基于机器学习的RNA编辑位点预测方法综述

RNA编辑是一个十分重要的生物细胞分子机制。作为转录后修饰的一步,它可以增加蛋白质组学多样性,改变转录产物的稳定性,调节基因表达等。RNA编辑失调会导致各种疾病,包括神经疾病和癌症。在动物中,腺苷到肌苷(A-to-I)的编辑是最普遍的。高通量测序技术的进步大大提高了在全局范围内检测和量化RNA编辑的能力,使得RNA编辑的大规模全基因组分析变得可行,产生了一系列基于高通量测序技术的RNA编辑位点预测方法。通过对这些方法进行介绍、总结和分析,为RNA编辑的进一步研究提供一些思路。     

RNA干扰引起的非特异性免疫反应及其机制研究探讨

基因的表达失控是疾病发生的主要原因之一,干扰靶基因的表达可能成为有效的治疗手段。RNA干扰技术是近年兴起的基因调控干预方法,其基础,特别是应用研究极受关注,人们期待RNA干扰能成为肿瘤、病毒感染等难治疾病的临床治疗手段。然而,这一新兴技术在应用研究过程中显现出诸多问题,如细胞毒性、引起机体非特异性反应等等。就RNA干扰引起的非特异性免疫反应展开综述,探讨其机制,期望为RNA干扰的应用研究提供一些思考。     

RNA干扰技术在水产动物抗病毒和抗寄生虫研究中的应用研究进展

RNA干扰(RNA interference,RNAi)是由双链RNA介导的,抑制目标基因的表达,沉默靶基因的一种转录后基因沉默机制,并且在真核生物中广泛存在。近年来随着水产养殖业的发展壮大,水产动物疾病频繁爆发,给养殖户带来巨大的经济损失。目前,病毒、寄生虫等病原引起的水产动物疾病的致病机制还有待深入研究。RNA干扰技术的出现为水产动物疾病致病机制的研究提供了强有力的工具。主要对RNA干扰的发现、作用机制以及在水产动物抗病毒和抗寄生虫研究中的应用作以综述,并对未来RNAi技术在水产动物疾病防治中的研究和应用进行了展望,旨为水产动物疾病控制提供参考。     

RNAi的作用机制及其在抗病毒领域的应用

RNA干扰是外源性或内源性双链RNA诱发的mRNA水平上的基因沉默机制。RNA技术具有高效性、特异性。最近将RNA干扰应用于许多病毒性疾病的治疗研究均取得了显著的基因沉默效果,为病毒的预防和治疗开辟了一条新途径。就RNA干扰作用机制及抗病毒效应作一综述。     

RNAi and RNAa--the yin and yang of RNAome

RNA interference (RNAi) is a powerful technology with huge applications for functional genomics, target identification in drug discovery and elucidation of molecular signaling pathways. Current RNAi studies have demonstrated the clinical potential of small interfering RNAs (siRNAs) in metabolic diseases, cancer, AIDS, malaria, neurodegenerative disorders, dental diseases and other illnesses. Interestingly, recent studies have shown that the small RNA molecules, either indigenously produced as microRNAs (miRNAs) or exogenously administered synthetic dsRNAs could effectively activate a particular gene in a sequence specific manner instead of silencing it. This novel, but still uncharacterized, phenomenon has been termed as RNA activation (RNAa). The paradoxical concept of Yin and Yang, which describe two primal opposing but complementary principles, can potentially be applied to elucidate the complex phenomenon of RNAa/RNAi in the RNAome. This warrants a proper understanding of the RNAi/RNAa molecular pathways in living organisms before any of the small dsRNAs can potentially be exploited for therapeutics in human beings.     

Fully Automated RNAscope In Situ Hybridization Assays for Formalin‐Fixed Paraffin‐Embedded Cells and Tissues

Biomarkers such as DNA, RNA, and protein are powerful tools in clinical diagnostics and therapeutic development for many diseases. Identifying RNA expression at the single cell level within the morphological context by RNA in situ hybridization provides a great deal of information on gene expression changes over conventional techniques that analyze bulk tissue, yet widespread use of this technique in the clinical setting has been hampered by the dearth of automated RNA ISH assays. Here we present an automated version of the RNA ISH technology RNAscope that is adaptable to multiple automation platforms. The automated RNAscope assay yields a high signal‐to‐noise ratio with little to no background staining and results comparable to the manual assay. In addition, the automated duplex RNAscope assay was able to detect two biomarkers simultaneously. Lastly, assay consistency and reproducibility were confirmed by quantification of TATA‐box binding protein (TBP) mRNA signals across multiple lots and multiple experiments. Taken together, the data presented in this study demonstrate that the automated RNAscope technology is a high performance RNA ISH assay with broad applicability in biomarker research and diagnostic assay development. J. Cell. Biochem. 117: 2201–2208, 2016. © 2016 The Authors. Journal of Cellular Biochemistry Published by Wiley Periodicals, Inc.     

