radiat Oncol, Houston, TX 77030 USA
[4] Univ Basel, Biozentrum, CH-4056 Basel, Switzerland
[5] Univ Basel, Swiss Nanosci Inst, CH-4056 Basel, Switzerland
[6] Emory Univ, Sch Med, Dept Pathol & Lab Med, Atlanta, GA 30322 USA
[7] Houston Methodist Res Inst, Immunotherapy Res Ctr, Houston, TX 77030 USA
[8] Houston Methodist Res Inst, Neal Canc Ctr, Houston, TX 77030 USA
[9] Univ Texas MD Anderson Canc Ctr, Dept Imaging Phys, Houston, TX 77230 USA
[10] Weill Cornell Med, Grad Sch Med Sci, Physiol Biophys & Syst Biol Program, New York, NY 10065 USA
[11] Univ Texas MD Anderson Canc Ctr, Dept Expt Therapeut, Houston, TX 77030 USA
[12] Univ Texas MD Anderson Canc Ctr, Dept Translat Mol Pathol, Houston, TX 77030 USA
基金
美国国家科学基金会; 美国国家卫生研究院;
关键词
PLASTICITY;
D O I
10.1038/s41419-022-04939-x
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
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.
引用
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页数:10
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