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1.
Sensors (Basel) ; 20(11)2020 Jun 01.
Artigo em Inglês | MEDLINE | ID: mdl-32492975

RESUMO

We developed a label-free, real-time, and highly sensitive nucleic acid biosensor based on fiber optic particle plasmon resonance (FOPPR). The biosensor employs a single-strand deoxyoligonucleotides (ssDNA) probe, conjugated to immobilized gold nanoparticles on the core surface of an optical fiber. We explore the steric effects on hybridization affinity and limit of detection (LOD), by using different ssDNA probe designs and surface chemistries, including diluent molecules of different lengths in mixed self-assembled monolayers, ssDNA probes of different oligonucleotide lengths, ssDNA probes in different orientations to accommodate target oligonucleotides with a hybridization region located unevenly in the strand. Based on the optimized ssDNA probe design and surface chemistry, we achieved LOD at sub-nM level, which makes detection of target oligonucleotides as low as 1 fmol possible in the 10-mL sensor chip. Additionally, the FOPPR biosensor shows a good correlation in determining HLA-B27 mRNA, in extracted blood samples from patients with ankylosing spondylitis (AS), with the clinically accepted real-time reverse transcription-polymerase chain reaction (RT-PCR) method. The results from this fundamental study should guide the design of ssDNA probe for anti-sense sensing. Further results through application to HLA-B27 mRNA detection illustrate the feasibility in detecting various nucleic acids of chemical and biological relevance.


Assuntos
Técnicas Biossensoriais , Nanopartículas Metálicas , RNA Mensageiro/análise , Espondilite Anquilosante , Sondas de DNA , DNA de Cadeia Simples , Ouro , Antígeno HLA-B27/genética , Humanos , Hibridização de Ácido Nucleico , Espondilite Anquilosante/diagnóstico , Espondilite Anquilosante/genética , Ressonância de Plasmônio de Superfície
2.
ACS Infect Dis ; 6(2): 272-280, 2020 02 14.
Artigo em Inglês | MEDLINE | ID: mdl-31815418

RESUMO

As more than two billion people possibly have a latent tuberculosis (LTB) infection, early LTB diagnosis is crucial for the efficient control and elimination of tuberculosis (TB). The aim of this study is to detect the serum antibody responses to dormancy-related DosR regulon antigens of Mycobacterium tuberculosis for the diagnosis of active and latent TB infections. A membrane array with 25 latency antigens detected by silver-enhanced gold nanoparticles was used to determine the corresponding cognate antibody levels in clinical serum samples from healthy controls, TB patients, and individuals with LTB. The array is sized to fit into a 24-well ELISA plate and follows an ELISA-like experimental procedure without expensive instrumentation. Linear discriminant analysis (LDA) of the resulting antibody profiling data set identified a panel of nine DosR antigens with significant discriminatory capability among different subjects with ≥90% sensitivity, specificity, and overall accuracy. Furthermore, the high predictive performance validated by an independent test sample set reflects the robustness and reliability of the LDA classification model. Our current data demonstrate that the nine DosR antigen combination associated with the proposed membrane array platform is a clinically feasible approach for distinguishing different TB infection statuses. The proposed methodology in this study could be further developed for multiple disease serodiagnoses with high sensitivity and specificity.


Assuntos
Antígenos de Bactérias/imunologia , Proteínas de Bactérias/imunologia , Proteínas de Ligação a DNA/imunologia , Tuberculose Latente/diagnóstico , Tuberculose/diagnóstico , Adulto , Idoso , Feminino , Ouro , Humanos , Masculino , Nanopartículas Metálicas , Pessoa de Meia-Idade , Mycobacterium tuberculosis/imunologia , Análise Serial de Proteínas , Reprodutibilidade dos Testes , Sensibilidade e Especificidade , Testes Sorológicos
3.
Antioxidants (Basel) ; 8(12)2019 Dec 05.
Artigo em Inglês | MEDLINE | ID: mdl-31817413

