A sequential expression system for high-throughput functional genomic analysis

A method employing sequential rounds of cell-free protein synthesis (CFPS) was developed to identify gene products influencing the complex metabolic systems that result in protein accumulation and folding in vitro. The first round of CFPS creates an array of cell extracts individually enriched with a single gene product expressed in-parallel from linear DNA expression templates (ETs). The cell extract is engineered to enhance template stability and to provide reaction conditions conducive for general protein activation. Following first-round expression, linear templates are selectively degraded and a plasmid template for a reporter enzyme is added to initiate a subsequent round of protein expression. Reporter concentration and activity identify first-round gene products that affect amino acid and nucleic acid stability, energy supply, protein expression, stability, and activation. This sequential CFPS system provides a unique format for the functional genomic identification of broadly diverse metabolic activities.     

Bacterial cell-free system for high-throughput protein expression and a comparative analysis of Escherichia coli cell-free and whole cell expression systems

Sixty-three proteins of Pseudomonas aeruginosa in the size range of 18-159 kDa were tested for expression in a bacterial cell-free system. Fifty-one of the 63 proteins could be expressed and partially purified under denaturing conditions. Most of the expressed proteins showed yields greater than 500 ng after a single affinity purification step from 50 microl in vitro protein synthesis reactions. The in vitro protein expression plus purification in a 96-well format and analysis of the proteins by SDS-PAGE were performed by one person in 4 h. A comparison of in vitro and in vivo expression suggests that despite lower yields and less pure protein preparations, bacterial in vitro protein expression coupled with single-step affinity purification offers a rapid, efficient alternative for the high-throughput screening of clones for protein expression and solubility.     

Gene expression analysis of the response by Escherichia coli to seawater

Gene expression of Escherichia coli cells exposed to seawater for 20 h was compared to that of exponentially growing cells (mops-glucose 0.2%) using DNA microarray technology. The expression of most (ca. 3000) of the 4228 open reading frames on the microarray remained unchanged; the relative expression of about 320 genes decreased in seawater, whereas that of ca. one fourth (937) increased. Clearly coherent expression patterns were observed for several functional gene groups. Induced genes were numerous in groups specifying the degradation of small molecules (carbon compounds, amino acids and fatty acids), energy metabolism (aerobic and anaerobic respiration, pyruvate dehydrogenase and TCA cycle), chemotaxis and mobility, flagella biosynthesis, surface structures and phage related functions. Repressed genes were clustered in two groups, cell division and nucleotides biosynthesis, indicating a cessation of growth. This revised version was published online in August 2006 with corrections to the Cover Date.     

CART variance stabilization and regularization for high-throughput genomic data

MOTIVATION: mRNA expression data obtained from high-throughput DNA microarrays exhibit strong departures from homogeneity of variances. Often a complex relationship between mean expression value and variance is seen. Variance stabilization of such data is crucial for many types of statistical analyses, while regularization of variances (pooling of information) can greatly improve overall accuracy of test statistics. RESULTS: A Classification and Regression Tree (CART) procedure is introduced for variance stabilization as well as regularization. The CART procedure adaptively clusters genes by variances. Using both local and cluster wide information leads to improved estimation of population variances which improves test statistics. Whereas making use of cluster wide information allows for variance stabilization of data. AVAILABILITY: Sufficient details for our CART procedure are given so that the interested reader can program the method for themselves. The algorithm is also accessible within the Java software package BAMarray(TM), which is freely available to non-commercial users at www.bamarray.com. CONTACT: hemant.ishwaran@gmail.com.     

Gene conservation and loss in the mutS-rpoS genomic region of pathogenic Escherichia coli

The extent and nature of DNA polymorphism in the mutS-rpoS region of the Escherichia coli genome were assessed in 21 strains of enteropathogenic E. coli (EPEC) and enterohemorrhagic E. coli (EHEC) and in 6 strains originally isolated from natural populations. The intervening region between mutS and rpoS was amplified by long-range PCR, and the resulting amplicons varied substantially in length (7.8 to 14.2 kb) among pathogenic groups. Restriction maps based on five enzymes and sequence analysis showed that strains of the EPEC 1, EPEC 2, and EHEC 2 groups have a long mutS-rpoS region composed of a approximately 6.0-kb DNA segment found in strain K-12 and a novel DNA segment ( approximately 2.9 kb) located at the 3' end of rpoS. The novel segment contains three genes (yclC, pad1, and slyA) that occur in E. coli O157:H7 and related strains but are not found in K-12 or members of the ECOR group A. Phylogenetic analysis of the common sequences indicates that the long intergenic region is ancestral and at least two separate deletion events gave rise to the shorter regions characteristic of the E. coli O157:H7 and K-12 lineages.     

