Maximising sensitivity for detecting changes in protein expression: Experimental design using minimal CyDyes

被引:133
作者
Karp, NA [1 ]
Lilley, KS [1 ]
机构
[1] Univ Cambridge, Dept Biochem, Cambridge CB2 1QW, England
关键词
DIGE; expression proteomics; power; 2-DE; variation;
D O I
10.1002/pmic.200500083
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
DIGE is a powerful tool for measuring changes in protein expression between samples. Here we assess the assumptions of normality and heterogeneity of variance that underlie the univariate statistical tests routinely used to. detect proteins with expression changes. Furthermore, the technical variance experienced in a multigel experiment is assessed here and found to be reproducible within- and across-sample types. Utilising the technical variance measured, a power study is completed for several 'typical' fold changes in expression commonly used as thresholds by researchers. Based on this study using DeCyder, guidance is given on the number of gel replicates that are needed for the experiment to have sufficient sensitivity to detect expression changes. A two-dye system based on utilising just Cy3 and Cy5 was found to be more reproducible than the three-dye system. A power and cost-benefit analysis performed here suggests that the traditional three-dye system would use fewer resources in studies where multiple samples are compared. Technical variance was shown to encompass both experimental and analytical noise and thus is dependent on the analytical software utilised. Data is provided as a resource to the community to assess alternative software and upgrades.
引用
收藏
页码:3105 / 3115
页数:11
相关论文
共 27 条
  • [1] A novel experimental design for comparative two-dimensional gel analysis: Two-dimensional difference gel electrophoresis incorporating a pooled internal standard
    Alban, A
    David, SO
    Bjorkesten, L
    Andersson, C
    Sloge, E
    Lewis, S
    Currie, I
    [J]. PROTEOMICS, 2003, 3 (01) : 36 - 44
  • [2] BERGH GVD, 2003, ELECTROPHORESIS, V24, P1471
  • [3] INTERLABORATORY REPRODUCIBILITY OF YEAST PROTEIN-PATTERNS ANALYZED BY IMMOBILIZED PH GRADIENT 2-DIMENSIONAL GEL-ELECTROPHORESIS
    BLOMBERG, A
    BLOMBERG, L
    NORBECK, J
    FEY, SJ
    LARSEN, PM
    LARSEN, M
    ROEPSTORFF, P
    DEGAND, H
    BOUTRY, M
    POSCH, A
    GORG, A
    [J]. ELECTROPHORESIS, 1995, 16 (10) : 1935 - 1945
  • [4] Bolstad BM, 2004, INT REV NEUROBIOL, V60, P25
  • [5] ANALYSIS OF SCALING METHODS TO MINIMIZE EXPERIMENTAL VARIATIONS IN 2-DIMENSIONAL ELECTROPHORESIS QUANTITATIVE DATA - APPLICATION TO THE COMPARISON OF MAIZE INBRED LINES
    BURSTIN, J
    ZIVY, M
    DEVIENNE, D
    DAMERVAL, C
    [J]. ELECTROPHORESIS, 1993, 14 (10) : 1067 - 1073
  • [6] Chen Y, 1997, J Biomed Opt, V2, P364, DOI 10.1117/12.281504
  • [7] Proteomic capacity of recent fluorescent dyes for protein staining
    Chevalier, F
    Rofidal, V
    Vanova, P
    Bergoin, A
    Rossignol, M
    [J]. PHYTOCHEMISTRY, 2004, 65 (11) : 1499 - 1506
  • [8] Assessing factors for reliable quantitative proteomics based on two-dimensional gel electrophoresis
    Fiévet, J
    Dillmann, C
    Lagniel, G
    Davanture, M
    Negroni, L
    Labarre, J
    de Vienne, D
    [J]. PROTEOMICS, 2004, 4 (07) : 1939 - 1949
  • [9] Statistical exploration of variation in quantitative two-dimensional gel electrophoresis
    Gustafsson, JS
    Ceasar, R
    Glasbey, CA
    Blomberg, A
    Rudemo, M
    [J]. PROTEOMICS, 2004, 4 (12) : 3791 - 3799
  • [10] Proteome analysis of Saccharomyces cerevisiae under metal stress by two-dimensional differential gel electrophoresis
    Hu, Y
    Wang, G
    Chen, GYJ
    Fu, X
    Yao, SQ
    [J]. ELECTROPHORESIS, 2003, 24 (09) : 1458 - 1470