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基质黏附和重塑使癌症在不同空间尺度上的侵袭模式多样化。

Matrix adhesion and remodeling diversifies modes of cancer invasion across spatial scales.

机构信息

Department of Molecular Reproduction, Development and Genetics, Indian Institute of Science, Bangalore 560012, India; Centre for BioSystems Science and Engineering, Indian Institute of Science, Bangalore 560012, India.

Centre for BioSystems Science and Engineering, Indian Institute of Science, Bangalore 560012, India.

出版信息

J Theor Biol. 2021 Sep 7;524:110733. doi: 10.1016/j.jtbi.2021.110733. Epub 2021 Apr 30.

Abstract

The metastasis of malignant epithelial tumors begins with the egress of transformed cells from the confines of their basement membrane (BM) to their surrounding collagen-rich stroma. Invasion can be morphologically diverse: when breast cancer cells are separately cultured within BM-like matrix, collagen I (Coll I), or a combination of both, they exhibit collective-, dispersed mesenchymal-, and a mixed collective-dispersed (multimodal)- invasion, respectively. In this paper, we asked how distinct these invasive modes are with respect to the cellular and microenvironmental cues that drive them. A rigorous computational exploration of invasion was performed within an experimentally motivated Cellular Potts-based modeling environment. The model comprised of adhesive interactions between cancer cells, BM- and Coll I-like extracellular matrix (ECM), and reaction-diffusion-based remodeling of ECM. The model outputs were parameters cognate to dispersed- and collective- invasion. A clustering analysis of the output distribution curated through a careful examination of subsumed phenotypes suggested at least four distinct invasive states: dispersed, papillary-collective, bulk-collective, and multimodal, in addition to an indolent/non-invasive state. Mapping input values to specific output clusters suggested that each of these invasive states are specified by distinct input signatures of proliferation, adhesion and ECM remodeling. In addition, specific input perturbations allowed transitions between the clusters and revealed the variation in the robustness between the invasive states. Our systems-level approach proffers quantitative insights into how the diversity in ECM microenvironments may steer invasion into diverse phenotypic modes during early dissemination of breast cancer and contributes to tumor heterogeneity.

摘要

恶性上皮肿瘤的转移始于转化细胞从基底膜(BM)的限制中逸出,进入周围富含胶原蛋白的基质。侵袭在形态上可能多种多样:当乳腺癌细胞分别在 BM 样基质、胶原 I(Coll I)或两者的组合中单独培养时,它们分别表现出集体、分散的间质和混合的集体-分散(多模态)侵袭。在本文中,我们询问了这些侵袭模式在驱动它们的细胞和微环境线索方面有何不同。在一个基于实验启发的细胞 Potts 建模环境中,对侵袭进行了严格的计算探索。该模型由癌细胞、BM 和 Coll I 样细胞外基质(ECM)之间的粘附相互作用以及基于反应扩散的 ECM 重塑组成。模型输出是与分散和集体侵袭相关的参数。通过仔细检查包含的表型对输出分布进行聚类分析表明,除了惰性/非侵袭性状态外,至少还有四种不同的侵袭状态:分散、乳头状集体、块状集体和多模态。将输入值映射到特定的输出簇表明,这些侵袭状态中的每一种都是由增殖、粘附和 ECM 重塑的独特输入特征指定的。此外,特定的输入扰动允许在簇之间进行转换,并揭示了侵袭状态之间的稳健性变化。我们的系统级方法提供了定量的见解,说明 ECM 微环境的多样性如何在乳腺癌早期传播过程中引导侵袭进入不同的表型模式,并促进肿瘤异质性。

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