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Progress Towards Computational 3-D Multicellular Systems Biology.

Paul Macklin1, Hermann B Frieboes2, Jessica L Sparks3

  • 1Lawrence J. Ellison Institute for Transformative Medicine, University of Southern California, Los Angeles, CA, USA. Paul.Macklin@MathCancer.org.

Advances in Experimental Medicine and Biology
|October 15, 2016
PubMed
Summary
This summary is machine-generated.

Computational cancer biology requires integrated models of tumor microenvironments. Our work advances simulation platforms for complex, multicellular tumor systems, integrating mechanics, flow, and heterogeneity for better reproducibility and discovery.

Keywords:
Cancer microenvironmentComputational modelingMulticellular systems biologyTissue engineering

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Area of Science:

  • Computational biology
  • Cancer research
  • Systems biology

Background:

  • Tumors are complex systems influenced by their microenvironment.
  • Tumor and stromal cells dynamically interact with and remodel their surroundings.
  • Understanding cancer necessitates investigating it as an adaptive, multicellular system.

Purpose of the Study:

  • To review advances in computational modeling of tumor microenvironments.
  • To highlight the need for integrated modeling platforms.
  • To discuss the development of open-source tools and data standards for cancer systems biology.

Main Methods:

  • Advanced modeling of tissue mechanics and interstitial flow.
  • Development of open-source simulation software.
  • High-throughput phenotypic screening and multicellular data standards.

Main Results:

  • Progress in modeling key aspects of tumor microenvironment dynamics.
  • Creation of integrated computational platforms for cancer research.
  • Establishment of open data standards for enhanced reproducibility.

Conclusions:

  • Computational cancer biology is shifting towards integrated, multi-coalition approaches.
  • Future research will focus on simulating 3-D multicellular systems biology of cancer.
  • This approach promises a transformative impact on understanding and treating cancer.