RESUMO

The proliferation and migration of vascular smooth muscle cells (VSMCs) are major events in the development of atherosclerosis following stimulation with proinflammatory cytokines, especially tumor necrosis factor-alpha (TNF-α). Plant-derived polyphenols have attracted considerable attention in the prevention of atherosclerosis. Hibiscus leaf has been showed to inhibit endothelial cell oxidative injury, low-density lipoprotein oxidation, and foam cell formation. In this study, we examined the anti-atherosclerotic effect of Hibiscus leaf polyphenols (HLPs) against abnormal VSMC migration and proliferation in vitro and in vivo. Firstly, VSMC A7r5 cells pretreated with TNF-α were demonstrated to trigger abnormal proliferation and affect matrix metalloproteinase (MMP) activities. Non-cytotoxic doses of HLPs abolished the TNF-α-induced MMP-9 expression and cell migration via inhibiting the protein kinase PKB (also known as Akt)/activator protein-1 (AP-1) pathway. On the other hand, HLP-mediated cell cycle G0/G1 arrest might be exerted by inducing the expressions of p53 and its downstream factors that, in turn, suppress cyclin E/cdk2 activity, preventing retinoblastoma (Rb) phosphorylation and the subsequent dissociation of Rb/E2F complex. HLPs also attenuated reactive oxygen species (ROS) production against TNF-α stimulation. In vivo, HLPs improved atherosclerotic lesions, and abnormal VSMC migration and proliferation. Our data present the first evidence of HLPs as an inhibitor of VSMC dysfunction, and provide a new mechanism for its anti-atherosclerotic activity.

4.
ACS Appl Mater Interfaces ; 9(27): 22235-22251, 2017 Jul 12.
Artigo em Inglês | MEDLINE | ID: mdl-28608695

RESUMO

Biomedical applications of mesoporous silica nanoparticles (MSNs) require efficient cellular uptake and low toxicity. The purpose of this study is to investigate the cellular uptake and toxicity of MSNs with different sizes and charges (50, 100, and 250 nm with a positive surface charge and 100 nm with a negative surface charge) exposed to human monocyte-derived macrophages, lung epithelium BEAS-2B cells, and mice using genome-wide gene expression analysis and cellular/animal-level end point tests. We found that MSNs can be taken up into cells through endocytosis in a charge- and size-dependent manner, with positively charged and larger MSNs being more easily taken up into the cells by recruiting more types of endocytotic pathways for more cellular uptake. Moreover, the cytotoxicity of MSNs could be correlated with the amount of MSNs taken up by cells, which positively correlates to the particle size and dosage. Therefore, only positively charged and larger MSNs (≥100 nm) during higher treatment doses (≥500 µg mL-1) resulted in a sufficient accumulation of internalized MSNs in cells to induce significant release of reactive oxygen species (ROS) and oxidative stress, inflammatory gene upregulation through NF-κB and AP-1, and eventually autophagy-mediated necrotic cell death. Furthermore, genome-wide gene expression analysis could reflect the above in vitro cellular damages and corresponding in vivo injuries in mice, indicating that specific gene expression footprints may be used for assessing the safety of nanoparticles. The present finding provides some insights into the rational design of effective MSN-based drug/gene delivery systems and biomedical applications.


Assuntos
Nanopartículas , Animais , Sistemas de Liberação de Medicamentos , Endocitose , Humanos , Camundongos , Tamanho da Partícula , Porosidade , Dióxido de Silício
5.
Cytotechnology ; 66(5): 853-60, 2014 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-23989940

RESUMO

Although the insect cell/baculovirus system is an important expression platform for recombinant protein production, our understanding of insect cell metabolism with respect to enhancing cell growth capability and productivity is still limited. Moreover, different host insect cell lines may have different growth characteristics associated with diverse product yields, which further hampers the elucidation of insect cell metabolism. To address this issue, the growth behaviors and utilization profiles of common metabolites among five cultured insect cell lines (derived from two insect hosts, Spodoptera frugiperda and Spodoptera exigua) were investigated in an attempt to establish a metabolic framework that can interpret the different cell growth behaviors. To analyze the complicated metabolic dataset, factor analysis was introduced to differentiate the crucial metabolic variations among these cells. Factor analysis was used to decompose the metabolic data to obtain the underlying factors with biological meaning that identify glutamate (a metabolic intermediate involved in glutaminolysis) as a key metabolite for insect cell growth. Notably, glutamate was consumed in significant amounts by fast-growing insect cell lines, but it was produced by slow-growing lines. A comparative experiment using cells grown in culture media with and without glutamine (the starting metabolite in glutaminolysis) was conducted to further confirm the pivotal role of glutamate. The factor analysis strategy allowed us to elucidate the underlying structure and inter-correlation between insect cell growth and metabolite utilization to provide some insights into insect cell growth and metabolism, and this strategy can be further extended to large-scale metabolomic analysis.

