Simulating the hallmarks of Cancer

被引:66
|
作者
Abbott, Robert G.
Forrest, Stephanie
Pienta, Kenneth J.
机构
[1] Sandia Natl Labs, Albuquerque, NM 87185 USA
[2] Univ New Mexico, Dept Comp Sci, Albuquerque, NM 87131 USA
[3] Univ Michigan, Ctr Comprehens Canc, Ann Arbor, MI 48109 USA
关键词
Cancer; agent simulation; cellular automata;
D O I
10.1162/artl.2006.12.4.617
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
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 "The 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.
引用
收藏
页码:617 / 634
页数:18
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