Melanin-based high-throughput screen for L-tyrosine production in Escherichia coli

We present the development of a simple, high-throughput screen for identifying bacterial strains capable of L-tyrosine production. Through the introduction of a heterologous gene encoding a tyrosinase, we were able to link L-tyrosine production in Escherichia coli with the synthesis of the black and diffusible pigment melanin. Although melanin was initially produced only at low levels in morpholinepropanesulfonic acid (MOPS) minimal medium, phosphate supplementation was found to be sufficient for increasing both the rates of synthesis and the final titers of melanin. Furthermore, a strong linear correlation between extracellular L-tyrosine content and melanin formation was observed by use of this new medium formulation. A selection strategy that utilizes these findings has been developed and has been shown to be effective in screening large combinatorial libraries in the search for L-tyrosine-overproducing strains.     

Construction of a set Gateway-based destination vectors for high-throughput cloning and expression screening in Escherichia coli

We describe here the construction of a 10-Gateway-based vector set applicable for high-throughput cloning and for expressing recombinant proteins in Escherichia coli. Plasmids bear elements required to produce recombinant proteins under control of the T7 promoter and encode different N-terminal partners. Since the vector set is derived from a unique backbone, a consistent comparison of the impact of fusion partner(s) on protein expression and solubility is easily amenable. Finally, a sequence encoding a six-histidine tag has been inserted to be in frame with the cloned open reading frame either at its C terminus or at the N terminus, giving the flexibility of choosing the six-histidine tag location for further purification. To test the applicability of our vector set, expression and solubility profile and six-histidine tag accessibility have been demonstrated for two Bacillus subtilis signaling proteins' encoding genes (SBGP codes E0508 and E0511).     

GeneScape: a relational database of Escherichia coli genomic map data for Macintosh computers

We present a relational database program developed in FoxBase+/Mac for the viewing and manipulation of ordered restrictionmaps and associated features of the Escherichia coli genomeincluding scquenced genes and the Kohara miniset of bacteriophagelambda clones. Use of this program allows easy access to thewealth of information being collected in a datase ofDNA sequences,maps and genetic data known as EcoSeq, EcoMap and EcoGene respectively.     

Gene expression profiling of the pH response in Escherichia coli

Escherichia coli MG1655 acid-inducible genes were identified by whole-genome expression profiling. Cultures were grown to the mid-logarithmic phase on acidified glucose minimal medium, conditions that induce glutamate-dependent acid resistance (AR), while the other AR systems are either repressed or not induced. A total of 28 genes were induced in at least two of three experiments in which the gene expression profiles of cells grown in acid (pH 5.5 or 4.5) were compared to those of cells grown at pH 7.4. As expected, the genes encoding glutamate decarboxylase, gadA and gadB, were significantly induced. Interestingly, two acid-inducible genes code for small basic proteins with pIs of >10.5, and six code for small acidic proteins with pIs ranging from 5.7 to 4.0; the roles of these small basic and acidic proteins in acid resistance are unknown. The acid-induced genes represented only five functional grouping categories, including eight genes involved in metabolism, nine associated with cell envelope structures or modifications, two encoding chaperones, six regulatory genes, and six unknown genes. It is unlikely that all of these genes are involved in the glutamate-dependent AR. However, nine acid-inducible genes are clustered in the gadA region, including hdeA, which encodes a putative periplasmic chaperone, and four putative regulatory genes. One of these putative regulators, yhiE, was shown to significantly increase acid resistance when overexpressed in cells that had not been preinduced by growth at pH 5.5, and mutation of yhiE decreased acid resistance; yhiE could therefore encode an activator of AR genes. Thus, the acid-inducible genes clustered in the gadA region appear to be involved in glutatmate-dependent acid resistance, although their specific roles remain to be elucidated.     

