Skip to main content

Main menu

  • Home
  • Articles
    • Current
    • Special Feature Articles - Most Recent
    • Special Features
    • Colloquia
    • Collected Articles
    • PNAS Classics
    • List of Issues
  • Front Matter
    • Front Matter Portal
    • Journal Club
  • News
    • For the Press
    • This Week In PNAS
    • PNAS in the News
  • Podcasts
  • Authors
    • Information for Authors
    • Editorial and Journal Policies
    • Submission Procedures
    • Fees and Licenses
  • Submit
  • Submit
  • About
    • Editorial Board
    • PNAS Staff
    • FAQ
    • Accessibility Statement
    • Rights and Permissions
    • Site Map
  • Contact
  • Journal Club
  • Subscribe
    • Subscription Rates
    • Subscriptions FAQ
    • Open Access
    • Recommend PNAS to Your Librarian

User menu

  • Log in
  • My Cart

Search

  • Advanced search
Home
Home
  • Log in
  • My Cart

Advanced Search

  • Home
  • Articles
    • Current
    • Special Feature Articles - Most Recent
    • Special Features
    • Colloquia
    • Collected Articles
    • PNAS Classics
    • List of Issues
  • Front Matter
    • Front Matter Portal
    • Journal Club
  • News
    • For the Press
    • This Week In PNAS
    • PNAS in the News
  • Podcasts
  • Authors
    • Information for Authors
    • Editorial and Journal Policies
    • Submission Procedures
    • Fees and Licenses
  • Submit
Reply

Reply to Gerlee and Altrock: Diffusion and population size in game theory models of cancer

Marco Archetti, Daniela A. Ferraro, and Gerhard Christofori
  1. aSchool of Biological Sciences, University of East Anglia, Norwich NR4 7TJ, United Kingdom; and
  2. bDepartment of Biomedicine, University of Basel, CH-4058, Basel, Switzerland

See allHide authors and affiliations

PNAS May 26, 2015 112 (21) E2744; first published May 4, 2015; https://doi.org/10.1073/pnas.1505648112
Marco Archetti
aSchool of Biological Sciences, University of East Anglia, Norwich NR4 7TJ, United Kingdom; and
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • For correspondence: m.archetti@uea.ac.uk
Daniela A. Ferraro
bDepartment of Biomedicine, University of Basel, CH-4058, Basel, Switzerland
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Gerhard Christofori
bDepartment of Biomedicine, University of Basel, CH-4058, Basel, Switzerland
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • Article
  • Info & Metrics
  • PDF
Loading

Evolutionary game theory can help explain the dynamics of growth factor production by cancer cells as an example of cooperation for the production of a public good. The diffusion range of the growth factor determines the size of the group of cells sharing the public good. We tested the predictions of the theory using cells producing insulin-like growth factor II (IGF-II) (1).

Gerlee and Altrock (2) comment that “nowhere in the article is group size justified empirically” and, based on their “approximation of the diffusion coefficient of IGFs (10−6 cm2/s),” they suggest that IGF-II will diffuse to the whole population, which “would invalidate the model” (because “producing is selected against in large populations”). We are puzzled by these comments. Growth factors like IGF-II bind to cell surface receptors as they diffuse from the source, leading to a limited effective diffusion range, which also depends on complex (and not fully understood) interactions with IGF binding proteins. We are not aware of the value reported by Gerlee and Altrock (who provide no justification and no reference). Instead of choosing a specific diffusion range, in the original paper (1) we show results for different possible values. Our model does predict that when the diffusion range (hence group size) is large enough, the producer cells will go extinct (figure 5 in ref. 1; we only need to assume that diffusion range is large enough, not necessarily that the growth factor diffuses to the whole population). This group-size effect is what Gerlee and Altrock (2) suggest and is well known in the theory of public goods. In some of our experiments, the producer cells indeed go extinct. We do not see, therefore, why the model would be invalid.

Gerlee and Altrock (2) also suggest that “the proposed model might behave differently if the population size is allowed to increase.” As we show in figure S4 of ref. 1, however, there is no significant difference at equilibrium when population size increases.

Finally, Gerlee and Altrock show (in figure 1 of ref. 2) a case in which a single unstable mixed equilibrium occurs, and they seem to imply that this contradicts our results. The same result occurs in our model, however (figure S2 in ref. 1; high values of h), and is easily explained by models of nonlinear public goods (see figure 2D in ref. 3). It is not clear what Gerlee and Altrock (2) mean by “the ratio of growth rate production rate over growth rate consumption rate”; if, based on their definition of γ = ρ/δ, they mean “the ratio of growth factor production rate over growth factor consumption rate,” their figure seems to show that a mixed equilibrium would occur for a larger diffusion range (which contradicts the argument about group size). Therefore, we are not sure what the issue is here.

Surely it seems hasty to conclude that evolutionary game theory “should not be applied generally for understanding tumor growth dynamics” (2). Game theory is not “heuristic”; it has led to precise and applicable results that are recognized as fundamental in other fields (4). If used properly, there is no reason why it could not be applied to the study of cancer dynamics.

Footnotes

  • ↵1To whom correspondence should be addressed. Email: m.archetti{at}uea.ac.uk.
  • Author contributions: M.A., D.A.F., and G.C. wrote the paper.

  • The authors declare no conflict of interest.

