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1.
Mol Ther ; 32(3): 637-645, 2024 Mar 06.
Artigo em Inglês | MEDLINE | ID: mdl-38204163

RESUMO

N-Acetylgalactosamine (GalNAc)-conjugated small interfering RNA (siRNA) therapies have received approval for treating both orphan and prevalent diseases. To improve in vivo efficacy and streamline the chemical synthesis process for efficient and cost-effective manufacturing, we conducted this study to identify better designs of GalNAc-siRNA conjugates for therapeutic development. Here, we present data on redesigned GalNAc-based ligands conjugated with siRNAs against angiopoietin-like 3 (ANGPTL3) and lipoprotein (a) (Lp(a)), two target molecules with the potential to address large unmet medical needs in atherosclerotic cardiovascular diseases. By attaching a novel pyran-derived scaffold to serial monovalent GalNAc units before solid-phase oligonucleotide synthesis, we achieved increased GalNAc-siRNA production efficiency with fewer synthesis steps compared to the standard triantennary GalNAc construct L96. The improved GalNAc-siRNA conjugates demonstrated equivalent or superior in vivo efficacy compared to triantennary GalNAc-conjugated siRNAs.


Assuntos
Doenças Cardiovasculares , Hepatócitos , Humanos , RNA Interferente Pequeno/genética , RNA Interferente Pequeno/química , Análise Custo-Benefício , RNA de Cadeia Dupla , Acetilgalactosamina/química , Proteína 3 Semelhante a Angiopoietina
2.
Nucleic Acids Res ; 50(11): 6020-6037, 2022 06 24.
Artigo em Inglês | MEDLINE | ID: mdl-35687098

RESUMO

At the time of writing, although siRNA therapeutics are approved for human use, no official regulatory guidance specific to this modality is available. In the absence of guidance, preclinical development for siRNA followed a hybrid of the small molecule and biologics guidance documents. However, siRNA differs significantly from small molecules and protein-based biologics in its physicochemical, absorption, distribution, metabolism and excretion properties, and its mechanism of action. Consequently, certain reports typically included in filing packages for small molecule or biologics may benefit from adaption, or even omission, from an siRNA filing. In this white paper, members of the 'siRNA working group' in the IQ Consortium compile a list of reports included in approved siRNA filing packages and discuss the relevance of two in vitro reports-the plasma protein binding evaluation and the drug-drug interaction risk assessment-to support siRNA regulatory filings. Publicly available siRNA approval packages and the literature were systematically reviewed to examine the role of siRNA plasma protein binding and drug-drug interactions in understanding pharmacokinetic/pharmacodynamic relationships, safety and translation. The findings are summarized into two decision trees to help guide industry decide when in vitro siRNA plasma protein binding and drug-drug interaction studies are warranted.


Assuntos
Proteínas Sanguíneas , Interações Medicamentosas , Produtos Biológicos , Proteínas Sanguíneas/química , Árvores de Decisões , Humanos , Ligação Proteica , RNA Interferente Pequeno/química , RNA Interferente Pequeno/genética , RNA Interferente Pequeno/farmacologia
3.
Sci Rep ; 9(1): 16146, 2019 11 06.
Artigo em Inglês | MEDLINE | ID: mdl-31695077

RESUMO

Small interfering RNAs (siRNAs) that silence genes of infectious diseases are potentially potent drugs. A continuing obstacle for siRNA-based drugs is how to improve their efficacy for adequate dosage. To overcome this obstacle, the interactions of antiviral siRNAs, tested in vivo, were computationally examined within the RNA-induced silencing complex (RISC). Thermodynamics data show that a persistent RISC cofactor is significantly more exothermic for effective antiviral siRNAs than their ineffective counterparts. Detailed inspection of viral RNA secondary structures reveals that effective antiviral siRNAs target hairpin or pseudoknot loops. These structures are critical for initial RISC interactions since they partially lack intramolecular complementary base pairing. Importing two temporary RISC cofactors from magnesium-rich hairpins and/or pseudoknots then kickstarts full RNA hybridization and hydrolysis. Current siRNA design guidelines are based on RNA primary sequence data. Herein, the thermodynamics of RISC cofactors and targeting magnesium-rich RNA secondary structures provide additional guidelines for improving siRNA design.


