两种标记方法对60mer寡核苷酸芯片背景信号影响的初步分析

研究两种不同的样本标记方法对人全基因组高密度60mer寡核苷酸芯片背景信号的影响。收集5对患病与健康人外周血单个核细胞,分别提取总RNA后,采用限制性显示技术（restriction display,RD）进行样本双色（Cy3/Cy5）荧光标记,与5张Agilent 60mer高密度（22K）Human 1B寡核苷酸芯片进行杂交。芯片全部杂交点分3组：基因探针组、阳性对照组和阴性对照组。阳性对照采用荧光标记寡核苷酸直接掺入法进行标记。对全部杂交信号点的Cy3和Cy5背景信号值,用SPSS软件进行数据转换、正态性检验、方差齐性检验、变异系数分析和重复数据的方差分析。数据分析结果显示,Cy3 标记的背景信号值均高于 Cy5标记的背景信号值。重复测量数据的方差分析表明,在Cy3 和Cy5标记中,两种不同标记方法间的背景信号值的差异极显著（PCy3＜0.01, PCy5＜0.01）,且RD标记点的背景信号平均值低于荧光标记寡核苷酸直接掺入标记法标记的阳性对照点。RD标记方法是一种有用的低背景信号的高密度长链寡核苷酸芯片样本标记方法。     

Mixture models as a method to find present and divergent genes in comparative genomic hybridization studies on bacteria

Comparative genomic hybridization (CGH) using microarrays is performed on bacteria in order to test for genomic diversity within various bacterial species. The microarrays used for CGH are based on the genome of a fully sequenced bacterium strain, denoted reference strain. Labelled DNA fragments from a sample strain of interest and from the reference strain are hybridized to the array. Based on the obtained ratio intensities and the total intensities of the signals, each gene is classified as either present (one copy or multiple copies) or divergent (zero copies). In this paper mixture models with different number of components are tted on different combinations of variables and compared with each other. The study shows that mixture models fitted on both the ratio intensities and the total intensities including the replicates for each gene improve, compared to previously published methods, the results for several of the data sets tested. Some summaries of the data sets are proposed as a guide for the choice of model and the choice of number of components. The models are applied on data from CGH experiments with the bacteria Staphylococcus aureus and     

Assessing genetic diversity in plasmids from Escherichia coli and Salmonella enterica using a mixed-plasmid microarray

AIMS: To compare genetic composition of plasmids using microarrays composed of randomly selected fragments of plasmid DNA. METHODS AND RESULTS: Separate shotgun libraries were constructed from plasmid DNA pooled from Escherichia coli and Salmonella enterica. Cloned fragments were used as probes for microarrays. Plasmid targets were labelled, hybridized overnight, and bound targets were imaged after enzymatic signal amplification. Control hybridizations demonstrated significantly higher signal when probes and targets shared >95% sequence identity. Diagnostic sensitivity and specificity of the assay was 95 and 99%, respectively. Cluster analysis showed close matches for replicate experiments with a high correlation between replicates (r = 0.91) compared with the correlation for nonreplicates (r = 0.09). Analysis of hybridization data from 43 plasmids generated five distinct clusters, two for known serovar-specific plasmids, one for enterohemorrhagic E. coli plasmids, and two for plasmids harboring a recently disseminated antibiotic resistance gene (bla(CMY-2)). CONCLUSION: Mixed-plasmid microarrays are suitable for comparing genetic content of wild-type plasmids and hybridization results from this study suggest several novel hypotheses about plasmid gene exchange between E. coli and S. enterica. SIGNIFICANCE AND IMPACT OF STUDY: Mixed-plasmid microarrays permit rapid, low cost analysis and comparison of many plasmids. This ability is critical to understanding the source, fate, and transport of plasmids amongst commensal and pathogenic bacteria.     

Efficient two-sample designs for microarray experiments with biological replications

In the last years, biostatistical research has begun to apply linear models and design theory to develop efficient experimental designs and analysis tools for gene expression microarray data. With two-colour microarrays, direct comparisons of RNA-targets are possible and lead to incomplete block designs. In this setting, efficient designs for simple and factorial microarray experiments have mainly been proposed for technical replicates. But for biological replicates, which are crucial to obtain inference that can be generalised to a biological population, this question has only been discussed recently and is not fully solved yet. In this paper, we propose efficient designs for independent two-sample experiments using two-colour microarrays enabling biologists to measure their biological random samples in an efficient manner to draw generalisable conclusions. We give advice for experimental situations with differing group sizes and show the impact of different designs on the variance and degrees of freedom of the test statistics. The designs proposed in this paper can be evaluated using SAS PROC MIXED or S+/R lme.     

High reproducibility using sodium hydroxide-stripped long oligonucleotide DNA microarrays

Recently, long oligonucleotide (60- to 70-mer) microarrays for two-color experiments have been developed and are gaining widespread use. In addition, when there is limited availability of mRNA from tissue sources, RNA amplification can and is being used to produce sufficient quantities of cRNA for microarray hybridization. Taking advantage of the selective degradation of RNA under alkaline conditions, we have developed a method to "strip" glass-based oligonucleotide microarrays that use fluorescent RNA in the hybridization, while leaving the DNA oligonucleotide probes intact and usable for a second experiment. Replicate microarray experiments conducted using stripped arrays showed high reproducibility, however, we found that arrays could only be stripped and reused once without compromising data quality. The intraclass correlation (ICC) between a virgin array and a stripped array hybridized with the same sample showed a range of 0.90-0.98, which is comparable to the ICC of two virgin arrays hybridized with the same sample. Using this method, once-stripped oligonucleotide microarrays are usable, reliable, and help to reduce costs.     

