Skip to main content
Log in

The statistics of protein expression ratios for cellular fluorescence studies

  • Original Paper
  • Published:
European Biophysics Journal Aims and scope Submit manuscript

Abstract

Fluorescence studies of cellular protein-protein interactions commonly employ transient cotransfection to express two proteins carrying distinct fluorescent labels. Because transiently transfected cells differ significantly in their expression level, the concentration ratio of the two expressed proteins varies, which in turn influences the measured fluorescence signal. Knowledge of the statistics of protein expression ratios is of considerable interest both from a fundamental point of view and for cellular fluorescence studies. Despite the perceived randomness of transient transfection, we were able to develop a quantitative model that describes the average and distribution of the protein expression ratio from a cell population. We show that the expression ratio is proportional to the molar plasmid ratio and relate the distribution to the finite number of active plasmids in the cell. The process of cationic lipid-mediated transfection is explored in more detail. Specifically, the influence of lipoplexes on the statistics of the expression ratio is examined. We further demonstrate that the transfection model provides a quantitative description of fluorescence fluctuation experiments, where only a fraction of the proteins are labeled.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6

Similar content being viewed by others

References

  • Bengali Z, Rea JC, Gibly RF, Shea LD (2009) Efficacy of immobilized polyplexes and lipoplexes for substrate-mediated gene delivery. Biotechnol Bioeng 102:1679–1691. doi:10.1002/bit.22212

    Article  PubMed  CAS  Google Scholar 

  • Berland KM (2004) Fluorescence correlation spectroscopy: a new tool for quantification of molecular interactions. Methods Mol Biol 261:383–398. doi:10.1385/1-59259-762-9:383

    PubMed  CAS  Google Scholar 

  • Brunner S, Sauer T, Carotta S et al (2000) Cell cycle dependence of gene transfer by lipoplex, polyplex and recombinant adenovirus. Gene Ther 7:401–407

    Article  PubMed  CAS  Google Scholar 

  • Caracciolo G, Caminiti R, Digman MA et al (2009) Efficient escape from endosomes determines the superior efficiency of multicomponent lipoplexes. J Phys Chem B 113:4995–4997

    Article  PubMed  CAS  Google Scholar 

  • Chen Y, Müller JD (2007) Determining the stoichiometry of protein heterocomplexes in living cells with fluorescence fluctuation spectroscopy. Proc Natl Acad Sci USA 104:3147–3152. doi:10.1073/pnas.0606557104

    Article  PubMed  CAS  Google Scholar 

  • Chen Y, Müller JD, Ruan Q, Gratton E (2002) Molecular brightness characterization of EGFP in vivo by fluorescence fluctuation spectroscopy. Biophys J 82:133–144. doi:16/S0006-3495(02)75380-0

    Article  PubMed  CAS  Google Scholar 

  • Chen Y, Wei L-N, Müller JD (2003) Probing protein oligomerization in living cells with fluorescence fluctuation spectroscopy. Proc Natl Acad Sci USA 100:15492–15497. doi:10.1073/pnas.2533045100

    Article  PubMed  CAS  Google Scholar 

  • Chen Y, Wei L-N, Müller JD (2005) Unraveling protein–protein interactions in living cells with fluorescence fluctuation brightness analysis. Biophys J 88:4366–4377. doi:10.1529/biophysj.105.059170

    Article  PubMed  CAS  Google Scholar 

  • Chen Y, Wu B, Musier-Forsyth K et al (2009) Fluorescence fluctuation spectroscopy on viral-like particles reveals variable gag stoichiometry. Biophys J 96:1961–1969. doi:16/j.bpj.2008.10.067

    Article  PubMed  CAS  Google Scholar 

  • Ciruela F (2008) Fluorescence-based methods in the study of protein–protein interactions in living cells. Curr Opin Biotechnol 19:338–343

    Article  PubMed  CAS  Google Scholar 

  • Day RN, Davidson MW (2009) The fluorescent protein palette: tools for cellular imaging. Chem Soc Rev 38:2887–2921. doi:10.1039/b901966a

    Article  PubMed  CAS  Google Scholar 

  • Day RN, Schaufele F (2008) Fluorescent protein tools for studying protein dynamics in living cells: a review. J Biomed Opt 13:031202

    Article  PubMed  Google Scholar 

  • El Ouahabi A, Thiry M, Pector V et al (1997) The role of endosome destabilizing activity in the gene transfer process mediated by cationic lipids. FEBS Lett 414:187–192

    Article  PubMed  CAS  Google Scholar 

  • Felgner PL, Gadek TR, Holm M et al (1987) Lipofection: a highly efficient, lipid-mediated DNA-transfection procedure. Proc Natl Acad Sci USA 84:7413–7417

    Article  PubMed  CAS  Google Scholar 

  • Friend DS, Papahadjopoulos D, Debs RJ (1996) Endocytosis and intracellular processing accompanying transfection mediated by cationic liposomes. Biochim Biophys Acta 1278:41–50