Assuntos
Interferência de RNA , RNA Interferente Pequeno/química , Proteínas Argonautas/química , Proteínas Argonautas/metabolismo , Pareamento de Bases , Cristalografia por Raios X , Desenho de Fármacos , Humanos , Hidrólise , Magnésio , Simulação de Acoplamento Molecular , Método de Monte Carlo , Conformação de Ácido Nucleico , Hibridização de Ácido Nucleico , RNA Guia de Cinetoplastídeos/química , RNA Guia de Cinetoplastídeos/metabolismo , RNA Mensageiro/química , RNA Mensageiro/metabolismo , RNA Interferente Pequeno/genética , RNA Interferente Pequeno/metabolismo , RNA Viral/antagonistas & inibidores , RNA Viral/química , Complexo de Inativação Induzido por RNA , Relação Estrutura-Atividade , Termodinâmica
4.
Sci Rep ; 9(1): 16047, 2019 11 05.
Artigo em Inglês | MEDLINE | ID: mdl-31690769

RESUMO

Small interfering RNA (siRNA) are synthetic RNA duplex designed to specifically knockdown the abnormal gene to treat a disease at cellular and molecular levels. In spite of their high potency, specificity, and therapeutic potential, the full-fledged utility of siRNA is predominantly limited to in vitro set-up. Till date, Onpattro is the only USFDA approved siRNA therapeutics available in the clinic. The lack of a reliable in vivo siRNA delivery carrier remains a foremost obstacle towards the clinical translation of siRNA therapeutics. To address the obstacles associated with siRNA delivery, we tested a dendrimer-templated polymeric approach involving a USFDA approved carrier (albumin) for in vitro as well as in vivo delivery of siRNA. The developed approach is simple in application, enhances the serum stability, avoids in vivo RNase-degradation and mediates cytosolic delivery of siRNA following the endosomal escape process. The successful in vitro and in vivo delivery of siRNA, as well as targeted gene knockdown potential, was demonstrated by HDAC4 inhibition in vitro diabetic nephropathy (DN) podocyte model as well as in vivo DN C57BL/6 mice model. The developed approach has been tested using HDAC4 siRNA as a model therapeutics, while the application can also be extended to other gene therapeutics including micro RNA (miRNA), plasmids oligonucleotides, etc.


Assuntos
Nefropatias Diabéticas , Sistemas de Liberação de Medicamentos , Histona Desacetilases , Podócitos , RNA Interferente Pequeno , Proteínas Repressoras , Animais , Linhagem Celular Transformada , Nefropatias Diabéticas/tratamento farmacológico , Nefropatias Diabéticas/genética , Nefropatias Diabéticas/metabolismo , Nefropatias Diabéticas/patologia , Modelos Animais de Doenças , Histona Desacetilases/genética , Histona Desacetilases/metabolismo , Humanos , Camundongos , Podócitos/metabolismo , Podócitos/patologia , RNA Interferente Pequeno/química , RNA Interferente Pequeno/farmacologia , Proteínas Repressoras/antagonistas & inibidores , Proteínas Repressoras/genética , Proteínas Repressoras/metabolismo
5.
Biochem Biophys Res Commun ; 498(2): 264-273, 2018 03 29.
Artigo em Inglês | MEDLINE | ID: mdl-28709871

RESUMO

Electrostatic interactions play a pivotal role in many (bio)molecular association processes. The molecular organization and function in biological systems are largely determined by these interactions from pure Coulombic contributions to more peculiar mesoscopic forces due to ion-ion correlation and proton fluctuations. The latter is a general electrostatic mechanism that gives attraction particularly at low electrolyte concentrations. This charge regulation mechanism due to titrating amino acid and nucleotides residues is discussed here in a purely electrostatic framework. By means of constant-pH Monte Carlo simulations based on a fast coarse-grained titration proton scheme, a new computer molecular model was devised to study protein-RNA interactions. The complexation between the RNA silencing suppressor p19 viral protein and the 19-bp small interfering RNA was investigated at different solution pH and salt conditions. The outcomes illustrate the importance of the charge regulation mechanism that enhances the association between these macromolecules in a similar way as observed for other protein-polyelectrolyte systems typically found in colloidal science. Due to the highly negative charge of RNA, the effect is more pronounced in this system as predicted by the Kirkwood-Shumaker theory. Our results contribute to the general physico-chemical understanding of macromolecular complexation and shed light on the extensive role of RNA in the cell's life.


