An Effective Method for Selecting siRNA Target Sequences in Mammalian Cells

RNA interference is a gene-silencing phenomenon triggered by dsRNA (double-stranded RNA) and has been widely used for studying gene functions. The short interfering RNA (siRNA) responsible for RNA interference, however, varies markedly in its gene-silencing efficacy. Because this efficacy depends on the selected target sequences, we developed an effective selection method based on the gene degradation measure (priority score) defined by positional features of individual nucleotides. We tested this method experimentally by using it to select new siRNA target sequences in the homo sapiens cyclin B1 gene (CCNB1) and confirmed that it selected highly effective gene-silencing sequences. The proposed method will therefore be useful for selecting new siRNA target sequences in mammalian cells.     

Structural diversity repertoire of gene silencing small interfering RNAs

Since the discovery of double-stranded (ds) RNA-mediated RNA interference (RNAi) phenomenon in Caenorhabditis elegans, specific gene silencing based upon RNAi mechanism has become a novel biomedical tool that has extended our understanding of cell biology and opened the door to an innovative class of therapeutic agents. To silence genes in mammalian cells, short dsRNA referred to as small interfering RNA (siRNA) is used as an RNAi trigger to avoid nonspecific interferon responses induced by long dsRNAs. An early structure-activity relationship study performed in Drosophila melanogaster embryonic extract suggested the existence of strict siRNA structural design rules to achieve optimal gene silencing. These rules include the presence of a 3' overhang, a fixed duplex length, and structural symmetry, which defined the structure of a classical siRNA. However, several recent studies performed in mammalian cells have hinted that the gene silencing siRNA structure could be much more flexible than that originally proposed. Moreover, many of the nonclassical siRNA structural variants reported improved features over the classical siRNAs, including increased potency, reduced nonspecific responses, and enhanced cellular delivery. In this review, we summarize the recent progress in the development of gene silencing siRNA structural variants and discuss these in light of the flexibility of the RNAi machinery in mammalian cells.     

Designing of highly effective complementary and mismatch siRNAs for silencing a gene

In past, numerous methods have been developed for predicting efficacy of short interfering RNA (siRNA). However these methods have been developed for predicting efficacy of fully complementary siRNA against a gene. Best of author's knowledge no method has been developed for predicting efficacy of mismatch siRNA against a gene. In this study, a systematic attempt has been made to identify highly effective complementary as well as mismatch siRNAs for silencing a gene.Support vector machine (SVM) based models have been developed for predicting efficacy of siRNAs using composition, binary and hybrid pattern siRNAs. We achieved maximum correlation 0.67 between predicted and actual efficacy of siRNAs using hybrid model. All models were trained and tested on a dataset of 2182 siRNAs and performance was evaluated using five-fold cross validation techniques. The performance of our method desiRm is comparable to other well-known methods. In this study, first time attempt has been made to design mutant siRNAs (mismatch siRNAs). In this approach we mutated a given siRNA on all possible sites/positions with all possible nucleotides. Efficacy of each mutated siRNA is predicted using our method desiRm. It is well known from literature that mismatches between siRNA and target affects the silencing efficacy. Thus we have incorporated the rules derived from base mismatches experimental data to find out over all efficacy of mutated or mismatch siRNAs. Finally we developed a webserver, desiRm (http://www.imtech.res.in/raghava/desirm/) for designing highly effective siRNA for silencing a gene. This tool will be helpful to design siRNA to degrade disease isoform of heterozygous single nucleotide polymorphism gene without depleting the wild type protein.     

Small RNAs and cancerogenesis

Disturbances of microRNA generation and functioning as inhibitors of gene expression at the translational level are considered as specific and diagnostic features of cancer. This review also highlights the role of short interfering RNA (siRNA) in modified epigenomic chromatin structure, which may cause cancer transformation. Future directions of cancer epigenomics are considered in the light of the involvement of siRNA in epigenomic modification of chromatin.     

RNA silencing movement in plants

Multicellular organisms, like higher plants, need to coordinate their growth and development and to cope with environmental cues. To achieve this, various signal molecules are transported between neighboring cells and distant organs to control the fate of the recipient cells and organs. RNA silencing produces cell non-autonomous signal molecules that can move over short or long distances leading to the sequence specific silencing of a target gene in a well defined area of cells or throughout the entire plant,respectively. The nature of these signal molecules, the route of silencing spread, and the genes involved in their production, movement and reception are discussed in this review. Additionally, a short section on features of silencing spread in animal models is presented at the end of this review.     

