Literature DB >> 28585066

Modeling the Dichotomy of the Immune Response to Cancer: Cytotoxic Effects and Tumor-Promoting Inflammation.

Kathleen P Wilkie1,2, Philip Hahnfeldt3.   

Abstract

Although the immune response is often regarded as acting to suppress tumor growth, it is now clear that it can be both stimulatory and inhibitory. The interplay between these competing influences has complex implications for tumor development, cancer dormancy, and immunotherapies. In fact, early immunotherapy failures were partly due to a lack in understanding of the nonlinear growth dynamics these competing immune actions may cause. To study this biological phenomenon theoretically, we construct a minimally parameterized framework that incorporates all aspects of the immune response. We combine the effects of all immune cell types, general principles of self-limited logistic growth, and the physical process of inflammation into one quantitative setting. Simulations suggest that while there are pro-tumor or antitumor immunogenic responses characterized by larger or smaller final tumor volumes, respectively, each response involves an initial period where tumor growth is stimulated beyond that of growth without an immune response. The mathematical description is non-identifiable which allows an ensemble of parameter sets to capture inherent biological variability in tumor growth that can significantly alter tumor-immune dynamics and thus treatment success rates. The ability of this model to predict non-intuitive yet clinically observed patterns of immunomodulated tumor growth suggests that it may provide a means to help classify patient response dynamics to aid identification of appropriate treatments exploiting immune response to improve tumor suppression, including the potential attainment of an immune-induced dormant state.

Entities:  

Keywords:  Cancer modeling; Immunoediting; Ordinary differential equations; Theoretical cancer immunology; Tumor–immune dynamics

Mesh:

Substances:

Year:  2017        PMID: 28585066      PMCID: PMC5611811          DOI: 10.1007/s11538-017-0291-4

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


  47 in total

1.  Cancer: an inflammatory link.

Authors:  Fran Balkwill; Lisa M Coussens
Journal:  Nature       Date:  2004-09-23       Impact factor: 49.962

2.  Data-driven modelling of receptor tyrosine kinase signalling networks quantifies receptor-specific potencies of PI3K- and Ras-dependent ERK activation.

Authors:  Murat Cirit; Jason M Haugh
Journal:  Biochem J       Date:  2012-01-01       Impact factor: 3.857

Review 3.  Immunity, inflammation, and cancer.

Authors:  Sergei I Grivennikov; Florian R Greten; Michael Karin
Journal:  Cell       Date:  2010-03-19       Impact factor: 41.582

4.  Bistability in fluctuating environments. Implications in tumor immunology.

Authors:  R Lefever; W Horsthemke
Journal:  Bull Math Biol       Date:  1979       Impact factor: 1.758

5.  On immunotherapies and cancer vaccination protocols: a mathematical modelling approach.

Authors:  Badal Joshi; Xueying Wang; Sayanti Banerjee; Haiyan Tian; Anastasios Matzavinos; Mark A J Chaplain
Journal:  J Theor Biol       Date:  2009-05-14       Impact factor: 2.691

Review 6.  Tumour immunity: effector response to tumour and role of the microenvironment.

Authors:  Alberto Mantovani; Pedro Romero; A Karolina Palucka; Francesco M Marincola
Journal:  Lancet       Date:  2008-02-13       Impact factor: 79.321

7.  Adaptive immunity maintains occult cancer in an equilibrium state.

Authors:  Catherine M Koebel; William Vermi; Jeremy B Swann; Nadeen Zerafa; Scott J Rodig; Lloyd J Old; Mark J Smyth; Robert D Schreiber
Journal:  Nature       Date:  2007-11-18       Impact factor: 49.962

8.  Evolution of end points for cancer immunotherapy trials.

Authors:  A Hoos
Journal:  Ann Oncol       Date:  2012-09       Impact factor: 32.976

9.  The immune reaction as a stimulator of tumor growth.

Authors:  R T Prehn
Journal:  Science       Date:  1972-04-14       Impact factor: 47.728

Review 10.  Inflammation and colorectal cancer.

Authors:  Sarah Kraus; Nadir Arber
Journal:  Curr Opin Pharmacol       Date:  2009-07-07       Impact factor: 5.547

View more
  7 in total

Review 1.  Mathematical modeling of tumor-immune cell interactions.

Authors:  Grace E Mahlbacher; Kara C Reihmer; Hermann B Frieboes
Journal:  J Theor Biol       Date:  2019-03-02       Impact factor: 2.691

2.  Analysis of the Equilibrium Phase in Immune-Controlled Tumors Provides Hints for Designing Better Strategies for Cancer Treatment.

Authors:  Kevin Atsou; Sokchea Khou; Fabienne Anjuère; Véronique M Braud; Thierry Goudon
Journal:  Front Oncol       Date:  2022-06-27       Impact factor: 5.738

3.  Modeling cancer immunoediting in tumor microenvironment with system characterization through the ising-model Hamiltonian.

Authors:  Alfonso Rojas-Domínguez; Renato Arroyo-Duarte; Fernando Rincón-Vieyra; Matías Alvarado-Mentado
Journal:  BMC Bioinformatics       Date:  2022-05-30       Impact factor: 3.307

4.  The Goldilocks Window of Personalized Chemotherapy: Getting the Immune Response Just Right.

Authors:  Derek S Park; Mark Robertson-Tessi; Kimberly A Luddy; Philip K Maini; Michael B Bonsall; Robert A Gatenby; Alexander R A Anderson
Journal:  Cancer Res       Date:  2019-08-06       Impact factor: 12.701

Review 5.  How Should Cancer Models Be Constructed?

Authors:  Robert A Beckman; Irina Kareva; Frederick R Adler
Journal:  Cancer Control       Date:  2020 Jan-Dec       Impact factor: 3.302

6.  Data-Driven Mathematical Model of Osteosarcoma.

Authors:  Trang Le; Sumeyye Su; Arkadz Kirshtein; Leili Shahriyari
Journal:  Cancers (Basel)       Date:  2021-05-14       Impact factor: 6.639

7.  Forecasting Individual Patient Response to Radiation Therapy in Head and Neck Cancer With a Dynamic Carrying Capacity Model.

Authors:  Mohammad U Zahid; Nuverah Mohsin; Abdallah S R Mohamed; Jimmy J Caudell; Louis B Harrison; Clifton D Fuller; Eduardo G Moros; Heiko Enderling
Journal:  Int J Radiat Oncol Biol Phys       Date:  2021-06-05       Impact factor: 7.038

  7 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.