Assuntos
Substâncias Macromoleculares/química , RNA Interferente Pequeno/química , Proteínas Virais/química , Concentração de Íons de Hidrogênio , Substâncias Macromoleculares/metabolismo , Modelos Moleculares , Método de Monte Carlo , RNA Interferente Pequeno/metabolismo , Eletricidade Estática , Proteínas Virais/metabolismo
6.
Methods Mol Biol ; 1372: 49-59, 2016.
Artigo em Inglês | MEDLINE | ID: mdl-26530914

RESUMO

Molecular therapy using small interfering RNA (siRNA) shows great promise in the development of novel therapeutics for cancer. Although various approaches have been developed for in vivo delivery of siRNAs into tumors, stability of siRNA in blood circulation, and low efficiency of siRNA delivery into tumor cells are the major obstacles for further translation into cancer therapeutics. In this protocol, we describe methods of the production of shRNA expressing DNA nanocassettes by PCR amplification of double-stranded DNA fragments containing a U6 promoter and a shRNA gene. Those DNA nanocassettes can be conjugated to the polymer coating of nanoparticles that are targeted to cellular receptors highly expressed in tumor cells, such as urokinase plasminogen activator receptor (uPAR), for targeted delivery and receptor mediated internalization of shRNA expressing DNA nanocassettes. Methods for in vitro and in vivo evaluation of target specificity and gene-knockdown effect are also provided.


Assuntos
Expressão Gênica , Técnicas de Transferência de Genes , Imagem Molecular/métodos , Nanopartículas , Neoplasias/genética , RNA Interferente Pequeno/genética , Fatores Ativadores da Transcrição/química , Fatores Ativadores da Transcrição/metabolismo , Animais , Linhagem Celular Tumoral , Clonagem Molecular , Modelos Animais de Doenças , Inativação Gênica , Humanos , Medições Luminescentes/métodos , Camundongos , Nanopartículas/química , Neoplasias/diagnóstico , Neoplasias/terapia , Plasmídeos/administração & dosagem , Plasmídeos/química , Plasmídeos/genética , Interferência de RNA , RNA Interferente Pequeno/administração & dosagem , RNA Interferente Pequeno/química , Ensaios Antitumorais Modelo de Xenoenxerto
7.
Eur J Pharm Sci ; 75: 60-71, 2015 Jul 30.
Artigo em Inglês | MEDLINE | ID: mdl-25845631

RESUMO

Small interfering RNAs (siRNAs) have the potential to be of therapeutic value for many human diseases. So far, however, a serious obstacle to their therapeutic use is represented by the absence of appropriate delivery systems able to protect them from degradation and to allow an efficient cellular uptake. In this work we developed a siRNA delivery system based on inulin (Inu), an abundant and natural polysaccharide. Inu was functionalized via the conjugation with diethylenetriamine (DETA) residues to form the complex Inu-DETA. We studied the size, surface charge and the shape of the Inu-DETA/siRNA complexes; additionally, the cytotoxicity, the silencing efficacy and the cell uptake-mechanisms were studied in the human bronchial epithelial cells (16HBE) and in the hepatocellular carcinoma derived cells (JHH6). The results presented here indicate that Inu-DETA copolymers can effectively bind siRNAs, are highly cytocompatible and, in JHH6, can effectively deliver functional siRNAs. Optimal delivery is observed using a weight ratio Inu-DETA/siRNA of 4 that corresponds to polyplexes with an average size of 600nm and a slightly negative surface charge. Moreover, the uptake and trafficking mechanisms, mainly based on micropinocytosis and clatrin mediated endocytosis, allow the homogeneous diffusion of siRNA within the cytoplasm of JHH6. Notably, in 16 HBE where the trafficking mechanism (caveolae mediated endocytosis) does not allow an even distribution of siRNA within the cell cytoplasm, no significant siRNA activity is observed. In conclusion, we developed a novel inulin-based siRNA delivery system able to efficiently release siRNA in JHH6 with negligible cytotoxicity thus opening the way for further testing in more complex in vivo models.


