Literature DB >> 31862779

Sustained Coevolution in a Stochastic Model of Cancer-Immune Interaction.

Jason T George1,2,3, Herbert Levine1,2,4.   

Abstract

The dynamic interactions between an evolving malignancy and the adaptive immune system generate diverse evolutionary trajectories that ultimately result in tumor clearance or immune escape. Here, we create a simple mathematical model coupling T-cell recognition with an evolving cancer population that may randomly produce evasive subclones, imparting transient protection against the effector T cells. T-cell turnover declines and evasion rates together explained differences in early incidence data across almost all cancer types. Fitting the model to TRACERx evolutionary data argued in favor of substantial and sustained immune pressure exerted upon a developing tumor, suggesting that clinically observed incidence is a small proportion of all cancer initiation events. This dynamical model promises to increase our quantitative understanding of many immune escape contexts, including cancer progression and intracellular pathogenic infections. SIGNIFICANCE: The early cancer-immune interaction sculpts intratumor heterogeneity through the selection of immune-evasive clones. This study provides a mathematical framework for investigating the coevolution between an immune-evasive cancer population and the adaptive immune system. ©2019 American Association for Cancer Research.

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Year:  2019        PMID: 31862779      PMCID: PMC7179478          DOI: 10.1158/0008-5472.CAN-19-2732

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


  40 in total

Review 1.  The speed of change: towards a discontinuity theory of immunity?

Authors:  Thomas Pradeu; Sébastien Jaeger; Eric Vivier
Journal:  Nat Rev Immunol       Date:  2013-09-02       Impact factor: 53.106

Review 2.  Cancer immunoediting: from immunosurveillance to tumor escape.

Authors:  Gavin P Dunn; Allen T Bruce; Hiroaki Ikeda; Lloyd J Old; Robert D Schreiber
Journal:  Nat Immunol       Date:  2002-11       Impact factor: 25.606

3.  A Dynamic Model of Immune Responses to Antigen Presentation Predicts Different Regions of Tumor or Pathogen Elimination.

Authors:  Eduardo D Sontag
Journal:  Cell Syst       Date:  2017-01-26       Impact factor: 10.304

4.  Effects of thymic selection on T cell recognition of foreign and tumor antigenic peptides.

Authors:  Jason T George; David A Kessler; Herbert Levine
Journal:  Proc Natl Acad Sci U S A       Date:  2017-09-05       Impact factor: 11.205

5.  Cancer etiology. Variation in cancer risk among tissues can be explained by the number of stem cell divisions.

Authors:  Cristian Tomasetti; Bert Vogelstein
Journal:  Science       Date:  2015-01-02       Impact factor: 47.728

Review 6.  Targeted agents and immunotherapies: optimizing outcomes in melanoma.

Authors:  Jason J Luke; Keith T Flaherty; Antoni Ribas; Georgina V Long
Journal:  Nat Rev Clin Oncol       Date:  2017-04-04       Impact factor: 66.675

Review 7.  Immuno-oncology: understanding the function and dysfunction of the immune system in cancer.

Authors:  O J Finn
Journal:  Ann Oncol       Date:  2012-09       Impact factor: 32.976

8.  Underwhelming the immune response: effect of slow virus growth on CD8+-T-lymphocyte responses.

Authors:  Gennady Bocharov; Burkhard Ludewig; Antonio Bertoletti; Paul Klenerman; Tobias Junt; Philippe Krebs; Tatyana Luzyanina; Cristophe Fraser; Roy M Anderson
Journal:  J Virol       Date:  2004-03       Impact factor: 5.103

9.  Evasion of tumours from the control of the immune system: consequences of brief encounters.

Authors:  Mohannad Al-Tameemi; Mark Chaplain; Alberto d'Onofrio
Journal:  Biol Direct       Date:  2012-09-25       Impact factor: 4.540

10.  Mutational heterogeneity in cancer and the search for new cancer-associated genes.

Authors:  Michael S Lawrence; Petar Stojanov; Paz Polak; Gregory V Kryukov; Kristian Cibulskis; Andrey Sivachenko; Scott L Carter; Chip Stewart; Craig H Mermel; Steven A Roberts; Adam Kiezun; Peter S Hammerman; Aaron McKenna; Yotam Drier; Lihua Zou; Alex H Ramos; Trevor J Pugh; Nicolas Stransky; Elena Helman; Jaegil Kim; Carrie Sougnez; Lauren Ambrogio; Elizabeth Nickerson; Erica Shefler; Maria L Cortés; Daniel Auclair; Gordon Saksena; Douglas Voet; Michael Noble; Daniel DiCara; Pei Lin; Lee Lichtenstein; David I Heiman; Timothy Fennell; Marcin Imielinski; Bryan Hernandez; Eran Hodis; Sylvan Baca; Austin M Dulak; Jens Lohr; Dan-Avi Landau; Catherine J Wu; Jorge Melendez-Zajgla; Alfredo Hidalgo-Miranda; Amnon Koren; Steven A McCarroll; Jaume Mora; Brian Crompton; Robert Onofrio; Melissa Parkin; Wendy Winckler; Kristin Ardlie; Stacey B Gabriel; Charles W M Roberts; Jaclyn A Biegel; Kimberly Stegmaier; Adam J Bass; Levi A Garraway; Matthew Meyerson; Todd R Golub; Dmitry A Gordenin; Shamil Sunyaev; Eric S Lander; Gad Getz
Journal:  Nature       Date:  2013-06-16       Impact factor: 49.962

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  1 in total

1.  Rapid Assessment of T-Cell Receptor Specificity of the Immune Repertoire.

Authors:  Xingcheng Lin; Jason T George; Nicholas P Schafer; Kevin Ng Chau; Michael E Birnbaum; Cecilia Clementi; José N Onuchic; Herbert Levine
Journal:  Nat Comput Sci       Date:  2021-05-24
  1 in total

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