6.
Biomaterials ; 34(22): 5661-9, 2013 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-23623425

RESUMO

Carbon nanotubes (CNTs) are one of widely used nanomaterials in industry and biomedicine. The potential impact of single-walled carbon nanotubes (SWCNTs) was evaluated using Caenorhabditis elegans (C. elegans) as a toxicological animal model. SWCNTs are extremely hydrophobic to form large agglomerates in aqueous solutions. Highly soluble amide-modified SWCNTs (a-SWCNTs) were therefore used in the present study so that the exact impact of SWCNTs could be studied. No significant toxicity was observed in C. elegans due to the amide modification. a-SWCNTs were efficiently taken up by worms and caused acute toxicity, including retarded growth, shortened lifespan and defective embryogenesis. The resulting toxicity was reversible since C. elegans could recover from a-SWCNT-induced toxicity once the exposure terminates. Chronic exposure to low doses of a-SWCNTs during all development stages could also cause a toxic accumulation in C. elegans. Genome-wide gene expression analysis was performed to investigate the toxic molecular mechanisms. Functional genomic analysis and molecular biology validation suggest that defective endocytosis, the decreased activity of the citrate cycle and the reduced nuclear translocation of DAF-16 transcription factor play key roles in inducing the observed a-SWCNT toxicity in worms. The present study presents an integrated approach to evaluating the toxicity of nanomaterials at the organism and molecular level for human and environmental health and demonstrates that traditional toxicological endpoints associated with functional genomic analysis can provide global and thorough insight into toxicity.


Assuntos
Caenorhabditis elegans/efeitos dos fármacos , Nanotubos de Carbono/toxicidade , Testes de Toxicidade , Animais , Caenorhabditis elegans/citologia , Caenorhabditis elegans/genética , Caenorhabditis elegans/crescimento & desenvolvimento , Proteínas de Caenorhabditis elegans/metabolismo , Núcleo Celular/efeitos dos fármacos , Núcleo Celular/metabolismo , Citratos/metabolismo , Desenvolvimento Embrionário/efeitos dos fármacos , Endocitose/efeitos dos fármacos , Fatores de Transcrição Forkhead , Perfilação da Expressão Gênica , Genoma/genética , Humanos , Longevidade/efeitos dos fármacos , Anotação de Sequência Molecular , Nanotubos de Carbono/ultraestrutura , Consumo de Oxigênio/efeitos dos fármacos , Transporte Proteico/efeitos dos fármacos , Análise de Sobrevida , Fatores de Tempo , Fatores de Transcrição/metabolismo
7.
Sensors (Basel) ; 12(12): 16660-72, 2012 Dec 04.
Artigo em Inglês | MEDLINE | ID: mdl-23211753

RESUMO

This paper reports a nucleic acid sandwich hybridization assay with a quantum dot (QD)-induced fluorescence resonance energy transfer (FRET) reporter system. Two label-free hemagglutinin H5 sequences (60-mer DNA and 630-nt cDNA fragment) of avian influenza viruses were used as the targets in this work. Two oligonucleotides (16 mers and 18 mers) that specifically recognize two separate but neighboring regions of the H5 sequences were served as the capturing and reporter probes, respectively. The capturing probe was conjugated to QD655 (donor) in a molar ratio of 10:1 (probe-to-QD), and the reporter probe was labeled with Alexa Fluor 660 dye (acceptor) during synthesis. The sandwich hybridization assay was done in a 20 µL transparent, adhesive frame-confined microchamber on a disposable, temperature-adjustable indium tin oxide (ITO) glass slide. The FRET signal in response to the sandwich hybridization was monitored by a homemade optical sensor comprising a single 400 nm UV light-emitting diode (LED), optical fibers, and a miniature 16-bit spectrophotometer. The target with a concentration ranging from 0.5 nM to 1 µM was successfully correlated with both QD emission decrease at 653 nm and dye emission increase at 690 nm. To sum up, this work is beneficial for developing a portable QD-based nucleic acid sensor for on-site pathogen detection.