Assuntos
Inulina/administração & dosagem , Poliaminas/administração & dosagem , RNA Interferente Pequeno/administração & dosagem , Linhagem Celular , Linhagem Celular Tumoral , Fator de Transcrição E2F1/genética , Endocitose , Humanos , Inulina/química , Poliaminas/química , RNA Interferente Pequeno/química
8.
Pharm Res ; 31(11): 3127-35, 2014 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-24842661

RESUMO

PURPOSE: Since the discovery of RNAi and its therapeutic potential, carrier systems have been developed to deliver small RNAs (particularly siRNA) for modulation of gene expression at the post-transcriptional level. An important factor determining the fate and usability of these systems in vivo is interaction with blood components, blood cells, and the immune system. In this study, a lipid-based and a polymer-based carrier system containing siRNA have been investigated in vitro in terms of their hemocompatibility. METHODS: The nanocomplexes studied were Angiplex, a targeted lipid-based system, and pHPMA-MPPM polyplex, a formulation based on a cationic polymer. siVEGFR-2 was encapsulated in both carriers and activation of platelets, coagulation, and complement cascade as well as induction of platelet aggregation were evaluated in vitro. RESULTS: Both systems had been shown before to cause significant silencing in vitro. Our findings indicated that pHPMA-MPPM polyplex triggered high platelet activation and aggregation although it did not stimulate coagulation substantially. Angiplex, on the other hand, provoked insignificant activation and aggregation of platelets and activated coagulation minimally. Complement system activation by Angiplex was in general low but stronger than pHPMA-MPPM polyplex. CONCLUSIONS: Taken together, these in vitro assays may help the selection of suitable carriers for systemic delivery of siRNA in early preclinical investigations and reduce the use of laboratory animals significantly.


Assuntos
Portadores de Fármacos/química , Nanopartículas/química , RNA Interferente Pequeno/química , Coagulação Sanguínea/efeitos dos fármacos , Plaquetas/efeitos dos fármacos , Cátions/química , Química Farmacêutica/métodos , Humanos , Lipídeos/química , Metacrilatos/química , Nanopartículas/administração & dosagem , Agregação Plaquetária/efeitos dos fármacos , Polímeros/química , RNA Interferente Pequeno/administração & dosagem
9.
Cancer Gene Ther ; 20(12): 683-9, 2013 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-24287722

RESUMO

PDX1 (pancreatic and duodenal homeobox 1) is overexpressed in pancreatic cancer, and its reduction results in tumor regression. Bi-functional pbi-shRNA PDX1 nanoparticle (OFHIRNA-PDX1) utilizes the endogenous micro-RNA biogenesis pathway to effect cleavage- and non-cleavage-dependent degradation of PDX1 mRNA. We have shown that OFHIRNA-PDX1 reduces pancreatic tumor volume in xenograft models. Thus, we are now exploring biorelevant large animal safety of OFHIRNA-PDX1. Mini pigs were chosen as the biorelevant species based on the similarity of human and pig PDX1 target sequence. In the initial study, animals developed fever, lethargy, hyporexia and cutaneous hyperemia following administration of OFHIRNA-PDX1. Twenty-one days later, the same animals demonstrated less toxicity with a second OFHIRNA-PDX1 infusion in conjunction with a prophylactic regimen involving dexamethasone, diphenhydramine, Indocin and ranitidine. In a new group of animals, PDX1 protein (31 kDa) expression in the pancreas was significantly repressed at 48 and 72 h (85%, P=0.018 and 88%, P=0.013; respectively) following a single infusion of OFHIRNA-PDX1 but recovered to normal state within 7 days. In conclusion, a single intravenous infusion of OFHIRNA-PDX1 in conjunction with premedication in pigs was well tolerated and demonstrated significant PDX1 knockdown.


