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Use of multiple biomarkers for a molecular diagnosis of prostate cancer.

The identification of biomarkers capable of providing a reliable molecular diagnostic test for prostate cancer (PCa) is highly desirable clinically. We describe here 4 biomarkers, UDP-N-Acetyl-alpha-D-galactosamine transferase (GalNAc-T3; not previously associated with PCa), PSMA, Hepsin and DD3/PCA3, which, in combination, distinguish prostate cancer from benign prostate hyperplasia (BPH). GalNAc-T3 was identified as overexpressed in PCa tissues by microarray analysis, confirmed by quantitative real-time PCR and shown immunohistochemically to be localised to prostate epithelial cells with higher expression in malignant cells. Real-time quantitative PCR analysis across 21 PCa and 34 BPH tissues showed 4.6-fold overexpression of GalNAc-T3 (p = 0.005). The noncoding mRNA (DD3/PCA3) was overexpressed 140-fold (p = 0.007) in the cancer samples compared to BPH tissues. Hepsin was overexpressed 21-fold (p = 0.049, whereas the overexpression for PSMA was 66-fold (p = 0.047). When the gene expression data for these 4 biomarkers was combined in a logistic regression model, a predictive index was obtained that distinguished 100% of the PCa samples from all of the BPH samples. Therefore, combining these genes in a real-time PCR assay represents a powerful new approach to diagnosing PCa by molecular profiling. (Supplemental material for this article can be found on the International Journal of Cancer website at http://www.interscience.wiley.com/jpages/0020-7136/suppmat/index.html.)

Adenocarcinoma↗

Differential gene expression in filamentous cells of Ustilago maydis.

When fungi interact with plants as pathogens or as symbionts, there are often changes in fungal cell morphology and nuclear state. This study establishes the use of cDNA microarrays to detect gene expression changes in Ustilago maydis cells that differ in structure and nuclear content. Categorizing differentially expressed genes on the basis of function indicated that U. maydis cell types vary most in the expression of genes related to metabolism. We also observed that more genes are up-regulated in the filamentous dikaryon than in the filamentous diploid, relative to non-pathogenic budding cells. Our comparison of pathogenic development indicated that the dikaryon is more virulent than the diploid. Other identified expression patterns suggest a cell-specific difference in nutrient acquisition, cell metabolism and signal transduction. The relevance of gene expression change to cell type biology is discussed.

Blotting, Northern↗

Evaluation of a linear amplification method for small samples used on high-density oligonucleotide microarray analysis.

High-density oligonucleotide microarray analysis has proven to be an excellent approach for gene expression profiling in human cancers. This technique assesses the expression of thousands of genes simultaneously, from at least 5 microg of total RNA per sample per experiment. This total RNA requirement poses a challenge when studying small, unique clinical samples, like biopsies. Recently, a new standardized protocol for small samples was released by Affymetrix, which includes a linear amplification step. To evaluate the impact of such amplification in the gene expression profiling of human ovarian cancer, we compared results obtained from 5 microg and 100 ng of total RNA from the same tumor sample, using the standard Affymetrix protocol and the new linear RNA amplification protocol, respectively. We identified a small bias in gene expression data caused by linear amplification, potentially due to shorter elongation products leading to misclassification of probe sets directed to the middle-5' region of the transcripts. Interestingly, the magnitude of the bias varied when different normalization and expression summary algorithms were used. However, this bias does not affect tumor gene expression profiling. Consequently, linear amplification may be of utility in cases of extremely low RNA recovery from critical and unique samples, such as small biopsies.

Cluster Analysis↗

Identification of candidate genes associated with salivary adenoid cystic carcinomas using combined comparative genomic hybridization and oligonucleotide microarray analyses.

Adenoid cystic carcinoma (ACC) of the salivary gland often has a variable clinical course with a poor prognosis. To investigate DNA copy number aberrations associated with ACCs, we compared comparative genome hybridization data from ACCs (n = 6) with other types of salivary gland tumors such as adenocarcinomas (n = 3) and pleomorphic adenomas (n = 6). While 15 gain loci (1q32, 6p25, 6q21-q24, 7q11.2, 7q31, 10q11.2, 11p12-q12, 12q13, 12q14, 13q24, 16p13.3-13.2, 18p11.3, 18q23, 19q13.4, and Xq28) were detected, no DNA loss locus was evident. To examine the expression status of genes on the ACC-associated loci, transcriptional measurements of approximately 38000 human genes then were monitored using Affymetrix U133 Plus 2.0 GeneChips. A total of 4431 genes were found differentially expressed by at least two-fold between ACCs and normal salivary glands. Of them, 3162 genes were up-regulated and 1269 genes were down-regulated in ACCs. After obtaining locus information about the RNA transcripts from the Affymetrix database, we found 262 ACC-associated genes with increased expression on ACC-associated loci. To investigate functional network and gene ontology, the 262 genes were analyzed using Ingenuity Pathway Analysis Tool. The function with the highest P value was a cancer-related function (P = 2.52e-4 to 4.71e-2). In addition, we identified pituitary tumor-transforming gene 1 and transformation related protein 63 genes that were up-regulated by increasing DNA copy number and modulated expression of oncogenes. These results suggested that the combination of copy number and gene expression profiling provides an improved strategy for gene identification in salivary gland ACCs.