Quantitative detection of microbial genes by using DNA microarrays

To quantify target genes in biological samples using DNA microarrays, we employed reference DNA to normalize variations in spot size and hybridization. This method was tested using nitrate reductase (nirS), naphthalene dioxygenase (nahA), and Escherichia coli O157 O-antigen biosynthesis genes as model genes and lambda DNA as the reference DNA. We observed a good linearity between the log signal ratio and log DNA concentration ratio at DNA concentrations above the method's detection limit, which was approximately 10 pg. This approach for designing quantitative microarrays and the inferred equation from this study provide a simple and convenient way to estimate the target gene concentration from the hybridization signal ratio.     

A common reference for cDNA microarray hybridizations

Comparisons of expression levels across different cDNA microarray experiments are easier when a common reference is co-hybridized to every microarray. Often this reference consists of one experimental control sample, a pool of cell lines or a mix of all samples to be analyzed. We have developed an alternative common reference consisting of a mix of the products that are spotted on the array. Pooling part of the cDNA PCR products before they are printed and their subsequent amplification towards either sense or antisense cRNA provides an excellent common reference. Our results show that this reference yields a reproducible hybridization signal in 99.5% of the cDNA probes spotted on the array. Accordingly, a ratio can be calculated for every spot, and expression levels across different hybridizations can be compared. In dye-swap experiments this reference shows no significant ratio differences, with 95% of the spots within an interval of ±0.2-fold change. The described method can be used in hybridizations with both amplified and non-amplified targets, is time saving and provides a constant batch of common reference that lasts for thousands of hybridizations.     

Technical evaluation of cDNA microarrays

The aims were to evaluate the common reference design approach in microarray experiments and to evaluate the technical performance and the normalisation of cDNA microarrays with a limited number of spots. Total RNA from 3 normal and 3 tumour sample biopsies were used for synthesis of amino-allyl labelled cRNA. Equal amounts of cRNA from all samples were mixed as reference. After conjugation of cRNA with fluorophores (Cy3/Cy5), each individual tumour cRNA was hybridised to a cDNA microarray together with reference cRNA, scanned and analysed. We show that our procedures for producing cDNA microarrays are reproducible. The concordance between duplicated spots and replicate hybridisation was found to be high. We have demonstrated that our cDNA microarrays are of a high technical quality. The majority of the cDNA microarrays had low local spot background levels. Despite the high background levels for some local spots, variation could be minimized by locally weighted scatter plot smooth normalisation (LOWESS), which we showed was also suitable for normalisation of cDNA microarrays with a limited number of probes.     

Quantitative Detection of Microbial Genes by Using DNA Microarrays

To quantify target genes in biological samples using DNA microarrays, we employed reference DNA to normalize variations in spot size and hybridization. This method was tested using nitrate reductase (nirS), naphthalene dioxygenase (nahA), and Escherichia coli O157 O-antigen biosynthesis genes as model genes and lambda DNA as the reference DNA. We observed a good linearity between the log signal ratio and log DNA concentration ratio at DNA concentrations above the method's detection limit, which was approximately 10 pg. This approach for designing quantitative microarrays and the inferred equation from this study provide a simple and convenient way to estimate the target gene concentration from the hybridization signal ratio.     

Prolonged hybridization with a cRNA probe improves the signal to noise ratio for in-tube in situ hybridization for quantification of mRNA after fluorescence-activated cell sorting

We developed an in-tube in situ hybridization method for mRNA quantification after fluorescence-activated cell sorting (FACS-mQ). A specific RNA in a particular cell type is stained with a cRNA probe and a fluorescent dye, which allows the stained cells to be selected by FACS without excessive RNA degradation. Our previous protocol required 4 h for hybridization with a cRNA probe, which might not produce enough fluorescence signal for sorting genes with low expressions. We determined the effect of prolonged hybridization for in-tube in situ hybridization on quantitative measurement of intracellular RNAs. During the hybridization step, the quantity of ACTB mRNA decreased gradually until 4 h, but remained constant from 4 to 16 h below 63.6° C. For flow cytometry, cells hybridization with cRNA probes for TG mRNA at 60° C for 16 h showed both increased signal and decreased background fluorescence compared to those hybridized for 4 h. These results indicate that when performing in-tube in situ hybridization, hybridization temperature can be raised to 63.6° C and the hybridization step can be extended up to 16 h without excessive intracellular RNA degradation.     

Interspersion of mouse satellite deoxyribonucleic acid sequences

DNA sequences with homology to the major (A + T)-rich mouse satellite component were localized in CsCl gradients by hybridization with a labeled satellite cRNA probe. Although, as expected, most of the hybridization was to DNA in the satellite-rich shoulder, substantial radioactive cRNA hybridized with DNA from denser regions of the gradient. Further examination revealed that hybridization to main-band DNA was not due to physical trapping of satellite DNA in the gradient, and melting experiments argue that the associated radioactivity was due to true RNA/DNA hybridization. Nearest-neighbor analysis of hybridized [alpha-32P]CTP-labeled l-strand cRNA indicates that hybridization to main-band DNA is by the satellite cRNA and not a contaminant. Together, these data argue that mouse satellite-like sequences are interspersed within the main-band fraction of DNA. For the support of this contention, total mouse DNA, purified main-band DNA, and purified satellite DNA were digested with EcoRI, sedimented in a sucrose gradient, and hybridized with labeled satellite cRNA. Mouse satellite DNA is not cleaved with EcoRI, so that purified EcoRI-digested satellite DNA sediments as a high molecular weight component. When total mouse DNA is digested with EcoRI, the majority of satellite-like sequences remain as high molecular weight DNA; however, significant amounts of satellite-like sequences sediment with the bulk of the lower molecular weight digested DNA, lending further credence to the argument that satellite-like sequences are interspersed with main-band DNA.