Assuntos
Proteínas de Homeodomínio/genética , Nanoconjugados , RNA Interferente Pequeno/genética , Transativadores/genética , Animais , Pareamento de Bases , Sequência de Bases , Glicemia , Temperatura Corporal , Linhagem Celular Tumoral , Feminino , Expressão Gênica , Ordem dos Genes , Proteínas de Homeodomínio/química , Proteínas de Homeodomínio/metabolismo , Humanos , Insulina/sangue , Camundongos , Nanoconjugados/administração & dosagem , Nanoconjugados/efeitos adversos , Nanoconjugados/química , Plasmídeos/química , Plasmídeos/genética , Isoformas de Proteínas , Interferência de RNA , RNA Interferente Pequeno/química , RNA Interferente Pequeno/metabolismo , Suínos , Transativadores/química , Transativadores/metabolismo
10.
Langmuir ; 28(13): 5743-52, 2012 Apr 03.
Artigo em Inglês | MEDLINE | ID: mdl-22428930

RESUMO

We reveal the existence of a general class of supramolecular assemblies made up of lipid-coated polyelectrolytes including the celebrated lipid-nucleic acid complexes. With the aid of high-resolution cryo-electron microscopy, we unveil the nanoscale internal organization of assemblies generated with a wide range of synthetic and biological polyelectrolytes, several of them being investigated in this context for the first time, namely, poly(styrene sulfonic acid), carboxylmethylcellulose, and filamentous actin. Using an original coarse-grained model representing lipid-coated polyelectrolytes as semiflexible tubes, we thoroughly explored the morphologies resulting from the self-assembly process as a function of tube lengths and rigidities; the computed structures are fully consistent with the experimental observations. In particular, we found a strong extension of the correlation range of the order parameter as the rigidity of the lipid-coated polyelectrolytes increases. Electrostatic interactions provide a stabilizing mechanism leading to finite-size equilibrium assemblies. These assemblies may constitute a generic route for interfacing polyelectrolytes to living cells to perform gene delivery, for instance.


Assuntos
Eletrólitos/química , Lipossomos/química , Polímeros/química , Actinas/química , Actinas/metabolismo , Animais , Sequência de Bases , Carboximetilcelulose Sódica/química , Carboximetilcelulose Sódica/metabolismo , Bovinos , Cristalização , DNA/metabolismo , Eletrólitos/metabolismo , Lipossomos/metabolismo , Método de Monte Carlo , Polímeros/metabolismo , Poliestirenos/química , Poliestirenos/metabolismo , RNA Interferente Pequeno/química , RNA Interferente Pequeno/genética , Eletricidade Estática
11.
Bioinformatics ; 26(19): 2484-5, 2010 Oct 01.
Artigo em Inglês | MEDLINE | ID: mdl-20702398

RESUMO

UNLABELLED: High-throughput screening (HTS) is a common technique for both drug discovery and basic research, but researchers often struggle with how best to derive hits from HTS data. While a wide range of hit identification techniques exist, little information is available about their sensitivity and specificity, especially in comparison to each other. To address this, we have developed the open-source NoiseMaker software tool for generation of realistically noisy virtual screens. By applying potential hit identification methods to NoiseMaker-simulated data and determining how many of the pre-defined true hits are recovered (as well as how many known non-hits are misidentified as hits), one can draw conclusions about the likely performance of these techniques on real data containing unknown true hits. Such simulations apply to a range of screens, such as those using small molecules, siRNAs, shRNAs, miRNA mimics or inhibitors, or gene over-expression; we demonstrate this utility by using it to explain apparently conflicting reports about the performance of the B score hit identification method. AVAILABILITY AND IMPLEMENTATION: NoiseMaker is written in C#, an ECMA and ISO standard language with compilers for multiple operating systems. Source code, a Windows installer and complete unit tests are available at http://sourceforge.net/projects/noisemaker. Full documentation and support are provided via an extensive help file and tool-tips, and the developers welcome user suggestions.