References

  1. ↵
    1. Archetti M,
    2. Ferraro DA,
    3. Christofori G
    (2015) Heterogeneity for IGF-II production maintained by public goods dynamics in neuroendocrine pancreatic cancer. Proc Natl Acad Sci USA 112(6):1833–1838
    .
    OpenUrlAbstract/FREE Full Text
  2. ↵
    1. Gerlee P,
    2. Altrock PM
    (2015) Complexity and stability in growing cancer cell populations. Proc Natl Acad Sci USA 112:E2742–E2743
    .
    OpenUrlFREE Full Text
  3. ↵
    1. Archetti M,
    2. Scheuring I
    (2012) Review: Game theory of public goods in one-shot social dilemmas without assortment. J Theor Biol 299:9–20
    .
    OpenUrlCrossRefPubMed
  4. ↵
    Economic Sciences Prize Committee of the Royal Swedish Academy of Sciences (2014) Scientific Background on the Sveriges Riksbank Prize in Economic Sciences in Memory of Alfred Nobel 2014: Jean Tirole: Market Power and Regulation. Available at www.nobelprize.org/nobel_prizes/economic-sciences/laureates/2014/advanced-economicsciences2014.pdf. Accessed March 29, 2015
    .
PreviousNext
Back to top
Article Alerts
Email Article

Thank you for your interest in spreading the word on PNAS.

NOTE: We only request your email address so that the person you are recommending the page to knows that you wanted them to see it, and that it is not junk mail. We do not capture any email address.

Enter multiple addresses on separate lines or separate them with commas.
Reply to Gerlee and Altrock: Diffusion and population size in game theory models of cancer
(Your Name) has sent you a message from PNAS
(Your Name) thought you would like to see the PNAS web site.
CAPTCHA
This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.
Citation Tools
Game theory of cancer
Marco Archetti, Daniela A. Ferraro, Gerhard Christofori
Proceedings of the National Academy of Sciences May 2015, 112 (21) E2744; DOI: 10.1073/pnas.1505648112

Citation Manager Formats

  • BibTeX
  • Bookends
  • EasyBib
  • EndNote (tagged)
  • EndNote 8 (xml)
  • Medlars
  • Mendeley
  • Papers
  • RefWorks Tagged
  • Ref Manager
  • RIS
  • Zotero
Request Permissions
Share
Game theory of cancer
Marco Archetti, Daniela A. Ferraro, Gerhard Christofori
Proceedings of the National Academy of Sciences May 2015, 112 (21) E2744; DOI: 10.1073/pnas.1505648112
del.icio.us logo Digg logo Reddit logo Twitter logo CiteULike logo Facebook logo Google logo Mendeley logo
  • Tweet Widget
  • Facebook Like
  • Mendeley logo Mendeley

Article Classifications

  • Biological Sciences
  • Medical Sciences

This article has a Letter. Please see:

  • Relationship between Letter and Reply - May 04, 2015

See related content:

  • Evolutionary game theory of cancer
    - Jan 26, 2015
Proceedings of the National Academy of Sciences: 112 (21)
Table of Contents

Submit

Sign up for Article Alerts

Jump to section

  • Article
    • Footnotes
    • References
  • Info & Metrics
  • PDF

You May Also be Interested in

Smoke emanates from Japan’s Fukushima nuclear power plant a few days after tsunami damage
Core Concept: Muography offers a new way to see inside a multitude of objects
Muons penetrate much further than X-rays, they do essentially zero damage, and they are provided for free by the cosmos.
Image credit: Science Source/Digital Globe.
Water from a faucet fills a glass.
News Feature: How “forever chemicals” might impair the immune system
Researchers are exploring whether these ubiquitous fluorinated molecules might worsen infections or hamper vaccine effectiveness.
Image credit: Shutterstock/Dmitry Naumov.
Venus flytrap captures a fly.
Journal Club: Venus flytrap mechanism could shed light on how plants sense touch
One protein seems to play a key role in touch sensitivity for flytraps and other meat-eating plants.
Image credit: Shutterstock/Kuttelvaserova Stuchelova.
Illustration of groups of people chatting
Exploring the length of human conversations
Adam Mastroianni and Daniel Gilbert explore why conversations almost never end when people want them to.
Listen
Past PodcastsSubscribe
Panda bear hanging in a tree
How horse manure helps giant pandas tolerate cold
A study finds that giant pandas roll in horse manure to increase their cold tolerance.
Image credit: Fuwen Wei.

Similar Articles

Site Logo
Powered by HighWire
  • Submit Manuscript
  • Twitter
  • Facebook
  • RSS Feeds
  • Email Alerts

Articles

  • Current Issue
  • Special Feature Articles – Most Recent
  • List of Issues

PNAS Portals

  • Anthropology
  • Chemistry
  • Classics
  • Front Matter
  • Physics
  • Sustainability Science
  • Teaching Resources

Information

  • Authors
  • Editorial Board
  • Reviewers
  • Subscribers
  • Librarians
  • Press
  • Cozzarelli Prize
  • Site Map
  • PNAS Updates
  • FAQs
  • Accessibility Statement
  • Rights & Permissions
  • About
  • Contact

Feedback    Privacy/Legal

Copyright © 2021 National Academy of Sciences. Online ISSN 1091-6490