Searching for potential Z-DNA in genomic Escherichia coli DNA

The Clarke-Carbon library with Escherichia coli DNA cloned into plasmid ColE1 was partially screened for Z-DNA with the monoclonal antibody Z-D11 using the retardation of the covalently closed circular DNA-protein complex by nitrocellulose filters. About 85% of the plasmids tested at "natural" supercoil density bound to the filter. Together with binding studies of the iodinated antibody, one Z-DNA segment per about 18,000 base-pairs of E. coli DNA is observed. One clone containing the region around the lactose operon, pLC20-30, was studied in detail. Subcloning a partial Sau3A digest and selection with antibodies gave three different Z-forming sites. They were mapped to within about +/- 20 base-pairs by preparing unidirectional deletion clones, selection of protein binding plasmids on nitrocellulose filters and subsequent sizing on agarose gels. The size of the Z-DNA-forming segments was estimated from two-dimensional gels of topoisomer mixtures. Together with results from sequencing of the plasmid DNA using exonuclease III to create single-stranded templates, stretches of alternating purine-pyrimidine tracts of 12 to 15 base-pairs were found to be responsible for Z-DNA formation. One of the sites was found in the middle of the lacZ gene, where it might be an obstacle for RNA polymerase. The methods used here should also be helpful for studying other DNA-protein sites, especially if they exist only in supercoiled DNA.     

Molecular cloning and expression of hybridoma growth factor in Escherichia coli

Human monocytes produce a factor that supports the growth of B lymphocyte hybridoma cells, termed hybridoma growth factor (HGF). By using expression cloning in Escherichia coli of complementary DNA derived from human monocyte-poly(A+) RNA, we selected seven clones producing HGF activity as measured in a bioassay, based on the induction of proliferation of the HGF-dependent B cell hybridoma B9. Sequence analysis of the cDNA revealed that HGF is identical with interferon-beta 2, 26,000 protein, and B cell stimulatory factor-2. One of the active clones contained a cDNA that encoded a recombinant product lacking the 28-amino acid long signal peptide and the first 15 amino acids of the mature protein. Antibodies against the recombinant HGF inhibited the biologic activity of recombinant HGF as well as of monocyte-derived HGF.     

Gene expression in a temperature-sensitive gyrB mutant of Escherichia coli.

The effect of gyrase inactivation on gene expression was studied by examining the activities of different promoters in a temperature-sensitive gyrB mutant of Escherichia coli. The relative activities of promoters affected by cAMP-binding protein (CAP), e.g., the lac promoter, are not reduced by gyrase inactivation but can, on the contrary, be enhanced. This stimulation depends on the promoter location or its structure. The tnaA promoter is activated when located near the origin of replication, suggesting a differential effect of gyrase inactivation on various chromosomal domains. Only silent or mutant promoters such as the non-functional wild-type bgl or the lacIq can be activated. No differential effect of gyrase inactivation on the lambda pL and the trp promoters carried by the phage can be detected.     

Engineering by PCR-based exon amplification of the genomic porcine interferon-gamma DNA for expression in Escherichia coli

Interferon-gamma (IFN-gamma) is coded for by a single gene containing three introns, localized within the coding region. We have previously cloned the IFN-gamma gene from a pig genomic DNA lambda library and have determined its nucleotide sequence. In order to construct the porcine IFN-gamma DNA without intervening sequence, the four exons were separately amplified by the polymerase chain reaction (PCR) using primers matching the exon-termini. From the amplified exon-fragments the complete intron-free DNA was obtained by a strategy consisting of alternate rounds of PCR and ligation. The sequence so-obtained was used for expression in E. coli. The recombinant protein appeared as inclusion bodies which were solubilized and refolded in order to obtain biologically active IFN-gamma.     

luxS-dependent gene regulation in Escherichia coli K-12 revealed by genomic expression profiling

