The technological revolution in biological research, and in particular the use of molecular fluorescent labels, has allowed investigation of heterogeneity of cellular responses to stimuli on the single cell level. Computational, theoretical, and synthetic biology advances have allowed predicting and manipulating this heterogeneity with an exquisite precision previously reserved only for physical sciences. Functionally, this cell-to-cell variability can compromise cellular responses to environmental signals, and it can also enlarge the repertoire of possible cellular responses and hence increase the adaptive nature of cellular behaviors. And yet quantification of the functional importance of this response heterogeneity remained elusive. Recently the mathematical language of information theory has been proposed to address this problem. This opinion reviews the recent advances and discusses the broader implications of using information-theoretic tools to characterize heterogeneity of cellular behaviors.
机构:
Univ Texas MD Anderson Canc Ctr, Dept Syst Biol, Unit 950, Houston, TX 77054 USABoston Univ, Howard Hughes Med Inst, Dept Biomed Engn, Boston, MA 02215 USA
Balazsi, Gabor
van Oudenaarden, Alexander
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MIT, Dept Phys, Cambridge, MA 02139 USA
MIT, Dept Biol, Cambridge, MA 02139 USABoston Univ, Howard Hughes Med Inst, Dept Biomed Engn, Boston, MA 02215 USA
van Oudenaarden, Alexander
Collins, James J.
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机构:
Boston Univ, Howard Hughes Med Inst, Dept Biomed Engn, Boston, MA 02215 USA
Boston Univ, Ctr BioDynam, Boston, MA 02215 USA
Harvard Univ, Wyss Inst Biol Inspired Engn, Boston, MA 02215 USABoston Univ, Howard Hughes Med Inst, Dept Biomed Engn, Boston, MA 02215 USA
机构:
Los Alamos Natl Lab, Ctr Nonlinear Studies, Los Alamos, NM 87545 USA
Los Alamos Natl Lab, Comp Computat & Stat Sci Div, Los Alamos, NM 87545 USALos Alamos Natl Lab, Ctr Nonlinear Studies, Los Alamos, NM 87545 USA
Bel, Golan
Munsky, Brian
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机构:
Los Alamos Natl Lab, Ctr Nonlinear Studies, Los Alamos, NM 87545 USA
Los Alamos Natl Lab, Comp Computat & Stat Sci Div, Los Alamos, NM 87545 USALos Alamos Natl Lab, Ctr Nonlinear Studies, Los Alamos, NM 87545 USA
机构:
Univ Texas SW Med Ctr Dallas, Green Ctr Syst Biol, Dallas, TX 75390 USA
Univ Texas SW Med Ctr Dallas, Dept Pharmacol, Dallas, TX 75390 USAUniv Texas SW Med Ctr Dallas, Green Ctr Syst Biol, Dallas, TX 75390 USA
Cagatay, Tolga
Turcotte, Marc
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Univ Texas SW Med Ctr Dallas, Dept Pharmacol, Dallas, TX 75390 USAUniv Texas SW Med Ctr Dallas, Green Ctr Syst Biol, Dallas, TX 75390 USA
Turcotte, Marc
Elowitz, Michael B.
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机构:
CALTECH, Div Biol, Pasadena, CA 91125 USA
CALTECH, Dept Appl Phys, Pasadena, CA 91125 USAUniv Texas SW Med Ctr Dallas, Green Ctr Syst Biol, Dallas, TX 75390 USA
Elowitz, Michael B.
Garcia-Ojalvo, Jordi
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Univ Politecn Cataluna, Dept Fis & Engn Nucl, E-08222 Terrassa, SpainUniv Texas SW Med Ctr Dallas, Green Ctr Syst Biol, Dallas, TX 75390 USA
Garcia-Ojalvo, Jordi
Suel, Guerol M.
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机构:
Univ Texas SW Med Ctr Dallas, Green Ctr Syst Biol, Dallas, TX 75390 USA
Univ Texas SW Med Ctr Dallas, Dept Pharmacol, Dallas, TX 75390 USAUniv Texas SW Med Ctr Dallas, Green Ctr Syst Biol, Dallas, TX 75390 USA
机构:
Univ Texas MD Anderson Canc Ctr, Dept Syst Biol, Unit 950, Houston, TX 77054 USABoston Univ, Howard Hughes Med Inst, Dept Biomed Engn, Boston, MA 02215 USA
Balazsi, Gabor
van Oudenaarden, Alexander
论文数: 0引用数: 0
h-index: 0
机构:
MIT, Dept Phys, Cambridge, MA 02139 USA
MIT, Dept Biol, Cambridge, MA 02139 USABoston Univ, Howard Hughes Med Inst, Dept Biomed Engn, Boston, MA 02215 USA
van Oudenaarden, Alexander
Collins, James J.
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Howard Hughes Med Inst, Dept Biomed Engn, Boston, MA 02215 USA
Boston Univ, Ctr BioDynam, Boston, MA 02215 USA
Harvard Univ, Wyss Inst Biol Inspired Engn, Boston, MA 02215 USABoston Univ, Howard Hughes Med Inst, Dept Biomed Engn, Boston, MA 02215 USA
机构:
Los Alamos Natl Lab, Ctr Nonlinear Studies, Los Alamos, NM 87545 USA
Los Alamos Natl Lab, Comp Computat & Stat Sci Div, Los Alamos, NM 87545 USALos Alamos Natl Lab, Ctr Nonlinear Studies, Los Alamos, NM 87545 USA
Bel, Golan
Munsky, Brian
论文数: 0引用数: 0
h-index: 0
机构:
Los Alamos Natl Lab, Ctr Nonlinear Studies, Los Alamos, NM 87545 USA
Los Alamos Natl Lab, Comp Computat & Stat Sci Div, Los Alamos, NM 87545 USALos Alamos Natl Lab, Ctr Nonlinear Studies, Los Alamos, NM 87545 USA
机构:
Univ Texas SW Med Ctr Dallas, Green Ctr Syst Biol, Dallas, TX 75390 USA
Univ Texas SW Med Ctr Dallas, Dept Pharmacol, Dallas, TX 75390 USAUniv Texas SW Med Ctr Dallas, Green Ctr Syst Biol, Dallas, TX 75390 USA
Cagatay, Tolga
Turcotte, Marc
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas SW Med Ctr Dallas, Dept Pharmacol, Dallas, TX 75390 USAUniv Texas SW Med Ctr Dallas, Green Ctr Syst Biol, Dallas, TX 75390 USA
Turcotte, Marc
Elowitz, Michael B.
论文数: 0引用数: 0
h-index: 0
机构:
CALTECH, Div Biol, Pasadena, CA 91125 USA
CALTECH, Dept Appl Phys, Pasadena, CA 91125 USAUniv Texas SW Med Ctr Dallas, Green Ctr Syst Biol, Dallas, TX 75390 USA
Elowitz, Michael B.
Garcia-Ojalvo, Jordi
论文数: 0引用数: 0
h-index: 0
机构:
Univ Politecn Cataluna, Dept Fis & Engn Nucl, E-08222 Terrassa, SpainUniv Texas SW Med Ctr Dallas, Green Ctr Syst Biol, Dallas, TX 75390 USA
Garcia-Ojalvo, Jordi
Suel, Guerol M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas SW Med Ctr Dallas, Green Ctr Syst Biol, Dallas, TX 75390 USA
Univ Texas SW Med Ctr Dallas, Dept Pharmacol, Dallas, TX 75390 USAUniv Texas SW Med Ctr Dallas, Green Ctr Syst Biol, Dallas, TX 75390 USA