Simulating the Hallmarks of cancer

Robert G. Abbott, Stephanie Forrest, Kenneth J. Pienta

Research output: Contribution to journalArticlepeer-review

80 Scopus citations


Cancer can be viewed as the loss of cooperative cell behaviors that normally facilitate multicellularity, including the formation of tissues and organs. Hanahan and Weinberg describe the phenotypic differences between healthy and cancerous cells in an article titled "Me Hallmarks of Cancer" (Cell, 100, 57-70, 2000). Here the authors propose six phenotypic changes at the cellular level as the essential hallmarks of cancer. They investigate the dynamics and interactions of these hallmarks in a model known as CancerSim. They describe how CancerSim implements the hallmarks in an agent-based simulation which can help test the hypotheses put forth by Hanahan and Weinberg. Experiments with CancerSim are described that study the interactions of cell phenotype alterations, and in particular, the likely sequences of precancerous mutations, known as pathways. The experiments show that sequencing is an important factor in tumorigenesis, as some mutations have preconditions - they are selectively advantageous only in combination with other mutations. CancerSim enables a modeler to study the dynamics of a developing tumor and simulate how progression can be altered by tuning model parameters.

Original languageEnglish (US)
Pages (from-to)617-634
Number of pages18
JournalArtificial Life
Issue number4
StatePublished - 2006
Externally publishedYes


  • Agent simulation
  • Cancer
  • Cellular automata

ASJC Scopus subject areas

  • Computer Science (miscellaneous)
  • Ecology, Evolution, Behavior and Systematics
  • Biochemistry, Genetics and Molecular Biology (miscellaneous)


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