title: Variation of gene expression in Bacillus subtilis samples of fermentation replicates.
abstract: The application of comprehensive gene expression profiling technologies to compare wild and mutated microorganism samples or to assess molecular differences between various treatments has been widely used. However, little is known about the normal variation of gene expression in microorganisms. In this study, an Agilent customized microarray representing 4,106 genes was used to quantify transcript levels of five-repeated flasks to assess normal variation in Bacillus subtilis gene expression. CV analysis and analysis of variance were employed to investigate the normal variance of genes and the components of variance, respectively. The results showed that above 80% of the total variation was caused by biological variance. For the 12 replicates, 451 of 4,106 genes exhibited variance with CV values over 10%. The functional category enrichment analysis demonstrated that these variable genes were mainly involved in cell type differentiation, cell type localization, cell cycle and DNA processing, and spore or cyst coat. Using power analysis, the minimal biological replicate number for a B. subtilis microarray experiment was determined to be six. The results contribute to the definition of the baseline level of variability in B. subtilis gene expression and emphasize the importance of replicate microarray experiments.
authors.affiliation: Lab of Biosystems and Microanalysis, State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, 130 Meilong Road, Shanghai, 200237, China.
authors.forename: Ying
authors.initials: Y
authors.lastname: Zhou
authors.forename: Wen-Bang
authors.initials: WB
authors.lastname: Yu
authors.forename: Bang-Ce
authors.initials: BC
authors.lastname: Ye
mesh_terms: D000465:Algorithms; D000704:Analysis of Variance; D001412:Bacillus subtilis / Q000235:genetics* / Q000378:metabolism; D056808:Biostatistics; D005285:Fermentation; D015870:Gene Expression; D020869:Gene Expression Profiling / Q000379:methods; D005798:Genes, Bacterial; D014644:Genetic Variation; D020411:Oligonucleotide Array Sequence Analysis / Q000379:methods