Assuntos
Hemaglutininas/química , Influenza Humana/virologia , Hibridização de Ácido Nucleico , Orthomyxoviridae/isolamento & purificação , Animais , Sequência de Bases , Aves/virologia , Transferência Ressonante de Energia de Fluorescência , Humanos , Influenza Aviária/diagnóstico , Influenza Aviária/virologia , Influenza Humana/diagnóstico , Orthomyxoviridae/patogenicidade , Pontos Quânticos
8.
Am J Respir Cell Mol Biol ; 46(2): 257-67, 2012 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-21960547

RESUMO

Inhalation of single-walled carbon nanotubes (SWCNTs) has raised serious concerns related to potential toxic effects in the respiratory system. This study examined possible SWCNT-induced toxic mechanisms in vivo in mice. The results indicated that a single intratracheal instillation of SWCNTs could induce airway hyperreactivity and airflow obstruction and confirmed previous findings of granulomatous changes in the lung parenchyma that persisted from 7 days to 6 months after exposure. The irreversible lung pathology and functional airway alterations in the mouse model mimicked obstructive airway disease in humans. Transcriptomic analysis showed that SWCNTs might up-regulate proteinases (cathepsin K and matrix metalloproteinase [MMP]12), chemokines C-C motif ligands (CCL2 and CCL3), and several macrophage receptors (Toll-like receptor 2, macrophage scavenger receptor 1). Pathway analyses showed that NF-κB-related inflammatory responses and downstream signals affecting tissue remodeling dominated the pathologic process. The NF-κB inhibitor pyrrolidine dithiocarbamate attenuated SWCNT-induced airway hyperreactivity, chronic airway inflammation, and MMP12 and cathepsin K expression when administered in vivo, whereas a cathepsin K inhibitor could partially reduce airway hyperreactivity and granulomatous changes in the SWCNT-treated group. The up-regulation of cathepsin K and MMP12 by SWCNTs was further confirmed via in vitro coculture of bronchoalveolar macrophages with lung epithelial/mesenchymal cells but not in macrophages without coculture, indicating that SWCNT-induced MMP12 and cathespin K were cell-type specific and cell-cell interaction dependent. In conclusion, exposure to SWCNTs may cause irreversible obstructive airway disease. Nanotoxicogenomics uncovered novel mechanisms underlying SWCNT-induced lung diseases, implicating MMP12 and cathepsin K in the pathologic injury as potential biomarkers or therapeutic targets.


Assuntos
Hiper-Reatividade Brônquica/patologia , Pulmão/patologia , Nanotubos de Carbono , Animais , Hiper-Reatividade Brônquica/metabolismo , Líquido da Lavagem Broncoalveolar , Técnicas de Cocultura , Perfilação da Expressão Gênica , Pulmão/metabolismo , Masculino , Camundongos , Camundongos Endogâmicos ICR , Transcriptoma , Regulação para Cima
9.
Nano Lett ; 8(2): 437-45, 2008 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-18225938

RESUMO

Carbon nanotubes are a nanomaterial that is extensively used in industry. The potential health risk of chronic carbon nanotubes exposure has been raised as of great public concern. In the present study, we have demonstrated that intratracheal instillation of 0.5 mg of single-walled carbon nanotubes (SWCNT) into male ICR mice (8 weeks old) induced alveolar macrophage activation, various chronic inflammatory responses, and severe pulmonary granuloma formation. We then used Affymetrix microarrays to investigate the molecular effects on the macrophages when exposed to SWCNT. A biological pathway analysis, a literature survey, and experimental validation suggest that the uptake of SWCNT into the macrophages is able to activate various transcription factors such as nuclear factor kappaB (NF-kappaB) and activator protein 1 (AP-1), and this leads to oxidative stress, the release of proinflammatory cytokines, the recruitment of leukocytes, the induction of protective and antiapoptotic gene expression, and the activation of T cells. The resulting innate and adaptive immune responses may explain the chronic pulmonary inflammation and granuloma formation in vivo caused by SWCNT.


