4.4 Article

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

Journal

JOURNAL OF THEORETICAL BIOLOGY
Volume 524, Issue -, Pages -

Publisher

ACADEMIC PRESS LTD- ELSEVIER SCIENCE LTD
DOI: 10.1016/j.jtbi.2021.110733

Keywords

Extracellular matrix; Invasion; Basement membrane; Cellular Potts model

Funding

  1. Wellcome Trust/DBT India Alliance Fellowship/Grant [IA/I/17/2/503312]
  2. DBT [BT/PR26526/GET/119/92/2017]
  3. SERB [ECR/2015/000280]

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This study used a computational model to investigate the invasion behavior of malignant epithelial tumor cells in different microenvironments, revealing at least four distinct invasive states. These states were found to be specified by different input signatures of proliferation, adhesion, and extracellular matrix remodeling, and specific input perturbations allowed transitions between the clusters, highlighting variations in the robustness between invasive states. This systems-level approach provides quantitative insights into how the diversity in extracellular matrix microenvironments may influence invasion into diverse phenotypic modes during early dissemination of breast cancer, contributing to tumor heterogeneity.
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. (C) 2021 Published by Elsevier Ltd.

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