Predicting siRNA activity based on back-propagation neural network

RNA interference (RNAi) is a phenomenon of gene silence induced by a double-stranded RNA (dsRNA) homologous to a target gene.RNAi can be used to identify the function of genes or to knock down the targeted genes.In RNAi technology,19 bp double-stranded short interfering RNAs (siRNA) with characteristic 3' overhangs are usually used.The effects of siRNAs are quite varied due to the different choices in the sites of target mRNA.Moreover,there are many factors influencing siRNA activity and these factors are usually nonlinear.To find the motif features and the effect on siRNA activity,we carried out a feature extraction on some published experimental data and used these features to train a backpropagation neural network (BP NN).Then,we used the trained BP NN to predict siRNA activity.     

siRNA与固有免疫

转染小干扰RNA片段（small interfering RNA, siRNA）被广泛用于沉默基因表达.外源性核酸短链的进入能激活Toll样受体,触发免疫应答,促进机体炎症因子的表达与释放. siRNA还能活化双链RNA依赖性蛋白激酶（dsRNA-dependent protein kinase,PKR）等胞内模式识别受体,通过免疫反应引起机体功能障碍.siRNA的免疫效应与其核苷酸链的长短、碱基序列、核糖结构等密切相关,相应的化学修饰能阻断其激活模式识别受体,抑制固有免疫应答.本文综述了近年来siRNA对固有免疫应答的分子机制,为改善基因沉默效应和拓展该技术的临床应用提供有益帮助.     

Hepatitis C virus replicons escape RNA interference induced by a short interfering RNA directed against the NS5b coding region

RNA interference represents an exciting new technology that could have therapeutic applications for the treatment of viral infections. Hepatitis C virus (HCV) is a major cause of chronic liver disease and affects over 270 million individuals worldwide. The HCV genome is a single-stranded RNA that functions as both an mRNA and a replication template, making it an attractive target for therapeutic approaches using short interfering RNA (siRNA). We have shown previously that double-stranded siRNA molecules designed to target the HCV genome block gene expression and RNA synthesis from hepatitis C replicons propagated in human liver cells. However, we now show that this block is not complete. After several treatments with a highly effective siRNA, we have shown growth of replicon RNAs that are resistant to subsequent treatment with the same siRNA. However, these replicon RNAs were not resistant to siRNA targeting another part of the genome. Sequence analysis of the siRNA-resistant replicons showed the generation of point mutations within the siRNA target sequence. In addition, the use of a combination of two siRNAs together severely limited escape mutant evolution. This suggests that RNA interference activity could be used as a treatment to reduce the devastating effects of HCV replication on the liver and the use of multiple siRNAs could prevent the emergence of resistant viruses.     

Macrolide- and tetracycline-adjustable siRNA-mediated gene silencing in mammalian cells using polymerase II-dependent promoter derivatives

RNA interference has emerged as a powerful technology for downregulation of specific genes in cells and animals. We have pioneered macrolide- and tetracycline-adjustable short interfering RNA (siRNA) expression for conditional target gene translation fine-tuning in mammalian/human cell lines based on modified RNA polymerase II promoters. Established macrolide- and tetracycline-dependent transactivators/trans-silencers bound and activated modified target promoters tailored for optimal siRNA expression in response to clinical antibiotics' dosing regimes and modulated desired target genes in Chinese hamster ovary (CHO-K1) and human fibrosarcoma (HT-1080) cells with high precision. Further optimization of adjustable RNA polymerase II-based siRNA-specific promoters as well as their combination with various transmodulators enabled near-perfect regulation configurations in specific cell types. Devoid of major genetic constraints compared to basic RNA polymerase III-based siRNA-specific promoters, we expect RNA polymerase II counterparts to significantly advance siRNA-based molecular interventions in biopharmaceutical manufacturing and gene-function analysis as well as gene therapy and tissue engineering.     