The bacterial quorum-sensing autoinducer 2 (AI-2) has received intense interest because the gene for its synthase, luxS, is common among a large number of bacterial species. We have identified luxS-controlled genes in Escherichia coli under two different growth conditions using DNA microarrays. Twenty-three genes were affected by luxS deletion in the presence of glucose, and 63 genes were influenced by luxS deletion in the absence of glucose. Minimal overlap among these gene sets suggests the role of luxS is condition dependent. Under the latter condition, the metE gene, the lsrACDBFG operon, and the flanking genes of the lsr operon (lsrR, lsrK, tam, and yneE) were among the most significantly induced genes by luxS. The E. coli lsr operon includes an additional gene, tam, encoding an S-adenosyl-l-methionine-dependent methyltransferase. Also, lsrR and lsrK belong to the same operon, lsrRK, which is positively regulated by the cyclic AMP receptor protein and negatively regulated by LsrR. lsrK is additionally transcribed by a promoter between lsrR and lsrK. Deletion of luxS was also shown to affect genes involved in methionine biosynthesis, methyl transfer reactions, iron uptake, and utilization of carbon. It was surprising, however, that so few genes were affected by luxS deletion in this E. coli K-12 strain under these conditions. Most of the highly induced genes are related to AI-2 production and transport. These data are consistent with the function of LuxS as an important metabolic enzyme but appear not to support the role of AI-2 as a true signal molecule for E. coli W3110 under the investigated conditions.     

Preproabrin: genomic cloning, characterisation and the expression of the A-chain in Escherichia coli

Synthetic oligonucleotides representing all possible sequences of an N-terminal and an internal region of the A-chain of abrin C were used to generate a probe specific for abrin-related sequences using the polymerase chain reaction on Abrus precatorius genomic DNA. A lambda phage library constructed from genomic DNA isolated from leaf tissue of A. precatorius was screened and positive hybridising clones were characterised by restriction enzyme analysis. The coding regions of unique clones were characterised by DNA sequencing. One clone encodes a preproprotein closely related to abrin C with 83% similarity between the A-chain sequences. Based on similarity with the ricin toxins and Ricinus communis agglutinin, the preproabrin consists of an A-chain of 251 amino acids preceded by 34 amino acids containing an N-terminal signal peptide, followed by a 14-amino-acid linker and a B-chain of 263 amino acids. The mature A-chain of the preproabrin has been expressed cytoplasmically in Escherichia coli and the soluble recombinant protein was produced at levels exceeding 6% of total cell protein. The recombinant A-chain has been purified to homogeneity and its ability to depurinate 28S rRNA in rat liver ribosomes has been demonstrated in vitro.     

DupChecker: a bioconductor package for checking high-throughput genomic data redundancy in meta-analysis

Background

Meta-analysis has become a popular approach for high-throughput genomic data analysis because it often can significantly increase power to detect biological signals or patterns in datasets. However, when using public-available databases for meta-analysis, duplication of samples is an often encountered problem, especially for gene expression data. Not removing duplicates could lead false positive finding, misleading clustering pattern or model over-fitting issue, etc in the subsequent data analysis.

Results

We developed a Bioconductor package Dupchecker that efficiently identifies duplicated samples by generating MD5 fingerprints for raw data. A real data example was demonstrated to show the usage and output of the package.

Conclusions

Researchers may not pay enough attention to checking and removing duplicated samples, and then data contamination could make the results or conclusions from meta-analysis questionable. We suggest applying DupChecker to examine all gene expression data sets before any data analysis step.

Electronic supplementary material

The online version of this article (doi:10.1186/1471-2105-15-323) contains supplementary material, which is available to authorized users.     

Immunological analysis of the heme proteins present in aerobically grown Escherichia coli.

Immunological methods were used to obtain information about Escherichia coli heme proteins. There is a membrane-bound catalase which consists of a single subunit (as determined by sodium dodecyl sulfate-polyacrylamide gel electrophoretic analysis) which is also present in the soluble fraction. Antibodies raised against purified, soluble cytochrome b562 showed that this cytochrome is not related to any of the membrane-bound cytochromes, including the b562 component of the cytochrome o complex. Cytochrome b556 is immunologically unrelated to the cytochrome b556 NR associated with the nitrate reductase system. Cytochrome b556 and cytochrome o are not present in a constant ratio in the membrane.