Assuntos
Simulação por Computador , Software , Interpretação Estatística de Dados , MicroRNAs/química , Interferência de RNA , RNA Interferente Pequeno/química , Interface Usuário-Computador
12.
J Control Release ; 143(1): 80-7, 2010 Apr 02.
Artigo em Inglês | MEDLINE | ID: mdl-20018217

RESUMO

Here, we developed a novel ELISA-based assay for quantifying double-stranded intact siRNAs for in vivo pharmacokinetic analysis. The assay makes use of dual-labeled unmethylated or methylated siRNA, 5'-end-labeled on one strand with biotin (capture marker), and with dinitrophenol (detection marker), on the other end. This ELISA-based assay was linear over the range of 10-100 fmol/ml, with a sensitivity (5.4 fmol/ml) 629-fold higher than fluorometric quantification methods. The coefficient of variation (CV) of the ELISA quantification was 9.4% for intra-assay and 12.1% for inter-assay. The assay was specific for double-stranded siRNAs. The intensity of the detected signal was reduced to background levels in the presence of single-stranded RNA. The ELISA-based assay revealed that the levels of methylated forms of siRNAs after transfection into A549 and HeLa cells were significantly higher than those of unmethylated siRNA forms. Applying this assay to a study of the pharmacokinetic profiles of intravenously administered siRNAs, we found that the higher blood concentrations were achieved using the methylated form of siRNAs than unmethylated form. Moreover, methylated siRNAs complexed to DOTAP-based cationic liposomes showed significantly higher and prolonged blood concentration-time profile, with 2.2-fold lower clearance rate (0.11+/-0.02 ml/min) as compared to the uncomplexed form. These results demonstrate the utility of an ELISA-based assay for evaluating chemically modified siRNAs and cationic delivery systems, particularly from a pharmacokinetic perspective.


Assuntos
Ensaio de Imunoadsorção Enzimática , Interferência de RNA , RNA Interferente Pequeno/farmacocinética , Animais , Biotinilação , Cátions , Dinitrofenóis/química , Ácidos Graxos Monoinsaturados/química , Feminino , Fluorometria , Células HeLa , Humanos , Injeções Intravenosas , Lipossomos , Metilação , Camundongos , Camundongos Endogâmicos BALB C , Conformação de Ácido Nucleico , Variações Dependentes do Observador , Compostos de Amônio Quaternário/química , RNA Interferente Pequeno/administração & dosagem , RNA Interferente Pequeno/sangue , RNA Interferente Pequeno/química , Reprodutibilidade dos Testes , Transfecção
13.
Anal Biochem ; 390(2): 181-8, 2009 Jul 15.
Artigo em Inglês | MEDLINE | ID: mdl-19345196

RESUMO

Small interfering RNA (siRNA)-induced gene silencing shows great promise in genomic research and therapeutic applications. siRNA duplexes are typically assembled from complementary synthetic oligonucleotides. High-purity single-stranded species are required for in vivo applications. Methods for separation, characterization, and purification of short RNA strands have been developed based on reversed-phase ion-pair liquid chromatography. The purification strategies were developed for both single-stranded and duplex RNA species. The method of duplex purification uses on-column annealing of complementary RNA strands, followed by separation of the target duplex from truncated duplexes and single-stranded RNA forms. The proposed method significantly reduces the purification time of synthetic siRNA.


Assuntos
Cromatografia Líquida de Alta Pressão/métodos , Espectrometria de Massas/métodos , Oligonucleotídeos/análise , RNA Interferente Pequeno/análise , Cromatografia Líquida de Alta Pressão/economia , DNA/análise , DNA/química , Espectrometria de Massas/economia , Oligonucleotídeos/química , RNA Interferente Pequeno/química
14.
In Silico Biol ; 9(4): 245-54, 2009.
Artigo em Inglês | MEDLINE | ID: mdl-20109154