Assuntos
Citocinas/imunologia , Modelos Animais de Doenças , Pneumopatias/induzido quimicamente , Pneumopatias/imunologia , Pulmão/imunologia , Macrófagos/imunologia , Nanotubos de Carbono/toxicidade , Animais , Células Cultivadas , Pulmão/efeitos dos fármacos , Pulmão/patologia , Pneumopatias/patologia , Macrófagos/efeitos dos fármacos , Masculino , Camundongos , Camundongos Endogâmicos ICR , Nanotubos de Carbono/ultraestrutura
10.
Methods Mol Biol ; 381: 213-25, 2007.
Artigo em Inglês | MEDLINE | ID: mdl-17984521

RESUMO

DNA microarray technology has advanced rapidly since the first use of cDNA microarrays almost a decade ago. For gene expression studies on organisms, for which the genomes have been sequenced, cDNA microarrays are being gradually replaced by gene-specific oligonucleotide microarrays. Although, cDNA microarrays give higher signal intensity than oligonucleotide microarrays, they cannot be used for the measurement of gene-specific expression, whereas, oligonucleotide microarrays can. To obtain both a high signal intensity and specificity in gene expression measurements, gene-specific oligonucleotide probes as long as 150-mers, designed using sequence databases and algorithms to identify unique sequences of genes, are used as microarray probes. In order to achieve a high signal intensity, specificity, and accurate measurement of expression, in addition to the length and sequence of the probes, it is necessary to optimize other parameters such as the surface chemistry of the microarray slides, the addition of spacers and linkers to the probes, and the composition of the hybridization solution.


Assuntos
Perfilação da Expressão Gênica , Análise de Sequência com Séries de Oligonucleotídeos/métodos , Algoritmos , Sondas de DNA/metabolismo , Humanos , RNA/isolamento & purificação , Coloração e Rotulagem
11.
Cancer Res ; 66(24): 11763-70, 2006 Dec 15.
Artigo em Inglês | MEDLINE | ID: mdl-17178872

RESUMO

The human kallikrein 8 (KLK8) gene, a member of the human tissue kallikrein gene family, encodes a serine protease. The KLK8 protein (hK8) is known to be a favorable prognostic marker in ovarian cancer, but the biological basis of this is not understood. We found that overexpressing the KLK8 gene in highly invasive lung cancer cell lines suppresses their invasiveness. This role in invasiveness was further confirmed by the fact that inhibition of endogenous KLK8 expression with a specific short hairpin RNA reduced cancer cell invasiveness. In situ degradation and cell adhesion assays showed that proteins produced from KLK8 splice variants modify the extracellular microenvironment by cleaving fibronectin. DNA microarray experiments and staining of cells for actin filaments revealed that the degradation of fibronectin by hK8 suppresses integrin signaling and retards cancer cell motility by inhibiting actin polymerization. In addition, studies in a mouse model coupled with the detection of circulating tumor cells by quantitative PCR for the human Alu sequence showed that KLK8 suppresses tumor growth and invasion in vivo. Finally, studies of clinical specimens from patients with non-small cell lung cancer showed that the time to postoperative recurrence was longer for early-stage patients (stages I and II) with high KLK8 expression (mean, 49.9 months) than for patients with low KLK8 expression (mean, 22.9 months). Collectively, these findings show that KLK8 expression confers a favorable clinical outcome in non-small cell lung cancer by suppressing tumor cell invasiveness.


Assuntos
Carcinoma Pulmonar de Células não Pequenas/enzimologia , Carcinoma Pulmonar de Células não Pequenas/patologia , Calicreínas/genética , Calicreínas/metabolismo , Neoplasias Pulmonares/enzimologia , Neoplasias Pulmonares/patologia , Sequência de Bases , Adesão Celular , Primers do DNA , Fibronectinas/metabolismo , Humanos , Dados de Sequência Molecular , Invasividade Neoplásica/genética , Invasividade Neoplásica/prevenção & controle , Reação em Cadeia da Polimerase Via Transcriptase Reversa , Resultado do Tratamento
12.
FASEB J ; 20(13): 2393-5, 2006 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-17023518

