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Fractional proliferation: a method to deconvolve cell population dynamics from single-cell data.

Publication ,  Journal Article
Tyson, DR; Garbett, SP; Frick, PL; Quaranta, V
Published in: Nat Methods
September 2012

We present an integrated method that uses extended time-lapse automated imaging to quantify the dynamics of cell proliferation. Cell counts are fit with a quiescence-growth model that estimates rates of cell division, entry into quiescence and death. The model is constrained with rates extracted experimentally from the behavior of tracked single cells over time. We visualize the output of the analysis in fractional proliferation graphs, which deconvolve dynamic proliferative responses to perturbations into the relative contributions of dividing, quiescent (nondividing) and dead cells. The method reveals that the response of 'oncogene-addicted' human cancer cells to tyrosine kinase inhibitors is a composite of altered rates of division, death and entry into quiescence, a finding that challenges the notion that such cells simply die in response to oncogene-targeted therapy.

Duke Scholars

Published In

Nat Methods

DOI

EISSN

1548-7105

Publication Date

September 2012

Volume

9

Issue

9

Start / End Page

923 / 928

Location

United States

Related Subject Headings

  • Tumor Cells, Cultured
  • Time Factors
  • Structure-Activity Relationship
  • Single-Cell Analysis
  • Protein-Tyrosine Kinases
  • Protein Kinase Inhibitors
  • Microscopy, Video
  • Lung Neoplasms
  • Humans
  • Developmental Biology
 

Citation

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Tyson, D. R., Garbett, S. P., Frick, P. L., & Quaranta, V. (2012). Fractional proliferation: a method to deconvolve cell population dynamics from single-cell data. Nat Methods, 9(9), 923–928. https://doi.org/10.1038/nmeth.2138
Tyson, Darren R., Shawn P. Garbett, Peter L. Frick, and Vito Quaranta. “Fractional proliferation: a method to deconvolve cell population dynamics from single-cell data.Nat Methods 9, no. 9 (September 2012): 923–28. https://doi.org/10.1038/nmeth.2138.
Tyson DR, Garbett SP, Frick PL, Quaranta V. Fractional proliferation: a method to deconvolve cell population dynamics from single-cell data. Nat Methods. 2012 Sep;9(9):923–8.
Tyson, Darren R., et al. “Fractional proliferation: a method to deconvolve cell population dynamics from single-cell data.Nat Methods, vol. 9, no. 9, Sept. 2012, pp. 923–28. Pubmed, doi:10.1038/nmeth.2138.
Tyson DR, Garbett SP, Frick PL, Quaranta V. Fractional proliferation: a method to deconvolve cell population dynamics from single-cell data. Nat Methods. 2012 Sep;9(9):923–928.

Published In

Nat Methods

DOI

EISSN

1548-7105

Publication Date

September 2012

Volume

9

Issue

9

Start / End Page

923 / 928

Location

United States

Related Subject Headings

  • Tumor Cells, Cultured
  • Time Factors
  • Structure-Activity Relationship
  • Single-Cell Analysis
  • Protein-Tyrosine Kinases
  • Protein Kinase Inhibitors
  • Microscopy, Video
  • Lung Neoplasms
  • Humans
  • Developmental Biology