    Article  PubMed  Google Scholar 

  • Gambin Y, Deniz AA (2010) Multicolor single-molecule FRET to explore protein folding and binding. Mol Biosyst 6:1540–1547. doi:10.1039/c003024d

    Article  PubMed  CAS  Google Scholar 

  • Hama S, Akita H, Ito R et al (2006) Quantitative comparison of intracellular trafficking and nuclear transcription between adenoviral and lipoplex systems. Mol Ther 13:786–794

    Article  PubMed  CAS  Google Scholar 

  • Hama S, Akita H, Iida S et al (2007) Quantitative and mechanism-based investigation of post-nuclear delivery events between adenovirus and lipoplex. Nucleic Acids Res 35:1533–1543. doi:10.1093/nar/gkl1165

    Article  PubMed  CAS  Google Scholar 

  • Haustein E, Schwille P (2007) Fluorescence correlation spectroscopy: novel variations of an established technique. Annu Rev Biophys Biomol Struct 36:151–169. doi:10.1146/annurev.biophys.36.040306.132612

    Article  PubMed  CAS  Google Scholar 

  • Hillesheim LN, Chen Y, Müller JD (2006) Dual-color photon counting histogram analysis of mRFP1 and EGFP in living cells. Biophys J 91:4273–4284. doi:29/biophysj.106.085845

    Article  PubMed  CAS  Google Scholar 

  • Kamiya H, Fujimura Y, Matsuoka I, Harashima H (2002) Visualization of intracellular trafficking of exogenous DNA delivered by cationic liposomes. Biochem Biophys Res Commun 298:591–597

    Article  PubMed  CAS  Google Scholar 

  • Kreiss P, Cameron B, Rangara R et al (1999) Plasmid DNA size does not affect the physicochemical properties of lipoplexes but modulates gene transfer efficiency. Nucleic Acids Res 27:3792–3798

    Article  PubMed  CAS  Google Scholar 

  • Ma Z-L, Werner M, Körber C et al (2007) Quantitative analysis of cotransfection efficiencies in studies of ionotropic glutamate receptor complexes. J Neurosci Res 85:99–115. doi:10.1002/jnr.21096

    Article  PubMed  CAS  Google Scholar 

  • Merkle D, Lees-Miller SP, Cramb DT (2004) Structure and dynamics of lipoplex formation examined using two-photon fluorescence cross-correlation spectroscopy. Biochemistry 43:7263–7272

    Article  PubMed  CAS  Google Scholar 

  • Müller JD (2004) Cumulant analysis in fluorescence fluctuation spectroscopy. Biophys J 86:3981–3992

    Article  PubMed  Google Scholar 

  • Ouahabi AE, Thiry M, Schiffmann S et al (1999) Intracellular visualization of BrdU-labeled plasmid DNA/cationic liposome complexes. J Histochem Cytochem 47:1159–1166. doi:10.1177/002215549904700908

    Article  PubMed  Google Scholar 

  • Ross JA, Chen Y, Muller J et al (2011) Dimeric endophilin A2 stimulates assembly and GTPase activity of dynamin 2. Biophys J 100:729–737

    Article  PubMed  CAS  Google Scholar 

  • Snapp EL (2009) Fluorescent proteins: a cell biologist’s user guide. Trends Cell Biol 19:649–655. doi:16/j.tcb.2009.08.002

    Article  PubMed  CAS  Google Scholar 

  • Voges D, Watzele M, Nemetz C et al (2004) Analyzing and enhancing mRNA translational efficiency in an Escherichia coli in vitro expression system. Biochem Biophys Res Commun 318:601–614

    Article  PubMed  CAS  Google Scholar 

  • Xu Y, Szoka FC Jr (1996) Mechanism of DNA release from cationic liposome/DNA complexes used in cell transfection. Biochemistry 35:5616–5623

    Article  PubMed  CAS  Google Scholar 

  • Zhou X, Huang L (1994) DNA transfection mediated by cationic liposomes containing lipopolylysine: characterization and mechanism of action. Biochim Biophys Acta 1189:195–203

    Article  PubMed  CAS  Google Scholar 

  • Zuhorn IS, Kalicharan R, Hoekstra D (2002) Lipoplex-mediated transfection of mammalian cells occurs through the cholesterol-dependent clathrin-mediated pathway of endocytosis. J Biol Chem 277:18021–18028

    Article  PubMed  CAS  Google Scholar 

Download references

Acknowledgments

This work was supported by grants from the National Institutes of Health (GM64589) and the National Science Foundation (PHY 0346782). We thank Dr. Joseph Albanesi for kindly providing the Endophilin A2 plasmid.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Joachim D. Mueller.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Smith, E.M., Mueller, J.D. The statistics of protein expression ratios for cellular fluorescence studies. Eur Biophys J 41, 341–352 (2012). https://doi.org/10.1007/s00249-012-0792-x

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00249-012-0792-x

Keywords

Navigation