Evaluation of quality-control criteria for microarray gene expression analysis

被引:85
作者
Dumur, CI
Nasim, S
Best, IM
Archer, KJ
Ladd, AC
Mas, VR
Wilkinson, DS
Garrett, CT
Ferreira-Gonzales, A
机构
[1] Virginia Commonwealth Univ, Dept Pathol, Mol Diagnost Div, Richmond, VA 23298 USA
[2] Virginia Commonwealth Univ, Dept Biostat, Richmond, VA 23298 USA
[3] Virginia Commonwealth Univ, Dept Surg, Richmond, VA 23298 USA
关键词
D O I
10.1373/clinchem.2004.033225
中图分类号
R446 [实验室诊断]; R-33 [实验医学、医学实验];
学科分类号
1001 ;
摘要
Background: Development of quality-control criteria to ensure reproducibility of microarray results for potential clinical application is still in its infancy. Methods: In the present studies we developed quality-control criteria and evaluated their effect in microarray data analysis using total RNA from cell lines, frozen tumors, and a commercially available reference RNA. Quality-control criteria such as A(260)/A(280) ratios, percentage of rRNA, and median size of cDNA and cRNA synthesis products were evaluated for robustness in microarray analysis. Furthermore, precision studies using a reference material were performed on the Affymetrix(R) HG-U133A high-density oligonucleotide microarrays. The same reference RNA sample was examined in 16 different chips run on 2 different days in the four different modules of the Affymetrix fluidics workstation. Fresh and frozen fragmented cRNAs were also compared. An ANOVA model was fit to identify the main sources of variation. Results: Good-quality samples showed >30% rRNA in the electropherograms and cDNA and cRNA synthesis products with median sizes of 2.0 and 3.0 kb, respectively. Precision studies showed that the main source of variation was the day-to-day variability, minimally affecting hybridization exogenous control genes. Altogether, the results showed that the Affymetrix Genechip(R) system is highly reproducible when RNA that meet the quality-control criteria are used (overall P > 0.01). Conclusions: These results confirm the need to establish defined quality-control criteria for sample quality to distinguish between analytical and biological variability. (C) 2004 American Association for Clinical Chemistry.
引用
收藏
页码:1994 / 2002
页数:9
相关论文
共 22 条
  • [1] *AFF, 2001, AFF MICR SUIT US GUI
  • [2] *AFF GEN CHIP, 2001, EXPR AN TECHN MAN
  • [3] Fluorescent cDNA microarray hybridization reveals complexity and heterogeneity of cellular genotoxic stress responses
    Amundson, SA
    Bittner, M
    Chen, YD
    Trent, J
    Meltzer, P
    Fornace, AJ
    [J]. ONCOGENE, 1999, 18 (24) : 3666 - 3672
  • [4] TUMORIGENICITY OF SV40 T-ANTIGEN IMMORTALIZED HUMAN PROSTATE EPITHELIAL-CELLS - ASSOCIATION WITH DECREASED EPIDERMAL GROWTH-FACTOR RECEPTOR (EGFR) EXPRESSION
    BAE, VL
    JACKSONCOOK, CK
    BROTHMAN, AR
    MAYGARDEN, SJ
    WARE, JL
    [J]. INTERNATIONAL JOURNAL OF CANCER, 1994, 58 (05) : 721 - 729
  • [5] Bae VL, 1998, PROSTATE, V34, P275, DOI 10.1002/(SICI)1097-0045(19980301)34:4<275::AID-PROS5>3.0.CO
  • [6] 2-G
  • [7] Molecular classification of cancer: Class discovery and class prediction by gene expression monitoring
    Golub, TR
    Slonim, DK
    Tamayo, P
    Huard, C
    Gaasenbeek, M
    Mesirov, JP
    Coller, H
    Loh, ML
    Downing, JR
    Caligiuri, MA
    Bloomfield, CD
    Lander, ES
    [J]. SCIENCE, 1999, 286 (5439) : 531 - 537
  • [8] Robust estimators for expression analysis
    Hubbell, E
    Liu, WM
    Mei, R
    [J]. BIOINFORMATICS, 2002, 18 (12) : 1585 - 1592
  • [9] Summaries of affymetrix GeneChip probe level data
    Irizarry, RA
    Bolstad, BM
    Collin, F
    Cope, LM
    Hobbs, B
    Speed, TP
    [J]. NUCLEIC ACIDS RESEARCH, 2003, 31 (04) : e15
  • [10] High density synthetic oligonucleotide arrays
    Lipshutz, RJ
    Fodor, SPA
    Gingeras, TR
    Lockhart, DJ
    [J]. NATURE GENETICS, 1999, 21 (Suppl 1) : 20 - 24