Adenocarcinoma↗

Integrated optical-fiber capillary electrophoresis microchips with novel spin-on-glass surface modification.

This paper presents a novel micro-capillary electrophoresis (CE) chip with embedded optical fibers for the on-line detection of DNA samples. The optical fibers are pre-etched and then inserted directly into fiber channels incorporated within low-cost soda-lime glass substrates. The embedded optical fibers are precisely aligned with the microfluidic channels such that the induced fluorescence signals from labeled bio-samples can be detected. This arrangement avoids the requirement for delicate optical alignment procedures and equipment. Surface modification of the CE channels is accomplished by means of a simple and reliable organic-based spin-on-glass (SOG) method. The zeta potential distribution and the corresponding electroosmotic mobility of the fluid are simulated numerically for the modified and non-modified channel surfaces, and then both sets of results are verified experimentally. The present results indicate that the value of the zeta potential for a surface with an SOG coating is 19.3 times smaller than that of an untreated surface. A phiX-174 DNA marker fluid is used to evaluate the injection and separation performance of the developed micro-CE device. Furthermore, the long-term stability of the SOG-coated surface is also investigated. The experimental data reveal that the microchip device is capable of providing highly efficient separations of bio-molecules, and that the SOG layer retains its low zeta potential characteristics for at least 45 days. The present results confirm the effectiveness of the proposed micro-CE chip in performing the on-line detection of DNA samples, and indicate that the SOG process represents a simple and reliable solution for the surface modification of glass-based microchannels.

Bacteriophages↗

Conducting elastomer surface texturing: a path to electrode spotting. Application to the biochip production.

A new active support for electro-chemiluminescent biochip preparation has been developed. This material was based on an original material composed of graphite modified polydimethyl siloxane (PDMS). The addressed inclusion of Sepharose beads at the surface of this elastomeric electrode generated interesting local high specific surface. The electrode was characterised by electrochemical (cyclic voltametry, chronoamperomatry) and imaging (scanning electron microscopy (SEM)) methods, and a surface area increase factor of 50 was found, linked to the texturing of the surface generated by the presence of the Sepharose beads. The consequence of this increase was shown to be a jump of the local electrochemical activity which induced a well defined and localised electro-chemiluminescent signal. The new material was used to design biochips based on the electro-chemiluminescent reaction of luminol with enzymatically produced hydrogen peroxide. Thus, when using beads bearing bio-molecules such nucleic acid or human IgG, in conjunction with glucose oxidas-labelled DNA or antibody, sensitive biochips could be obtained with detection limits of 10(11) and 10(10) molecules, respectively. Multi-parameter enzyme-based biochips could also be achieved by locally adsorbing, at the PDMS-graphite surface, either glucose oxidase, lactate oxidase or choline oxidase. Detection limits of 10 microM for lactate and choline and 20 microM for glucose were found, with detection ranging over two decades at least.

Biosensing Techniques↗

On-chip PCR amplification of very long templates using immobilized primers on glassy surfaces.

In this paper we describe a novel method for visualizing very long DNA fragments (for example >6 kb) which are difficult to spot with commonly used arrayers or capillary samplers with very small nanoliter volumes, using directly bound primers on "on-chip" polymerase chain reaction (PCR). We have used the genomes of the M13 bacteriophage (7.2 kb) the human mitochondrion (16.5 kb) as examples of long DNA templates to test the PCR and were able to elicit robust reactivity. Over 75% of the immobilized primers could be elongated to their fullest extent. In addition we were able to elicit the PCR reaction with double stranded templates in which one primer was immobilized and the other suspended in the reaction solution. These synthesized PCR products were visualized by either confocal microarray scanning or fluorescence microscopy using Cy5-dye fluorescence of the modified free primer, or the fluorescence of intercalating dyes.