RESUMO

Bacteria have developed several defense mechanisms against bacteriophages over evolutionary time, but the concept of prokaryotic RNA interference mediated defense mechanism against phages and other invading genetic elements has emerged only recently. Clustered regularly interspaced short palindromic repeats (CRISPR) together with closely associated genes (cas genes) constitute the CASS system that is believed to provide a RNAi-like defense mechanism against bacteriophages within the host bacterium. However, a CASS mediated RNAi-like pathway in enteric pathogens such as Vibrio cholerae O395 or Escherichia coli O157 have not been reported yet. This study specifically was designed to investigate the possibility and evolutionary origin of CASS mediated RNAi-like pathway in the genome of a set of enteric pathogens, especially V. cholerae. The results showed that V. cholerae O395 and also other related enteric pathogens have the essential CASS components (CRISPR and cas genes) to mediate a RNAi-like pathway. The functional domains of a V. cholerae Cas3 protein, which is believed to act as a prokaryotic Dicer, was revealed and compared with the domains of eukaryotic Dicer proteins. Extensive homology in several functional domains provides significant evidence that the Cas3 protein has the essential domains to play a vital role in RNAi like pathway in V. cholerae. The secondary structure of the pre-siRNA for V. cholerae O395 was determined and its thermodynamic stability also reinforced the previous findings and signifies the probability of a RNAi-like pathway in V. cholerae O395.


Assuntos
Evolução Biológica , Genes Bacterianos , Sequências Repetidas Invertidas , Interferência de RNA , Vibrio cholerae/genética , Animais , Proteínas de Bactérias/genética , Genoma Bacteriano , Dados de Sequência Molecular , Conformação de Ácido Nucleico , Filogenia , RNA/química , RNA/genética , RNA Interferente Pequeno/química , RNA Interferente Pequeno/genética , Ribonuclease III/genética , Transdução de Sinais/fisiologia , Vibrio cholerae/classificação , Vibrio cholerae/metabolismo
15.
BMC Bioinformatics ; 7 Suppl 5: S22, 2006 Dec 18.
Artigo em Inglês | MEDLINE | ID: mdl-17254307

RESUMO

BACKGROUND: Although short interfering RNA (siRNA) has been widely used for studying gene functions in mammalian cells, its gene silencing efficacy varies markedly and there are only a few consistencies among the recently reported design rules/guidelines for selecting siRNA sequences effective for mammalian genes. Another shortcoming of the previously reported methods is that they cannot estimate the probability that a candidate sequence will silence the target gene. RESULTS: We propose two prediction methods for selecting effective siRNA target sequences from many possible candidate sequences, one based on the supervised learning of a radial basis function (RBF) network and other based on decision tree learning. They are quite different from the previous score-based siRNA design techniques and can predict the probability that a candidate siRNA sequence will be effective. The proposed methods were evaluated by applying them to recently reported effective and ineffective siRNA sequences for various genes (15 genes, 196 siRNA sequences). We also propose the combined prediction method of the RBF network and decision tree learning. As the average prediction probabilities of gene silencing for the effective and ineffective siRNA sequences of the reported genes by the proposed three methods were respectively 65% and 32%, 56.6% and 38.1%, and 68.5% and 28.1%, the methods imply high estimation accuracy for selecting candidate siRNA sequences. CONCLUSION: New prediction methods were presented for selecting effective siRNA sequences. As the proposed methods indicated high estimation accuracy for selecting candidate siRNA sequences, they would be useful for many other genes.


Assuntos
Inteligência Artificial , Árvores de Decisões , RNA Interferente Pequeno/química , Análise de Sequência de RNA/métodos , Algoritmos , Redes Neurais de Computação
18.
Artigo em Inglês | MEDLINE | ID: mdl-14565243

RESUMO

Functional genomics is inundating the pharmaceutical industry with large numbers of potential gene targets from several sources such as gene expression profiling experiments (DNA microchips, proteomics) or database mining. Oligonucleotide-based RNA-knock down technologies such as antisense or RNA interference can aid in the filtering and prioritization of target candidates in the drug discovery process.


Assuntos
Oligorribonucleotídeos/síntese química , Indústria Farmacêutica/métodos , Genômica , Análise de Sequência com Séries de Oligonucleotídeos , RNA/genética , RNA Interferente Pequeno/química , RNA Interferente Pequeno/genética
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