Evolutionary emergence of angiogenesis in avascular tumors using a spatial public goods game.

Javad Salimi Sartakhti, Mohammad Hossein Manshaei, David Basanta, Mehdi Sadeghi
Author Information
  1. Javad Salimi Sartakhti: Department of Electrical and Computer Engineering, Isfahan University of Technology, Isfahan 84156-83111, Iran.
  2. Mohammad Hossein Manshaei: Department of Electrical and Computer Engineering, Isfahan University of Technology, Isfahan 84156-83111, Iran.
  3. David Basanta: Integrated Mathematical Oncology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, United States of America. ORCID
  4. Mehdi Sadeghi: National Institute of Genetic Engineering and Biotechnology, Tehran, Iran.

Abstract

Natural selection in cancer often results in the emergence of increasingly malignant tumor cells that display many if not all of the hallmarks of cancer. One of the most important traits acquired during cancer progression is angiogenesis. Tumor cells capable of secreting pro-angiogenic factors can be seen as cooperators where the improved oxygenation, nutrient delivery and waste disposal resulting from angiogenesis could be seen as a public good. Under this view, the relatively costly secretion of molecular signals required to orchestrate angiogenesis would be undertaken exclusively by cooperating tumor cells but the benefits of angiogenesis would be felt by neighboring tumor cells regardless of their contribution to the process. In this work we detail a mathematical model to better understand how clones capable of secreting pro-angiogenic factors can emerge in a tumor made of non-cooperative tumor cells. Given the importance of the spatial configuration of the tumor in determining the efficacy of the secretion of pro-angiogenic factors as well as the benefits of angiogenesis we have developed a spatial game theoretic approach where interactions and public good diffusion are described by graphs. The results show that structure of the population affects the evolutionary dynamics of the pro-angiogenic clone. Specifically, when the benefit of angiogenesis is represented by sigmoid function with regards to the number of pro-angiogenic clones then the probability of the coexistence of pro-angiogenic and angiogenesis-neutral clones increases. Our results demonstrate that pro-angiogenic clone equilibrates into clusters that appear from surrounding vascular tissues towards the center of tumor. These clusters appear notably less dense after anti-angiogenic therapy.

References

  1. Langenbecks Arch Surg. 2007 May;392(3):371-9 [PMID: 17458577]
  2. Nat Rev Cancer. 2006 Dec;6(12):924-35 [PMID: 17109012]
  3. Nat Med. 2004 Feb;10(2):145-7 [PMID: 14745444]
  4. J Leukoc Biol. 2001 Oct;70(4):478-90 [PMID: 11590184]
  5. J Theor Biol. 2014 Jan 21;341:1-8 [PMID: 24075895]
  6. Science. 2005 Jan 7;307(5706):58-62 [PMID: 15637262]
  7. Proc Natl Acad Sci U S A. 2006 Sep 5;103(36):13474-9 [PMID: 16938860]
  8. J Evol Biol. 2014 Sep;27(9):1869-77 [PMID: 24962623]
  9. Angiogenesis. 2014 Jul;17(3):471-94 [PMID: 24482243]
  10. Proc Natl Acad Sci U S A. 2009 May 26;106(21):8601-4 [PMID: 19433793]
  11. Cell. 2011 Mar 4;144(5):646-74 [PMID: 21376230]
  12. PLoS Comput Biol. 2006 Aug 18;2(8):e108 [PMID: 16933983]
  13. Genes Cancer. 2011 Dec;2(12):1085-96 [PMID: 22866200]
  14. Semin Cancer Biol. 2008 Oct;18(5):330-7 [PMID: 18455429]
  15. J Theor Biol. 2016 May 7;396:191-203 [PMID: 26930167]
  16. Proc Natl Acad Sci U S A. 2013 Jul 30;110(31):12577-82 [PMID: 23858453]
  17. Genes Dev. 2006 Jan 1;20(1):1-15 [PMID: 16391229]
  18. Oncogene. 2003 Sep 29;22(42):6549-56 [PMID: 14528279]
  19. PLoS Comput Biol. 2010 Mar 19;6(3):e1000716 [PMID: 20333237]
  20. Nature. 2008 Aug 28;454(7208):1046-8 [PMID: 18756229]
  21. IEEE Trans Neural Netw. 2000;11(6):1458-64 [PMID: 18249869]
  22. Semin Cancer Biol. 2013 Aug;23(4):293-8 [PMID: 23751796]
  23. Bull Math Biol. 1998 Sep;60(5):857-99 [PMID: 9739618]
  24. Semin Cancer Biol. 2010 Apr;20(2):77-84 [PMID: 20371287]
  25. PLoS One. 2014 Apr 14;9(4):e91992 [PMID: 24732428]
  26. J Natl Cancer Inst. 1976 Feb;56(2):305-18 [PMID: 943557]
  27. Mol Cancer. 2003 Apr 17;2:23 [PMID: 12740039]
  28. Proc Natl Acad Sci U S A. 2015 Feb 10;112(6):1833-8 [PMID: 25624490]
  29. Semin Cancer Biol. 2002 Apr;12(2):105-12 [PMID: 12027582]
  30. PLoS One. 2014 Sep 30;9(9):e108526 [PMID: 25268125]
  31. Proc Natl Acad Sci U S A. 1994 Jan 4;91(1):286-90 [PMID: 7506417]
  32. Am J Pathol. 2002 Mar;160(3):985-1000 [PMID: 11891196]
  33. Nat Rev Cancer. 2003 Jun;3(6):401-10 [PMID: 12778130]
  34. Semin Cancer Biol. 1999 Jun;9(3):211-20 [PMID: 10343072]
  35. Bull Math Biol. 2004 Jul;66(4):663-87 [PMID: 15210312]
  36. Br J Cancer. 1997;75(2):157-60 [PMID: 9010019]
  37. Br J Cancer. 2013 Aug 20;109(4):1056-62 [PMID: 23922110]
  38. FASEB J. 1999 Jan;13(1):9-22 [PMID: 9872925]
  39. Genes Cancer. 2011 Dec;2(12):1117-33 [PMID: 22866203]
  40. Science. 1976 Oct 1;194(4260):23-8 [PMID: 959840]
  41. Physiol Rev. 2011 Jul;91(3):1071-121 [PMID: 21742796]
  42. PLoS One. 2016 Dec 28;11(12 ):e0168856 [PMID: 28030607]
  43. Eur J Cancer. 2001 Nov;37(16):2116-20 [PMID: 11597393]
  44. Math Biosci Eng. 2012 Oct;9(4):843-76 [PMID: 23311425]
  45. Eur J Cancer. 2010 May;46(8):1323-32 [PMID: 20236818]

MeSH Term

Angiogenesis Inhibitors
Biological Evolution
Computer Simulation
Game Theory
Humans
Models, Biological
Neoplasms
Neovascularization, Pathologic
Nonlinear Dynamics
Phenotype
Tumor Microenvironment

Chemicals

Angiogenesis Inhibitors

Word Cloud

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