RESUMO

Titanium dioxide nanoparticles (nanoTiO2) have been widely used as a photocatalyst in air and water cleaning. However, these nanoparticles inhalation can induce pulmonary toxicity and its mechanism is not fully understood. In this study we investigated the pulmonary toxicity of nanoTiO2 and its molecular pathogenesis. The adult male ICR mice were exposed to intratracheal single dose of 0.1 or 0.5 mg nanoTiO2 (19-21 nm) and lung tissues were collected at 3rd day, 1st wk, and 2nd wk for morphometric, microarray gene expression, and pathway analyses. NanoTiO2 can induce pulmonary emphysema, macrophages accumulation, extensive disruption of alveolar septa, type II pneumocyte hyperplasia, and epithelial cell apoptosis. NanoTiO2 induced differential expression of hundreds of genes include activation of pathways involved in cell cycle, apoptosis, chemokines, and complement cascades. In particular, nanoTiO2 up-regulates placenta growth factor (PlGF) and other chemokines (CXCL1, CXCL5, and CCL3) expressions that may cause pulmonary emphysema and alveolar epithelial cell apoptosis. Cultured human THP-1 cell-derived macrophages treated with nanoTiO2 in vitro also resulted in up-regulations of PlGF, CXCL1, CXCL5, and CCL3. These results indicated that nanoTiO2 can induce severe pulmonary emphysema, which may be caused by activation of PlGF and related inflammatory pathways.


Assuntos
Enfisema Pulmonar/induzido quimicamente , Enfisema Pulmonar/patologia , Titânio/toxicidade , Animais , Diferenciação Celular/efeitos dos fármacos , Linhagem Celular , Sobrevivência Celular/efeitos dos fármacos , Humanos , Macrófagos/citologia , Macrófagos/efeitos dos fármacos , Masculino , Camundongos , Camundongos Endogâmicos ICR , Monócitos/citologia , Monócitos/efeitos dos fármacos , Nanopartículas , Nanotecnologia
13.
BMC Bioinformatics ; 7: 232, 2006 Apr 28.
Artigo em Inglês | MEDLINE | ID: mdl-16643672

RESUMO

BACKGROUND: Most virus detection methods are geared towards the detection of specific single viruses or just a few known targets, and lack the capability to uncover the novel viruses that cause emerging viral infections. To address this issue, we developed a computational method that identifies the conserved viral sequences at the genus level for all viral genomes available in GenBank, and established a virus probe library. The virus probes are used not only to identify known viruses but also for discerning the genera of emerging or uncharacterized ones. RESULTS: Using the microarray approach, the identity of the virus in a test sample is determined by the signals of both genus and species-specific probes. The genera of emerging and uncharacterized viruses are determined based on hybridization of the viral sequences to the conserved probes for the existing viral genera. A detection and classification procedure to determine the identity of a virus directly from detection signals results in the rapid identification of the virus. CONCLUSION: We have demonstrated the validity and feasibility of the above strategy with a small number of viral samples. The probe design algorithm can be applied to any publicly available viral sequence database. The strategy of using separate genus and species probe sets enables the use of a straightforward virus identity calculation directly based on the hybridization signals. Our virus identification strategy has great potential in the diagnosis of viral infections. The virus genus and specific probe database and the associated summary tables are available at http://genestamp.sinica.edu.tw/virus/index.htm.


Assuntos
Sondas de DNA/genética , DNA Viral/genética , Análise de Sequência com Séries de Oligonucleotídeos/métodos , Alinhamento de Sequência/métodos , Análise de Sequência de DNA/métodos , Vírus/genética , Vírus/isolamento & purificação , Animais , Sequência de Bases , Doenças Transmissíveis Emergentes/genética , Doenças Transmissíveis Emergentes/virologia , Desenho Assistido por Computador , DNA Viral/classificação , Humanos , Dados de Sequência Molecular , Viroses/genética , Viroses/virologia
14.
BMC Bioinformatics ; 7: 101, 2006 Mar 01.
Artigo em Inglês | MEDLINE | ID: mdl-16509965

RESUMO

BACKGROUND: Expression microarray analysis is one of the most popular molecular diagnostic techniques in the post-genomic era. However, this technique faces the fundamental problem of potential cross-hybridization. This is a pervasive problem for both oligonucleotide and cDNA microarrays; it is considered particularly problematic for the latter. No comprehensive multivariate predictive modeling has been performed to understand how multiple variables contribute to (cross-) hybridization. RESULTS: We propose a systematic search strategy using multiple multivariate models [multiple linear regressions, regression trees, and artificial neural network analyses (ANNs)] to select an effective set of predictors for hybridization. We validate this approach on a set of DNA microarrays with cytochrome p450 family genes. The performance of our multiple multivariate models is compared with that of a recently proposed third-order polynomial regression method that uses percent identity as the sole predictor. All multivariate models agree that the 'most contiguous base pairs between probe and target sequences,' rather than percent identity, is the best univariate predictor. The predictive power is improved by inclusion of additional nonlinear effects, in particular target GC content, when regression trees or ANNs are used. CONCLUSION: A systematic multivariate approach is provided to assess the importance of multiple sequence features for hybridization and of relationships among these features. This approach can easily be applied to larger datasets. This will allow future developments of generalized hybridization models that will be able to correct for false-positive cross-hybridization signals in expression experiments.


