Literature DB >> 28923860

In Silico Modeling of Immunotherapy and Stroma-Targeting Therapies in Human Colorectal Cancer.

Jakob Nikolas Kather1,2,3, Jan Poleszczuk4, Meggy Suarez-Carmona1,3, Johannes Krisam5, Pornpimol Charoentong1,3, Nektarios A Valous1,3, Cleo-Aron Weis6, Luca Tavernar7,8, Florian Leiss9, Esther Herpel7,8, Fee Klupp10, Alexis Ulrich10, Martin Schneider10, Alexander Marx6, Dirk Jäger1,2,3, Niels Halama11,2,3.   

Abstract

Despite the fact that the local immunological microenvironment shapes the prognosis of colorectal cancer, immunotherapy has shown no benefit for the vast majority of colorectal cancer patients. A better understanding of the complex immunological interplay within the microenvironment is required. In this study, we utilized wet lab migration experiments and quantitative histological data of human colorectal cancer tissue samples (n = 20) including tumor cells, lymphocytes, stroma, and necrosis to generate a multiagent spatial model. The resulting data accurately reflected a wide range of situations of successful and failed immune surveillance. Validation of simulated tissue outcomes on an independent set of human colorectal cancer specimens (n = 37) revealed the model recapitulated the spatial layout typically found in human tumors. Stroma slowed down tumor growth in a lymphocyte-deprived environment but promoted immune escape in a lymphocyte-enriched environment. A subgroup of tumors with less stroma and high numbers of immune cells showed high rates of tumor control. These findings were validated using data from colorectal cancer patients (n = 261). Low-density stroma and high lymphocyte levels showed increased overall survival (hazard ratio 0.322, P = 0.0219) as compared with high stroma and high lymphocyte levels. To guide immunotherapy in colorectal cancer, simulation of immunotherapy in preestablished tumors showed that a complex landscape with optimal stroma permeabilization and immune cell activation is able to markedly increase therapy response in silico These results can help guide the rational design of complex therapeutic interventions, which target the colorectal cancer microenvironment. Cancer Res; 77(22); 6442-52. ©2017 AACR. ©2017 American Association for Cancer Research.

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Year:  2017        PMID: 28923860     DOI: 10.1158/0008-5472.CAN-17-2006

Source DB:  PubMed          Journal:  Cancer Res        ISSN: 0008-5472            Impact factor:   12.701


  27 in total

1.  Modeling heterogeneous tumor growth dynamics and cell-cell interactions at single-cell and cell-population resolution.

Authors:  Leonard A Harris; Samantha Beik; Patricia M M Ozawa; Lizandra Jimenez; Alissa M Weaver
Journal:  Curr Opin Syst Biol       Date:  2019-09-16

Review 2.  OX40 as a novel target for the reversal of immune escape in colorectal cancer.

Authors:  Lin-Hai Yan; Xiao-Liang Liu; Si-Si Mo; Di Zhang; Xian-Wei Mo; Wei-Zhong Tang
Journal:  Am J Transl Res       Date:  2021-03-15       Impact factor: 4.060

Review 3.  The theory of tumor ecosystem.

Authors:  Xueman Chen; Erwei Song
Journal:  Cancer Commun (Lond)       Date:  2022-06-01

4.  Integrating digital pathology and mathematical modelling to predict spatial biomarker dynamics in cancer immunotherapy.

Authors:  L G Hutchinson; O Grimm
Journal:  NPJ Digit Med       Date:  2022-07-12

5.  A generalizable data-driven multicellular model of pancreatic ductal adenocarcinoma.

Authors:  Boris Aguilar; David L Gibbs; David J Reiss; Mark McConnell; Samuel A Danziger; Andrew Dervan; Matthew Trotter; Douglas Bassett; Robert Hershberg; Alexander V Ratushny; Ilya Shmulevich
Journal:  Gigascience       Date:  2020-07-01       Impact factor: 6.524

Review 6.  Colorectal Cancers: An Update on Their Molecular Pathology.

Authors:  Kentaro Inamura
Journal:  Cancers (Basel)       Date:  2018-01-20       Impact factor: 6.639

7.  Topography of cancer-associated immune cells in human solid tumors.

Authors:  Jakob Nikolas Kather; Meggy Suarez-Carmona; Pornpimol Charoentong; Cleo-Aron Weis; Daniela Hirsch; Peter Bankhead; Marcel Horning; Dyke Ferber; Ivan Kel; Esther Herpel; Sarah Schott; Inka Zörnig; Jochen Utikal; Alexander Marx; Timo Gaiser; Herrmann Brenner; Jenny Chang-Claude; Michael Hoffmeister; Dirk Jäger; Niels Halama
Journal:  Elife       Date:  2018-09-04       Impact factor: 8.140

8.  Modeling triple-negative breast cancer heterogeneity: Effects of stromal macrophages, fibroblasts and tumor vasculature.

Authors:  Kerri-Ann Norton; Kideok Jin; Aleksander S Popel
Journal:  J Theor Biol       Date:  2018-05-08       Impact factor: 2.691

9.  Data Driven Mathematical Model of FOLFIRI Treatment for Colon Cancer.

Authors:  Aparajita Budithi; Sumeyye Su; Arkadz Kirshtein; Leili Shahriyari
Journal:  Cancers (Basel)       Date:  2021-05-27       Impact factor: 6.639

Review 10.  Spatial architecture of the immune microenvironment orchestrates tumor immunity and therapeutic response.

Authors:  Tong Fu; Lei-Jie Dai; Song-Yang Wu; Yi Xiao; Ding Ma; Yi-Zhou Jiang; Zhi-Ming Shao
Journal:  J Hematol Oncol       Date:  2021-06-25       Impact factor: 17.388

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