Analysis of DIGE data using a linear mixed model allowing for protein-specific dye effects.
Differential in-gel electrophoresis (DIGE) experiments allow three protein samples to be run per gel. The three samples are labeled with the spectrally resolvable fluorescent dyes, Cy2, Cy3, and Cy5, respectively. Here, we show that protein-specific dye effects exist, and we present a linear mixed model for analysis of DIGE data which takes dye effects into account. A Java implementation of the model, called DIGEanalyzer, is freely available at http://bioinfo.thep.lu.se/digeanalyzer.html. Three DIGE experiments from our laboratory, with 173, 64, and 24 gels, respectively, were used to quantify and verify the dye effects. DeCyder 5.0 and 6.5 were used for spot detection and matching. The fractions of proteins with a statistically significant (0.001 level) dye effect were 19, 34, and 23%, respectively. The fractions of proteins with a dye effect above 1.4-fold change were 1, 4, and 6%, respectively. The median magnitude of the dye effect was 1.07-fold change for Cy5 versus Cy3 and 1.16-fold change for Cy3 versus Cy2. The maximal dye effect was a seven-fold change. The dye effects of spots corresponding to the same protein tend to be similar within each of the three experiments, and to a smaller degree across experiments.
Krogh
Morten
M
Computational Biology and Biological Physics, Department of Theoretical Physics, Lund University, Lund, Sweden. mkrogh@thep.lu.se
Liu
Yingchun
Y
Waldemarson
Sofia
S
Valastro
Barbara
B
James
Peter
P
D000465:Algorithms; D000818:Animals; D001923:Brain Chemistry; D001943:Breast Neoplasms / Q000737:chemistry; D002232:Carbocyanines / Q000737:chemistry; D019295:Computational Biology / Q000379:methods*; D015180:Electrophoresis, Gel, Two-Dimensional / Q000295:instrumentation / Q000379:methods; D005260:Female; D005456:Fluorescent Dyes / Q000737:chemistry*; D006801:Humans; D007091:Image Processing, Computer-Assisted / Q000379:methods*; D020407:Internet; D016014:Linear Models; D010051:Ovarian Neoplasms / Q000737:chemistry; D011506:Proteins / Q000032:analysis* / Q000737:chemistry; D040901:Proteomics / Q000379:methods*; D051381:Rats; D012984:Software; D053719:Tandem Mass Spectrometry
D002232:Carbocyanines; D005456:Fluorescent Dyes; D011506:Proteins; C089187:cyanine dye 3; C085321:cyanine dye 5; C011203:cyanine dye 2