Adsorption↗

Multiple wavelength fluorescence enhancement on glass substrates for biochip and cell analyses.

In microarrays experiments, a serious limitation is the unreliability of low signal intensities data and the lack of reproducibility for the resulting ratios between samples and controls. Most of the light emitted by a fluorophore at the air/glass interface of a glass slide is absorbed by the glass so just a part of the emitted fluorescence is detected. To improve the sensitivity of the fluorescence detection of both common fluorophores Cy3 and Cy5 in DNA microarrays and fluorescent cell analyses, we have designed a multi layer mirror with alternative thin layers of SiO2 and HfO2. This mirror (MOTL) prevents fluorescence absorption, allows the simultaneous enhancement of the fluorescence signals and increases the dynamic range of the slides. Using MOTL slides, Cy3 and Cy5 intensities are enhanced by 5-8-fold, consequently, the fluorescence analysis becomes easier and should allow the detection of low copy number genes or weakly fluorescent cells. With the same approach, other multiple optical thin layer slides could be designed for other series of fluorophores, extending the field of their applications.

Biological Assay↗

Matching base-pair number dependence of the kinetics of DNA-DNA hybridization studied by surface plasmon fluorescence spectroscopy.

Two single-stranded DNA oligonucleotides consisting of complementary base-pairs can form double strands. This phenomenon is well studied in solutions, however, in order to clarify the physical mechanism of the hybridization occurring at a solid/solution interface, we studied the kinetics by surface plasmon fluorescence spectroscopy (SPFS): one single-stranded oligo-DNA (probe-DNA) was immobilized on the substrate, the other one (target-DNA) labelled with a fluorescent probe was added to the flow cell. After hybridization, the chromophores could be excited by the surface plasmon mode and their fluorescence detected with high sensitivity. The dependence of the k(on) and k(off) rate constants on the length of the hybridizing oligonucleotides was investigated by using a MM0 series (no mismatch) and the kinetics was found to be well described by a Langmuir adsorption model. From these measurements we found that also in the case of surface hybridization the affinity of the duplexes decreases as the number of matching base-pairs decreases from 15 to 10. In order to show that SPFS is the powerful technique with high sensitivity, the hybridization process for mixed target-oligos was measured by SPFS and analyzed by an expanded Langmuir model in which two components of target-oligo can bind to probe-DNA at the sensor surface competitively. Two sets of the k(on) and k(off) obtained from the experiment are successfully consistent with the k(on) and k(off) obtained from experiments for single (pure) target-DNA.

Base Pairing↗

Towards a label-free optical porous silicon DNA sensor.

We report on the fabrication of an optical silicon-based label-free DNA sensor. n-Type crystalline silicon wafers have been electrochemically etched to form porous silicon layers and characterized in terms of porosity, pore distribution, surface composition and photoluminescence. Samples (0.25 cm(2)) have been cut and properly derivatized using trimethoxy-3-bromoacetamidopropylsilane in order to link single strand DNA (ss-DNA). Such a molecule is not commercially available and has been ad-hoc prepared by reacting hydrobromic acid and 3-aminopropyltrimethoxysilane in presence of 1-(3-dimethylaminopropyl)-3-ethylcarbodiimide as coupling agent. Trimethoxy-3-bromoacetamidopropylsilane acts as a bridge anchored to the porous silicon surface through the silane group while immobilizing ss-DNA by means of the bromoacetamido moiety. We have found that derivatized samples exhibit a photoluminescence that is stable in time and is not modified after exposure to non-complementary DNA strand. On the other hand, a sensible enhancement of the light emission has been observed when the derivatized samples react with the complementary strand, showing that the specific ss-DNA/complementary DNA (c-DNA) interaction can be optically sensed without using further labeling steps. This strongly strengthens the possible role of silicon as a material for biosensors.

Biosensing Techniques↗

Electrohydrodynamic (EHD) dispensing of nanoliter DNA droplets for microarrays.

