Evidence map›Paper›PMID 25624490›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2015

Heterogeneity for IGF-II production maintained by public goods dynamics in neuroendocrine pancreatic cancer.

Marco Archetti, Daniela A Ferraro, Gerhard Christofori

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 78 papers.

0numbers the graph read from it
0cells of the map it votes in
78citing papers in PubMed
16.3field-weighted citation impact, top 1% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

78 citing papers in PubMed, 170 citations in OpenAlex.

  1. Review
  2. Article
  3. Article
  4. Review
  5. Fraternal cooperation of hierarchical cancer parallels metazoan multicellularity and eusociality.Biological reviews of the Cambridge Philosophical Society · 2026
    Review
  6. Cancer, collapse, and the politics of somatic evolution.Evolution, medicine, and public health · 2026
    Review
  7. Promoters of cooperation in evolutionary games.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  8. Article
  9. Reconciling ecology and evolutionary game theory or "When not to think cooperation".Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  10. Review
  11. Article
  12. Review
  13. Density amplifiers of cooperation for spatial games.Proceedings of the National Academy of Sciences of the United States of America · 2024
    Article
  14. Frequency-dependent returns in nonlinear public goods games.Journal of the Royal Society, Interface · 2024
    Article
  15. Review
  16. Article
  17. Article
  18. Article
  19. Article
  20. Review

18 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

3 authors at 2 institutions in 2 countries.

Marco ArchettiSchool of Biological Sciences, University of East Anglia, Norwich Research Park, Norwich NR4 7TJ, United Kingdom; and m.archetti@uea.ac.uk.
Daniela A FerraroDepartment of Biomedicine, University of Basel, CH-4058 Basel, Switzerland.
Gerhard ChristoforiDepartment of Biomedicine, University of Basel, CH-4058 Basel, Switzerland.
University of Basel · CHUniversity of East Anglia · GB

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The extensive intratumor heterogeneity revealed by sequencing cancer genomes is an essential determinant of tumor progression, diagnosis, and treatment. What maintains heterogeneity remains an open question because competition within a tumor leads to a strong selection for the fittest subclone. Cancer cells also cooperate by sharing molecules with paracrine effects, such as growth factors, and heterogeneity can be maintained if subclones depend on each other for survival. Without strict interdependence between subclones, however, nonproducer cells can free-ride on the growth factors produced by neighboring producer cells, a collective action problem known in game theory as the "tragedy of the commons," which has been observed in microbial cell populations. Here, we report that similar dynamics occur in cancer cell populations. Neuroendocrine pancreatic cancer (insulinoma) cells that do not produce insulin-like growth factor II (IGF-II) grow slowly in pure cultures but have a proliferation advantage in mixed cultures, where they can use the IGF-II provided by producer cells. We show that, as predicted by evolutionary game theory, producer cells do not go extinct because IGF-II acts as a nonlinear public good, creating negative frequency-dependent selection that leads to a stable coexistence of the two cell types. Intratumor cell heterogeneity can therefore be maintained even without strict interdependence between cell subclones. Reducing the amount of growth factors available within a tumor may lead to a reduction in growth followed by a new equilibrium, which may explain relapse in therapies that target growth factors.

Indexed as

Models, BiologicalAnimalsBiological EvolutionCell LineageCell ProliferationComputer SimulationFlow CytometryGames, ExperimentalGame TheoryInsulin-Like Growth Factor IIInsulinomaMiceMice, KnockoutPancreatic NeoplasmsSelection, GeneticInsulin-Like Growth Factor IIevolutiongame theorytumor

Identifiers

PMID25624490
PMCPMC4330744
OpenAlexW2158016433

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.