Local RNA target structure influences siRNA efficacy: systematic analysis of intentionally designed binding regions

Contradictory reports in the literature have emphasised either the sequence of small interfering RNAs (siRNA) or the structure of their target molecules to be the major determinant of the efficiency of RNA interference (RNAi) approaches. In the present study, we analyse systematically the contributions of these parameters to siRNA activity by using deliberately designed mRNA constructs. The siRNA target sites were included in well-defined structural elements rendering them either highly accessible or completely involved in stable base-pairing. Furthermore, complementary sequence elements and various hairpins with different stem lengths and designs were used as target sites. Only one of the strands of the siRNA duplex was found to be capable of silencing via its respective target site, indicating that thermodynamic characteristics intrinsic to the siRNA strands are a basic determinant of siRNA activity. A significant obstruction of gene silencing by the same siRNA, however, was observed to be caused by structural features of the substrate RNA. Bioinformatic analysis of the mRNA structures suggests a direct correlation between the extent of gene-knockdown and the local free energy in the target region. Our findings indicate that, although a favourable siRNA sequence is a necessary prerequisite for efficient RNAi, complex target structures may limit the applicability even of carefully chosen siRNAs.     

Structural modification of siRNA for efficient gene silencing

Small interfering RNA (siRNA) holds a great promise for the future of genomic medicine because of its highly sequence-specific gene silencing and universality in therapeutic target. The medical use of siRNA, however, has been severely hampered by the inherent physico-chemical properties of siRNA itself, such as low charge density, high structural stiffness and rapid enzymatic degradation; therefore, the establishment of efficient and safe siRNA delivery methodology is an essential prerequisite, particularly for systemic administration. For an efficient systemic siRNA delivery, it is a critical issue to obtain small and compact siRNA polyplexes with cationic condensing reagents including cationic polymers, because the size and surface properties of the polyplexes are major determinants for achieving desirable in vivo fate. Unfortunately, synthetic siRNA is not easily condensed with cationic polymers due to its intrinsic rigid structure and low spatial charge density. Accordingly, the loose siRNA polyplexes inevitably expose siRNA to the extracellular environment during systemic circulation, resulting in low therapeutic efficiency and poor biodistribution. In this review, we highlight the innovative approaches to increase the size of siRNA via structural modification of the siRNA itself. The attempts include several methodologies such as hybridization, chemical polymerization, and micro- and nano-structurization of siRNA. Due to its increased charge density and flexibility, the structured siRNA can produce highly condensed and homogenous polyplexes compared to the classical monomeric siRNA. As a result, stable and compact siRNA polyplexes can enhance serum stability and target delivery efficiency in vivo with desirable biodistribution. The review specifically aims to provide the recent progress of structural modification of siRNA. In addition, the article also briefly and concisely explains the improved physico-chemical properties of structured siRNA with respect to stability, condensation ability and gene silencing efficiency.     

siRNA的体内递送

siRNA是一种由siRNA介导的转录后基因沉默。自利用RNAi沉默目的基因获得成功以来, 体内应用RNAi的研究受到高度重视。由于siRNA本身的不稳定性以及体内的复杂环境, siRNA递送的安全性与有效性成为目前关注的重点。文章就目前报道的siRNA体内递送方式进行了综述。     

Molecular basis for target RNA recognition and cleavage by human RISC

The RNA-Induced Silencing Complex (RISC) is a ribonucleoprotein particle composed of a single-stranded short interfering RNA (siRNA) and an endonucleolytically active Argonaute protein, capable of cleaving mRNAs complementary to the siRNA. The mechanism by which RISC cleaves a target RNA is well understood, however it remains enigmatic how RISC finds its target RNA. Here, we show, both in vitro and in vivo, that the accessibility of the target site correlates directly with the efficiency of cleavage, demonstrating that RISC is unable to unfold structured RNA. In the course of target recognition, RISC transiently contacts single-stranded RNA nonspecifically and promotes siRNA-target RNA annealing. Furthermore, the 5' part of the siRNA within RISC creates a thermodynamic threshold that determines the stable association of RISC and the target RNA. We therefore provide mechanistic insights by revealing features of RISC and target RNAs that are crucial to achieve efficiency and specificity in RNA interference.     

Poliovirus escape from RNA interference: short interfering RNA-target recognition and implications for therapeutic approaches

Short interfering RNAs (siRNAs) directed against poliovirus and other viruses effectively inhibit viral replication. Although RNA interference (RNAi) may provide the basis for specific antiviral therapies, the limitations of RNAi antiviral strategies are ill defined. Here, we show that poliovirus readily escapes highly effective siRNAs through unique point mutations within the targeted regions. Competitive analysis of the escape mutants provides insights into the basis of siRNA recognition. The RNAi machinery can tolerate mismatches but is exquisitely sensitive to mutations within the central region and the 3' end of the target sequence. Indeed, specific mutations in the target sequence resulting in G:U mismatches are sufficient for the virus to escape siRNA inhibition. However, using a pool of siRNAs to simultaneously target multiple sites in the viral genome prevents the emergence of resistant viruses. Our study uncovers the elegant precision of target recognition by the RNAi machinery and provides the basis for the development of effective RNAi-based therapies that prevent viral escape.     