In the present paper, we first demonstrated the possibility of electrohydrodynamic (EHD) dispensing method for preparing nanoliter probe DNA droplets on surfaces in DNA microarrays. To study the effect of an electric field on the dynamic behavior of pendent DNA droplet, visualization experiments with three kinds of electrode shapes are performed. In the early stage of droplet dispensing, it is shown that applied electric field assists a gravitational force exerted on DNA droplet. The pendent droplet is elongated in the parallel direction of applied electric field. However, after making fluid bridge between electrodes, it is shown that the electric force accelerates the capillary breaking of droplet by assisting a surface tension force exerted on droplet surface. Specifically, nanoliter dispensing volume (2 nL) is obtained in the needle-type electrode configuration. In addition, for the case of hydrophobic electrode surface, it is shown that the dispensing volume and spot size are remarkably decreased. Under the high relative humidity condition, it is observed that spot size is rapidly increased because of reduction in evaporation rate on droplet surface during the dispensing procedure. On the other hand, it is obtained that the spot size is not changed significantly in the wide range of DNA concentration from 1 to 10,000 nM. To monitor the influence of high electric voltage on DNA stability, we prepared a silicon-based chip with five capture probes for pathogens related with respiratory infectious diseases by EHD dispensing method. From the examination, it is clearly confirmed that pathogens are detected and the effective signal levels of pathogenic bacteria after hybridization are retained. Consequently, it is found that EHD dispensing method can be used to make cost-effective DNA microarrays with no thermal and electrical influences on DNA properties.

DNA↗

Gene expression profiles of livers from thermally injured rats.

The liver plays an important role in a severe thermal injury by modulating immune function, inflammatory processes and the acute phase response, which are an orchestrated attempt to restore homeostasis. Using high-density oligonucleotide arrays, we examined the gene expression profile in the livers of rats between 2 and 240 h after a 40% total body surface area (TBSA) burn. Alterations in gene expression unique to a thermal injury were identified. Approximately 39 genes out of 8700 genes on each array across all the time points showed a significant change in expression patterns. Real time reverse transcription-polymerase chain reaction (RT-PCR) and Western blot analyses verified significant changes in early growth response-1 (Egr-1) messenger RNA (mRNA) and protein levels corresponding to the array data. Significant increases in serum levels of alpha-2-macroglobulin that correspond to changes in its mRNA levels were observed at 6 and 24 h after burn, p<0.05. The genomic pattern for liver in the hypermetabolic phase after the burn injury involves transcription factors, stress and inflammatory responses, cytoskeletal and extracellular matrix modifications, and regulation of cell proliferation and differentiation. During the initial phase of thermal injury gene expression profiles in the liver may provide some insight into how cellular protection mechanisms and systemic hypermetabolism are initiated and controlled. The genome wide changes observed may provide a rational therapeutic strategy to improve burn care.

Animals↗

Differentially expressed cortical genes contribute to perivascular deposition in transgenic mice with inducible neuron-specific expression of TGF-beta1.

In the brain the expression of transforming growth factor beta1 (TGF-beta1) is involved both in neuroprotective and neurodegenerative processes. Recently, we have established a transgenic mouse model with inducible neuron-specific expression of TGF-beta1 based on the tetracycline-regulated gene expression system. A long-term expression of TGF-beta1 results in persisting perivascular thioflavin-positive depositions, which did not disappear even though the transgene synthesis was repressed completely by administration of doxycycline. Formation and composition of these depositions are hardly elucidated. The aim of this study was to identify TGF-beta1 responding genes potentially participating in forming these depositions. To address this problem we have compared the cortical mRNA expression pattern of TGF-beta1 expressing mice with mice impeded to express the transgenic protein using oligonucleotide microarray analysis. Differential gene expression was further characterized by quantitative real-time reverse transcription-polymerase chain reaction including animals, where the long-lasting TGF-beta1 expression was repressed. While no change of amyloid precursor protein RNA expression level was detected, various genes strongly involved in calcium homeostasis, tissue mineralization or vascular calcification were identified differentially expressed. It is suggested, that these genes might contribute to the perivascular depositions in the TGF-beta1 expressing mice.

Animals↗

TA-clustering: cluster analysis of gene expression profiles through Temporal Abstractions.

This paper describes a new technique for clustering short time series of gene expression data. The technique is a generalization of the template-based clustering and is based on a qualitative representation of profiles which are labelled using trend Temporal Abstractions (TAs); clusters are then dynamically identified on the basis of this qualitative representation. Clustering is performed in an efficient way at three different levels of aggregation of qualitative labels, each level corresponding to a distinct degree of qualitative representation. The developed TA-clustering algorithm provides an innovative way to cluster gene profiles. We show the developed method to be robust, efficient and to perform better than the standard hierarchical agglomerative clustering approach when dealing with temporal dislocations of time series. Results of the TA-clustering algorithm can be visualized as a three-level hierarchical tree of qualitative representations and as such easy to interpret. We demonstrate the utility of the proposed algorithm on a set of two simulated data sets and on a study of gene expression data from S. cerevisiae.

