A new non-linear normalization method for reducing variability in DNA microarray experiments

BACKGROUND: Microarray data are subject to multiple sources of variation, of which biological sources are of interest whereas most others are only confounding. Recent work has identified systematic sources of variation that are intensity-dependent and non-linear in nature. Systematic sources of variation are not limited to the differing properties of the cyanine dyes Cy5 and Cy3 as observed in cDNA arrays, but are the general case for both oligonucleotide microarray (Affymetrix GeneChips) and cDNA microarray data. Current normalization techniques are most often linear and therefore not capable of fully correcting for these effects. RESULTS: We present here a simple and robust non-linear method for normalization using array signal distribution analysis and cubic splines. These methods compared favorably to normalization using robust local-linear regression (lowess). The application of these methods to oligonucleotide arrays reduced the relative error between replicates by 5-10% compared with a standard global normalization method. Application to cDNA arrays showed improvements over the standard method and over Cy3-Cy5 normalization based on dye-swap replication. In addition, a set of known differentially regulated genes was ranked higher by the t-test. In either cDNA or Affymetrix technology, signal-dependent bias was more than ten times greater than the observed print-tip or spatial effects. CONCLUSIONS: Intensity-dependent normalization is important for both high-density oligonucleotide array and cDNA array data. Both the regression and spline-based methods described here performed better than existing linear methods when assessed on the variability of replicate arrays. Dye-swap normalization was less effective at Cy3-Cy5 normalization than either regression or spline-based methods alone

Identification and characterization of a DeoR-specific operator sequence essential for induction of dra-nupC-pdp operon expression in Bacillus subtilis

The deoR gene located just upstream the dra-nupC-pdp operon of Bacillus subtilis encodes the DeoR repressor protein that negatively regulates the expression of the operon at the level of transcription. The control region upstream of the operon was mapped by the use of transcriptional lacZ fusions. It was shown that all of the cis-acting elements, which were necessary for full DeoR regulation of the operon, were included in a 141-bp sequence just upstream of dra. The increased copy number of this control region resulted in titration of the DeoR molecules of the cell. By using mutagenic PCR and site-directed mutagenesis techniques, a palindromic sequence located from position −60 to position −43 relative to the transcription start point was identified as a part of the operator site for the binding of DeoR. Furthermore, it was shown that a direct repeat of five nucleotides, which was identical to the 3′ half of the palindrome and was located between the −10 and −35 regions of the dra promoter, might function as a half binding site involved in cooperative binding of DeoR to the regulatory region. Binding of DeoR protein to the operator DNA was confirmed by a gel electrophoresis mobility shift assay. Moreover, deoxyribose-5-phosphate was shown to be a likely candidate for the true inducer of the dra-nupC-pdp expression

dra-nupC-pdp operon of Bacillus subtilis: nucleotide sequence, induction by deoxyribonucleosides, and transcriptional regulation by the deoR-encoded DeoR repressor protein

The genes encoding deoxyriboaldolase (dra), nucleoside uptake protein (nupC), and pyrimidine nucleoside sequences were determined. Sequence analysis showed that the genes were localized immediately downstream of the hut operon. Insertional gene disruption studies indicated that the three genes constitute an operon with the gene order dra-nupC-pdp. A promoter mapping immediately upstream of the dra gene was identified, and downstream of the pdp gene the nucleotide sequence indicated the existence of a factor-independent transcription terminator structure. In wild-type cells growing in succinate minimal medium, the pyrimidine nucleoside phosphorylase and deoxyriboaldolase levels were five- to eightfold higher in the presence of thymidine and fourfold higher in the presence of deoxyadenosine. By the use of lacZ fusions, the regulation was found to be at the level of transcription. The operon expression was subject to glucose repression. Upstream of the dra gene an open reading frame of 313 amino acids was identified. Inactivation of this gene led to an approximately 10-fold increase in the levels of deoxyriboaldolase and pyrimidine nucleoside phosphorylase, and no further induction was seen upon the addition of deoxyribonucleosides. The upstream gene most likely encodes the regulator for the dra-nupC-pdp operon and was designated deoR (stands for deoxyribonucleoside regulator)