Mammalian RNAi: a practical guide

Silencing of gene expression by RNA interference (RNAi) has become a powerful tool for the functional annotation of the Caenorhabditis elegans and Drosophila melanogaster genomes. Recent advances in the design and delivery of targeting molecules now permit efficient and highly specific gene silencing in mammalian systems as well. RNAi offers a simple, fast, and cost-effective alternative to existing gene targeting technologies both in cell-based and in vivo settings. Synthetic small interfering RNA (siRNA) and retroviral short hairpin RNA (shRNA) libraries targeting thousands of human and mouse genes are publicly available for high-throughput genetic screens, and knockdown animals can be rapidly generated by lentivirus-mediated transgenesis. RNAi also holds great promise as a novel therapeutic approach. This review provides insight into the current gene silencing techniques in mammalian systems.     

Anti-coxsackieviral efficacy of RNA interference is highly dependent on genomic target selection and emergence of escape mutants

Enteroviral diseases are widespread and impose significant importance in medicine. Although the outcome of diseases that are associated with enteroviruses such as myocarditis, pancreatitis, hepatitis, or encephalomyelitis might be fatal, no specific antiviral therapy is yet available. We and others have shown that RNA interference (RNAi) effectively limits picornaviral replication and cytopathogenicity and improves survival in susceptible mice. However, little is known about the dependence of short interfering RNA (siRNA) efficacy on target region selection and emergence of viral escape mutants that may limit the effect of RNAi. The results of our study indicate that antiviral siRNA should be targeted preferentially to nonstructural protein coding regions because siRNA efficacy was consistently found to be superior compared to noncoding or structural protein coding regions. Further more, emergence of viral escape mutants that harbor single point mutations in the central part of the siRNA binding motif are the major factor that limits early therapeutic siRNA efficacy. The appearance of viral escape mutants can be sufficiently suppressed by combined administration of at least three distinct siRNA molecules. Therefore, genomic target selection and viral escape mutants are the most critical factors that limit early RNAi directed against enteroviral genomes. Both obstacles can be circumvented by appropriate target selection and combined siRNA administration.     

Development of methods for RNA interference in the sheep gastrointestinal parasite, Trichostrongylus colubriformis

The efficiency of RNA interference (RNAi) delivery to L1 through L3 stage worms of the sheep parasitic nematode Trichostrongylus colubriformis was investigated using several techniques. These were: (i) feeding of Escherichia coli expressing double stranded RNA (dsRNA); (ii) soaking of short interfering (synthetic) RNA oligonucleotides (siRNA) or in vitro transcribed dsRNA molecules; and (iii) electroporation of siRNA or in vitro transcribed dsRNA molecules. Ubiquitin and tropomyosin were used as a target gene because they are well conserved genes whose DNA sequences are available for several nematode parasite species. Ubiquitin siRNA or dsRNA delivered by soaking or electroporation inhibited development in T. colubriformis but with feeding as a delivery method, RNAi of ubiquitin was not successful. Feeding was, however, successful with tropomyosin as a target, suggesting that mode of delivery is an important parameter of RNAi. Electroporation is a particularly efficient means of inducing RNA in nematodes with either short dsRNA oligonucleotides or with long in vitro transcribed dsRNA molecules. These methods permit routine delivery of dsRNA for RNAi in T. colubriformis larval stage parasites and should be applicable to moderate to high-throughput screening.     

DNA repair investigations using siRNA

Small interfering RNA (siRNA) is a revolutionary tool for the experimental modulation of gene expression, in many cases making redundant the need for specific gene mutations and allowing examination of the effect of modulating essential genes. It has now been shown that siRNA phenotypes resulting from stable transfection with short hairpin RNA (shRNA) can be transmitted through the mouse germ line and Rosenquist and his colleagues have used shRNA, which is processed in vivo to siRNA, to create germline transgenic mice in which a target DNA repair gene has been silenced. Here, Holly Miller and Arthur P. Grollman give the background of these discoveries, provide an overview of current uses, and look at future applications of this research.