An incomplete understanding of the nature of heterogeneity within stem cell populations remains a major impediment to the development of clinically effective cell-based therapies. Transcriptional events within a single cell are inherently stochastic and can produce tremendous variability, even among genetically identical cells. It remains unclear how mammalian cellular systems overcome this intrinsic noisiness of gene expression to produce consequential variations in function, and what impact this has on the biologic and clinical relevance of highly 'purified' cell subgroups. To address these questions, we have developed a novel method combining microfluidic-based single cell analysis and information theory to characterize and predict transcriptional programs across hundreds of individual cells. Using this technique, we demonstrate that multiple subpopulations exist within a well-studied and putatively homogeneous stem cell population, murine long-term hematopoietic stem cells (LT-HSCs). These subgroups are defined by nonrandom patterns that are distinguishable from noise and are consistent with known functional properties of these cells. We anticipate that this analytic framework can also be applied to other cell types to elucidate the relationship between transcriptional and phenotypic variation.
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[Anonymous], 2002, Model selection and multimodel inference: a practical informationtheoretic approach
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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
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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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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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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
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Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA
Stanford Univ, Howard Hughes Med Inst, Stanford, CA 94305 USAStanford Univ, Sch Med, Stanford Inst Stem Cell Biol & Regenerat Med, Stanford, CA 94305 USA
Kalisky, Tomer
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Dorie, Mary Jo
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Stanford Univ, Sch Med, Dept Radiat Oncol, Stanford, CA 94305 USAStanford Univ, Sch Med, Stanford Inst Stem Cell Biol & Regenerat Med, Stanford, CA 94305 USA
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Stanford Univ, Sch Med, Dept Otolaryngol Head & Neck Surg, Stanford, CA 94305 USAStanford Univ, Sch Med, Stanford Inst Stem Cell Biol & Regenerat Med, Stanford, CA 94305 USA
Joshua, Benzion
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Kaplan, Michael J.
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Stanford Univ, Sch Med, Dept Otolaryngol Head & Neck Surg, Stanford, CA 94305 USAStanford Univ, Sch Med, Stanford Inst Stem Cell Biol & Regenerat Med, Stanford, CA 94305 USA
Kaplan, Michael J.
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Wapnir, Irene
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Stanford Univ, Sch Med, Dept Surg, Stanford, CA 94305 USAStanford Univ, Sch Med, Stanford Inst Stem Cell Biol & Regenerat Med, Stanford, CA 94305 USA
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Dirbas, Frederick M.
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Somlo, George
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City Hope Natl Med Ctr, Dept Med Oncol & Therapeut Res, Duarte, CA 91010 USAStanford Univ, Sch Med, Stanford Inst Stem Cell Biol & Regenerat Med, Stanford, CA 94305 USA
Somlo, George
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Garberoglio, Carlos
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City Hope Natl Med Ctr, Dept Surg, Duarte, CA 91010 USAStanford Univ, Sch Med, Stanford Inst Stem Cell Biol & Regenerat Med, Stanford, CA 94305 USA
Garberoglio, Carlos
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Paz, Benjamin
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City Hope Natl Med Ctr, Dept Surg, Duarte, CA 91010 USAStanford Univ, Sch Med, Stanford Inst Stem Cell Biol & Regenerat Med, Stanford, CA 94305 USA
Paz, Benjamin
;
Shen, Jeannie
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City Hope Natl Med Ctr, Dept Surg, Duarte, CA 91010 USAStanford Univ, Sch Med, Stanford Inst Stem Cell Biol & Regenerat Med, Stanford, CA 94305 USA
Shen, Jeannie
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Lau, Sean K.
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City Hope Natl Med Ctr, Dept Pathol, Duarte, CA 91010 USAStanford Univ, Sch Med, Stanford Inst Stem Cell Biol & Regenerat Med, Stanford, CA 94305 USA
Lau, Sean K.
;
Quake, Stephen R.
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Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA
Stanford Univ, Howard Hughes Med Inst, Stanford, CA 94305 USAStanford Univ, Sch Med, Stanford Inst Stem Cell Biol & Regenerat Med, Stanford, CA 94305 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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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
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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
机构:
Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA
Stanford Univ, Howard Hughes Med Inst, Stanford, CA 94305 USAStanford Univ, Sch Med, Stanford Inst Stem Cell Biol & Regenerat Med, Stanford, CA 94305 USA
Kalisky, Tomer
;
Dorie, Mary Jo
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h-index: 0
机构:
Stanford Univ, Sch Med, Dept Radiat Oncol, Stanford, CA 94305 USAStanford Univ, Sch Med, Stanford Inst Stem Cell Biol & Regenerat Med, Stanford, CA 94305 USA
机构:
Stanford Univ, Sch Med, Dept Otolaryngol Head & Neck Surg, Stanford, CA 94305 USAStanford Univ, Sch Med, Stanford Inst Stem Cell Biol & Regenerat Med, Stanford, CA 94305 USA
Joshua, Benzion
;
Kaplan, Michael J.
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Stanford Univ, Sch Med, Dept Otolaryngol Head & Neck Surg, Stanford, CA 94305 USAStanford Univ, Sch Med, Stanford Inst Stem Cell Biol & Regenerat Med, Stanford, CA 94305 USA
Kaplan, Michael J.
;
Wapnir, Irene
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Stanford Univ, Sch Med, Dept Surg, Stanford, CA 94305 USAStanford Univ, Sch Med, Stanford Inst Stem Cell Biol & Regenerat Med, Stanford, CA 94305 USA
Wapnir, Irene
;
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Dirbas, Frederick M.
;
Somlo, George
论文数: 0引用数: 0
h-index: 0
机构:
City Hope Natl Med Ctr, Dept Med Oncol & Therapeut Res, Duarte, CA 91010 USAStanford Univ, Sch Med, Stanford Inst Stem Cell Biol & Regenerat Med, Stanford, CA 94305 USA
Somlo, George
;
Garberoglio, Carlos
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h-index: 0
机构:
City Hope Natl Med Ctr, Dept Surg, Duarte, CA 91010 USAStanford Univ, Sch Med, Stanford Inst Stem Cell Biol & Regenerat Med, Stanford, CA 94305 USA
Garberoglio, Carlos
;
Paz, Benjamin
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City Hope Natl Med Ctr, Dept Surg, Duarte, CA 91010 USAStanford Univ, Sch Med, Stanford Inst Stem Cell Biol & Regenerat Med, Stanford, CA 94305 USA
Paz, Benjamin
;
Shen, Jeannie
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机构:
City Hope Natl Med Ctr, Dept Surg, Duarte, CA 91010 USAStanford Univ, Sch Med, Stanford Inst Stem Cell Biol & Regenerat Med, Stanford, CA 94305 USA
Shen, Jeannie
;
Lau, Sean K.
论文数: 0引用数: 0
h-index: 0
机构:
City Hope Natl Med Ctr, Dept Pathol, Duarte, CA 91010 USAStanford Univ, Sch Med, Stanford Inst Stem Cell Biol & Regenerat Med, Stanford, CA 94305 USA
Lau, Sean K.
;
Quake, Stephen R.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA
Stanford Univ, Howard Hughes Med Inst, Stanford, CA 94305 USAStanford Univ, Sch Med, Stanford Inst Stem Cell Biol & Regenerat Med, Stanford, CA 94305 USA