Assuntos
Algoritmos , Hibridização In Situ/métodos , Modelos Genéticos , Análise de Sequência com Séries de Oligonucleotídeos/métodos , Análise de Sequência de DNA/métodos , Artefatos , Simulação por Computador , Modelos Estatísticos , Análise Multivariada
15.
Nucleic Acids Res ; 32(12): e99, 2004 Jul 08.
Artigo em Inglês | MEDLINE | ID: mdl-15243142

RESUMO

Gene-specific oligonucleotide probes are currently used in microarrays to avoid cross-hybridization of highly similar sequences. We developed an approach to determine the optimal number and length of gene-specific probes for accurate transcriptional profiling studies. The study surveyed probe lengths from 25 to 1000 nt. Long probes yield better signal intensity than short probes. The signal intensity of short probes can be improved by addition of spacers or using higher probe concentration for spotting. We also found that accurate gene expression measurement can be achieved with multiple probes per gene and fewer probes are needed if longer probes rather than shorter probes are used. Based on theoretical considerations that were confirmed experimentally, our results showed that 150mer is the optimal probe length for expression measurement. Gene-specific probes can be identified using a computational approach for 150mer probes and they can be treated like long cDNA probes in terms of the hybridization reaction for high sensitivity detection. Our experimental data also show that probes which do not generate good signal intensity give erroneous expression ratio measurement results. To use microarray probes without experimental validation, gene-specific probes approximately 150mer in length are necessary. However, shorter oligonucleotide probes also work well in gene expression analysis if the probes are validated by experimental selection or if multiple probes per gene are used for expression measurement.


Assuntos
Perfilação da Expressão Gênica/métodos , Análise de Sequência com Séries de Oligonucleotídeos/métodos , Sondas de Oligonucleotídeos/química , Escherichia coli/genética , Escherichia coli/metabolismo , Saccharomyces cerevisiae/genética , Saccharomyces cerevisiae/metabolismo
16.
J Biol Chem ; 277(7): 5256-64, 2002 Feb 15.
Artigo em Inglês | MEDLINE | ID: mdl-11741907

RESUMO

A DNA sequence upstream from the polyhedrin gene of baculovirus Autographa californica nucleopolyhedrovirus (AcMNPV) was found to activate strongly the expression of full or minimal promoters derived from AcMNPV and other sources. Promoters tested included the minimal CMV (CMVm) promoter from human cytomegalovirus, the full heat shock 70 promoter from Drosophila, and the minimal p35 promoter from baculovirus. Deletion and mutagenesis analyses showed that this functional polyhedrin upstream (pu) activator sequence contains three open reading frames (ORFs), ORF4, ORF5, and lef2. In plasmid transfection assays, the pu sequence was able to confer high level luciferase expression driven by all of these full or minimal promoters in insect Sf21 cells. A known baculovirus enhancer, the homologous region (hr) of AcMNPV, further enhanced the expression of these promoters. Experiments showed that although multiple hr sequences function in an additive manner, pu and hr together function synergistically, resulting in as much as 18,000-fold promoter activation. Furthermore, a modified CMVm promoter containing pu and/or hr was inserted into the baculovirus genome to drive the luciferase coding region. The CMVm promoter expressed luciferase much earlier, and although it expressed a bit less than did the p10 promoter, the CMVm promoter gave rise to greater luciferase activity. Therefore, we have uncovered a cryptic viral sequence capable of activating a diverse group of promoters. Finally, these experiments demonstrate that synthetic sequences containing pu, hr, and different full or minimal promoters can generate a set of essentially unlimited novel promoters for weak to very strong expression of foreign proteins using baculovirus.


Assuntos
Baculoviridae/genética , DNA/química , Animais , Western Blotting , Linhagem Celular , Análise Mutacional de DNA , Proteínas de Choque Térmico HSP70/genética , Insetos , Luciferases/metabolismo , Modelos Genéticos , Fases de Leitura Aberta , Plasmídeos/metabolismo , Regiões Promotoras Genéticas , Transfecção
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