Algorithms↗

DNA self-polymers as microarray probes improve assay sensitivity.

DNA microarrays provide a method for determining the expression levels of thousands of genes simultaneously. However, the phenotypic complexity of brain tissue and cross-dilution of transcripts from different sources make it difficult to detect many of the low abundance RNA species. Furthermore, these experiments require significant amounts of starting material, which must often be amplified by one or two rounds of T7 amplification. We have developed a novel microarray probe with increased sensitivity. In this approach, PCR-generated microarray probes are end-ligated into redundant polymers and printed on standard arraying surfaces. These DNA polymer probes result in greatly improved sensitivity over classical monomer probes. Furthermore, polymer microarray sensitivity can be even further improved by incorporation of a biotin adapter into the first strand cDNA during reverse transcription and attachment of a gold particle (Genicon RLS, Invitrogen, CA) in a secondary reaction. This approach allowed us to reliably assess: expression of genes from < 5 microg of total RNA starting material without sample amplification. Finally, the resonance light scattering-labeled microarrays can be archived without fading, allowing re-scanning at a later time.

DNA↗

Microarray-based identification of VegT targets in Xenopus.

The Xenopus T box family member VegT is expressed maternally in the vegetal hemisphere of the embryo. Mis-expression of VegT in prospective ectodermal tissue causes ectopic activation of mesodermal and endodermal markers, and ablation of VegT transcripts prevents proper formation of the mesendoderm, with the entire embryo developing as epidermis. These observations define VegT as a key initiator of mesendodermal development in the Xenopus embryo, and in an effort to understand how it exerts its effects we have used microarray analysis to compare gene expression in control animal caps with that in ectodermal tissue expressing an activated form of VegT. This procedure allowed the identification of 99 potential VegT targets, and we went on to study the expression patterns of these genes and then to ask, for those that are expressed in mesoderm or endoderm, which are direct targets of VegT. The putative regulatory regions of the resulting 14 genes were examined for T domain binding sites, and we also asked whether their expression is down-regulated in embryos in which VegT RNA is ablated. Finally, the functions of these genes were assayed by both over-expression and by use of antisense morpholino oligonucleotides. Our results provide new insights into the function of VegT during early Xenopus development.

Animals↗

Meta-analysis for microarray studies of the genetics of complex traits.

In comparison to other complex disease traits, alcoholism and alcohol abuse are influenced by the combined effects of many genes that alter susceptibility, phenotypic expression and associated morbidity, respectively. Many genetic studies, in both animal models and humans, have identified genetic intervals containing genes that influence alcoholism or behavioral responses to ethanol. Concurrently, a growing number of microarray studies have identified gene expression differences related to ethanol drinking or other ethanol behaviors. However, concerns about the statistical power of these experiments, combined with the complexity of the underlying phenotypes, have greatly hampered the identification of candidate genes underlying ethanol behaviors. Meta-analysis approaches using recent compilations of large datasets of microarray, behavioral and genetic data promise improved statistical power for detecting the genes or gene networks affecting ethanol behaviors and other complex traits.

Alcohol Drinking↗

Classification and subtype prediction of adult soft tissue sarcoma by functional genomics.

Adult soft tissue sarcomas are a heterogeneous group of tumors, including well-described subtypes by histological and genotypic criteria, and pleomorphic tumors typically characterized by non-recurrent genetic aberrations and karyotypic heterogeneity. The latter pose a diagnostic challenge, even to experienced pathologists. We proposed that gene expression profiling in soft tissue sarcoma would identify a genomic-based classification scheme that is useful in diagnosis. RNA samples from 51 pathologically confirmed cases, representing nine different histological subtypes of adult soft tissue sarcoma, were examined using the Affymetrix U95A GeneChip. Statistical tests were performed on experimental groups identified by cluster analysis, to find discriminating genes that could subsequently be applied in a support vector machine algorithm. Synovial sarcomas, round-cell/myxoid liposarcomas, clear-cell sarcomas and gastrointestinal stromal tumors displayed remarkably distinct and homogenous gene expression profiles. Pleomorphic tumors were heterogeneous. Notably, a subset of malignant fibrous histiocytomas, a controversialhistological subtype, was identified as a distinct genomic group. The support vector machine algorithm supported a genomic basis for diagnosis, with both high sensitivity and specificity. In conclusion, we showed gene expression profiling to be useful in classification and diagnosis, providing insights into pathogenesis and pointing to potential new therapeutic targets of soft tissue sarcoma.

Adult↗