Digital Quantification of Proteins and mRNA in Single Mammalian Cells

被引:131
作者
Albayrak, Cem [1 ]
Jordi, Christian A. [1 ]
Zechner, Christoph [1 ]
Lin, Jing [1 ]
Bichsel, Colette A. [1 ,3 ]
Khammash, Mustafa [1 ]
Tay, Savas [1 ,2 ]
机构
[1] ETH, Dept Biosyst Sci & Engn, CH-4058 Basel, Switzerland
[2] Univ Chicago, Inst Mol Engn, Chicago, IL 60637 USA
[3] Univ Bern, Ctr Biomed Engn, CH-3010 Bern, Switzerland
关键词
DNA COPY NUMBER; STOCHASTIC GENE-EXPRESSION; PROXIMITY LIGATION; QUANTITATIVE PCR; SIGNALING PATHWAYS; VARIABILITY; CYTOMETRY; ASSAYS; NOISE; CHIP;
D O I
10.1016/j.molcel.2016.02.030
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Absolute quantification of macromolecules in single cells is critical for understanding and modeling biological systems that feature cellular heterogeneity. Here we show extremely sensitive and absolute quantification of both proteins and mRNA in single mammalian cells by a very practical workflow that combines proximity ligation assay (PLA) and digital PCR. This digital PLA method has femtomolar sensitivity, which enables the quantification of very small protein concentration changes over its entire 3-log dynamic range, a quality necessary for accounting for single-cell heterogeneity. We counted both endogenous (CD147) and exogenously expressed (GFP-p65) proteins from hundreds of single cells and determined the correlation between CD147 mRNA and the protein it encodes. Using our data, a stochastic two-state model of the central dogma was constructed and verified using joint mRNA/protein distributions, allowing us to estimate transcription burst sizes and extrinsic noise strength and calculate the transcription and translation rate constants in single mammalian cells.
引用
收藏
页码:914 / 924
页数:11
相关论文
共 46 条
[1]   Photocleavable DNA Barcode-Antibody Conjugates Allow Sensitive and Multiplexed Protein Analysis in Single Cells [J].
Agasti, Sarit S. ;
Liong, Monty ;
Peterson, Vanessa M. ;
Lee, Hakho ;
Weissleder, Ralph .
JOURNAL OF THE AMERICAN CHEMICAL SOCIETY, 2012, 134 (45) :18499-18502
[2]   Single-Cell Mass Cytometry of Differential Immune and Drug Responses Across a Human Hematopoietic Continuum [J].
Bendall, Sean C. ;
Simonds, Erin F. ;
Qiu, Peng ;
Amir, El-ad D. ;
Krutzik, Peter O. ;
Finck, Rachel ;
Bruggner, Robert V. ;
Melamed, Rachel ;
Trejo, Angelica ;
Ornatsky, Olga I. ;
Balderas, Robert S. ;
Plevritis, Sylvia K. ;
Sachs, Karen ;
Pe'er, Dana ;
Tanner, Scott D. ;
Nolan, Garry P. .
SCIENCE, 2011, 332 (6030) :687-696
[3]   Noise in eukaryotic gene expression [J].
Blake, WJ ;
Kærn, M ;
Cantor, CR ;
Collins, JJ .
NATURE, 2003, 422 (6932) :633-637
[4]   Proximity Ligation Assay for High-content Profiling of Cell Signaling Pathways on a Microfluidic Chip [J].
Blazek, Matthias ;
Betz, Charles ;
Hall, Michael Nip ;
Reth, Michael ;
Zengerle, Roland ;
Meier, Matthias .
MOLECULAR & CELLULAR PROTEOMICS, 2013, 12 (12) :3898-3907
[5]   Network dynamics determine the autocrine and paracrine signaling functions of TNF [J].
Caldwell, Andrew B. ;
Cheng, Zhang ;
Vargas, Jesse D. ;
Birnbaum, Harry A. ;
Hoffmann, Alexander .
GENES & DEVELOPMENT, 2014, 28 (19) :2120-2133
[6]   DNA copy number concentration measured by digital and droplet digital quantitative PCR using certified reference materials [J].
Corbisier, Philippe ;
Pinheiro, Leonardo ;
Mazoua, Stephane ;
Kortekaas, Anne-Marie ;
Chung, Pui Yan Jenny ;
Gerganova, Tsvetelina ;
Roebben, Gert ;
Emons, Hendrik ;
Emslie, Kerry .
ANALYTICAL AND BIOANALYTICAL CHEMISTRY, 2015, 407 (07) :1831-1840
[7]   Non-invasive prenatal measurement of the fetal genome [J].
Fan, H. Christina ;
Gu, Wei ;
Wang, Jianbin ;
Blumenfeld, Yair J. ;
El-Sayed, Yasser Y. ;
Quake, Stephen R. .
NATURE, 2012, 487 (7407) :320-+
[8]   Single-cell gene-expression profiling reveals qualitatively distinct CD8 T cells elicited by different gene-based vaccines [J].
Flatz, Lukas ;
Roychoudhuri, Rahul ;
Honda, Mitsuo ;
Filali-Mouhim, Abdelali ;
Goulet, Jean-Philippe ;
Kettaf, Nadia ;
Lin, Min ;
Roederer, Mario ;
Haddad, Elias K. ;
Sekaly, Rafick P. ;
Nabel, Gary J. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2011, 108 (14) :5724-5729
[9]  
Frei AP, 2016, NAT METHODS, V13, P269, DOI [10.1038/NMETH.3742, 10.1038/nmeth.3742]
[10]   Real-time kinetics of gene activity in individual bacteria [J].
Golding, I ;
Paulsson, J ;
Zawilski, SM ;
Cox, EC .
CELL, 2005, 123 (06) :1025-1036