Literature DB >> 28681151

Three-Dimensional Spatiotemporal Modeling of Colon Cancer Organoids Reveals that Multimodal Control of Stem Cell Self-Renewal is a Critical Determinant of Size and Shape in Early Stages of Tumor Growth.

Huaming Yan1, Anna Konstorum2, John S Lowengrub3.   

Abstract

We develop a three-dimensional multispecies mathematical model to simulate the growth of colon cancer organoids containing stem, progenitor and terminally differentiated cells, as a model of early (prevascular) tumor growth. Stem cells (SCs) secrete short-range self-renewal promoters (e.g., Wnt) and their long-range inhibitors (e.g., Dkk) and proliferate slowly. Committed progenitor (CP) cells proliferate more rapidly and differentiate to produce post-mitotic terminally differentiated cells that release differentiation promoters, forming negative feedback loops on SC and CP self-renewal. We demonstrate that SCs play a central role in normal and cancer colon organoids. Spatial patterning of the SC self-renewal promoter gives rise to SC clusters, which mimic stem cell niches, around the organoid surface, and drive the development of invasive fingers. We also study the effects of externally applied signaling factors. Applying bone morphogenic proteins, which inhibit SC and CP self-renewal, reduces invasiveness and organoid size. Applying hepatocyte growth factor, which enhances SC self-renewal, produces larger sizes and enhances finger development at low concentrations but suppresses fingers at high concentrations. These results are consistent with recent experiments on colon organoids. Because many cancers are hierarchically organized and are subject to feedback regulation similar to that in normal tissues, our results suggest that in cancer, control of cancer stem cell self-renewal should influence the size and shape in similar ways, thereby opening the door to novel therapies.

Entities:  

Keywords:  Brain tumors; Cancer stem cells; Cancer therapies; Feedback regulation; Mathematical modeling

Mesh:

Year:  2017        PMID: 28681151      PMCID: PMC5756149          DOI: 10.1007/s11538-017-0294-1

Source DB:  PubMed          Journal:  Bull Math Biol        ISSN: 0092-8240            Impact factor:   1.758


  78 in total

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Authors:  Kyeung Min Joo; Juyoun Jin; Eunhee Kim; Kang Ho Kim; Yonghyun Kim; Bong Gu Kang; Youn-Jung Kang; Justin D Lathia; Kwang Ho Cheong; Paul H Song; Hyunggee Kim; Ho Jun Seol; Doo-Sik Kong; Jung-Il Lee; Jeremy N Rich; Jeongwu Lee; Do-Hyun Nam
Journal:  Cancer Res       Date:  2012-05-22       Impact factor: 12.701

2.  Nonlinear modelling of cancer: bridging the gap between cells and tumours.

Authors:  J S Lowengrub; H B Frieboes; F Jin; Y-L Chuang; X Li; P Macklin; S M Wise; V Cristini
Journal:  Nonlinearity       Date:  2010

Review 3.  Mechanisms of drug resistance in cancer chemotherapy.

Authors:  Y A Luqmani
Journal:  Med Princ Pract       Date:  2005       Impact factor: 1.927

4.  A multiphase model for three-dimensional tumor growth.

Authors:  G Sciumè; S Shelton; Wg Gray; Ct Miller; F Hussain; M Ferrari; P Decuzzi; Ba Schrefler
Journal:  New J Phys       Date:  2013-01       Impact factor: 3.729

5.  The hypoxic microenvironment maintains glioblastoma stem cells and promotes reprogramming towards a cancer stem cell phenotype.

Authors:  John M Heddleston; Zhizhong Li; Roger E McLendon; Anita B Hjelmeland; Jeremy N Rich
Journal:  Cell Cycle       Date:  2009-10-03       Impact factor: 4.534

6.  The Wnt signaling inhibitor dickkopf-1 is required for reentry into the cell cycle of human adult stem cells from bone marrow.

Authors:  Carl A Gregory; Harpreet Singh; Anthony S Perry; Darwin J Prockop
Journal:  J Biol Chem       Date:  2003-05-09       Impact factor: 5.157

Review 7.  Adenomatous polyposis coli (APC): a multi-functional tumor suppressor gene.

Authors:  Koji Aoki; Makoto M Taketo
Journal:  J Cell Sci       Date:  2007-10-01       Impact factor: 5.285

8.  Acute and fractionated irradiation differentially modulate glioma stem cell division kinetics.

Authors:  Xuefeng Gao; J Tyson McDonald; Lynn Hlatky; Heiko Enderling
Journal:  Cancer Res       Date:  2012-12-26       Impact factor: 12.701

9.  Hepatocyte growth factor/scatter factor induces a variety of tissue-specific morphogenic programs in epithelial cells.

Authors:  V Brinkmann; H Foroutan; M Sachs; K M Weidner; W Birchmeier
Journal:  J Cell Biol       Date:  1995-12       Impact factor: 10.539

10.  Regulation of stem cell self-renewal and differentiation by Wnt and Notch are conserved throughout the adenoma-carcinoma sequence in the colon.

Authors:  Pramudita Ramadhina Prasetyanti; Cheryl Doreen Zimberlin; Michael Bots; Louis Vermeulen; Felipe De Sousa E Melo; Jan Paul Medema
Journal:  Mol Cancer       Date:  2013-10-21       Impact factor: 27.401

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  5 in total

Review 1.  Mathematical Models of Organoid Cultures.

Authors:  Sandra Montes-Olivas; Lucia Marucci; Martin Homer
Journal:  Front Genet       Date:  2019-09-19       Impact factor: 4.599

2.  Morphophenotypic classification of tumor organoids as an indicator of drug exposure and penetration potential.

Authors:  Aleksandra Karolak; Sharan Poonja; Katarzyna A Rejniak
Journal:  PLoS Comput Biol       Date:  2019-07-16       Impact factor: 4.475

3.  Data Driven Mathematical Model of Colon Cancer Progression.

Authors:  Arkadz Kirshtein; Shaya Akbarinejad; Wenrui Hao; Trang Le; Sumeyye Su; Rachel A Aronow; Leili Shahriyari
Journal:  J Clin Med       Date:  2020-12-05       Impact factor: 4.241

Review 4.  Making human pancreatic islet organoids: Progresses on the cell origins, biomaterials and three-dimensional technologies.

Authors:  Lai Jiang; Yiru Shen; Yajing Liu; Lei Zhang; Wei Jiang
Journal:  Theranostics       Date:  2022-01-03       Impact factor: 11.556

5.  Simulations of tumor growth and response to immunotherapy by coupling a spatial agent-based model with a whole-patient quantitative systems pharmacology model.

Authors:  Alvaro Ruiz-Martinez; Chang Gong; Hanwen Wang; Richard J Sové; Haoyang Mi; Holly Kimko; Aleksander S Popel
Journal:  PLoS Comput Biol       Date:  2022-07-22       Impact factor: 4.779

  5 in total

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