The potential therapeutic of siRNA eye drops in ocular diseases

In recent years, researchers have expressed an ongoing interest in developing RNA interference (RNAi) technology for therapeutic gene suppression in various diseases. Preclinical studies in animal models and cultured cell studies indicated that RNAi technology was an effective experimental tool against a variety of ocular diseases, and some small interference RNA (siRNA) drugs have been entered into clinical trials in Stage I and Stage II. However, in these studies siRNAs were delivered into ocular tissues via either systemic or subconjunctival/intravitreous injection, which is invasive and harmful if repeated. Based on this evidence, we hypothesize that topical application of siRNA eye drops may be a safe and effective therapeutic option in ocular surface diseases with temporary changes of gene expression. Furthermore, siRNA eye drops targeting different genes may simultaneously treat several ocular surface diseases.     

Large-scale investigation of zoonotic viruses in the era of high-throughput sequencing

Zoonotic diseases considerably impact public health and socioeconomics. RNA viruses reportedly caused approximately 94% of zoonotic diseases documented from 1990 to 2010, emphasizing the importance of investigating RNA viruses in animals. Furthermore, it has been estimated that hundreds of thousands of animal viruses capable of infecting humans are yet to be discovered, warning against the inadequacy of our understanding of viral diversity. High-throughput sequencing (HTS) has enabled the identification of viral infections with relatively little bias. Viral searches using both symptomatic and asymptomatic animal samples by HTS have revealed hidden viral infections. This review introduces the history of viral searches using HTS, current analytical limitations, and future potentials. We primarily summarize recent research on large-scale investigations on viral infections reusing HTS data from public databases. Furthermore, considering the accumulation of uncultivated viruses, we discuss current studies and challenges for connecting viral sequences to their phenotypes using various approaches: performing data analysis, developing predictive modeling, or implementing high-throughput platforms of virological experiments. We believe that this article provides a future direction in large-scale investigations of potential zoonotic viruses using the HTS technology.     

A method for isolating total RNA from pear leaves

Isolation of high quality RNA fromRosaceae species is particularly difficult. These plants contain considerable amounts of plant polyphenolic compounds and polysaccharides that copurify with RNA, often rendering it unsuitable for either cDNA synthesis and/or hybridization in northern analyses. We describe a method for RNA isolation from pear leaves that is modified from that of Manning (1990). The procedure includes i) an extraction with phenol and PVPP, to remove proteins and polyphenols ii) two purifications by LiCl, with a 2-butoxyethanol treatment between the LiCl steps. The method results in high quality RNA suitable for RT-PCR and northern blot experiments.     

Ribozymes: A modern tool in medicine

Since the discovery of ribozymes and self-splicing introns, it has been estimated that this biological property of RNA combined with other recombinant DNA technologies would become a tool to combat viral diseases and control oncogenes. These goals seem like a distinct possibility now. However, there is still a lot to be learned about the mobility of RNA inside the cells and the cellular factors that can impede ribozyme action in order to capitalize fully on the targeted RNA inactivation property of ribozymes. The most effective approach to maximize ribozyme function in a complex intracellular environment is to understand as much as possible about the intracellular fate of the RNA that is being targeted. As new techniques in cell biology become available, such understanding will be less problematic. Fundamental studies of ribozyme structure and mechanism of catalysis are flourishing both at the academic and industrial level and it can be expected that many new developments will continue to take place in these areas in the near future. Here, we review the design, stability and therapeutic application of these technologies illustrating relevant gene targets and applications in molecular medicine. Relevant problems in implementation of the technology, group I and II introns and the differences in applications, ribozyme structure and the application of this technology to virus attack and oncogene downregulation are discussed. Also some of the latest RNA-based technologies such as siRNA, RNA/DNA duplexes and RNA decoys have been introduced.     

RNA干扰技术在几项研究领域的应用

作为一项新的反向遗传学技术 ,RNA干扰技术正在越来越多地应用于包括鉴定基因功能、疾病治疗、植物病毒抗性研究在内的多项研究领域。在鉴定基因功能研究中 ,由于该技术的操作简便性 ,使得在基因组水平进行大范围的基因功能鉴定成为可能 ;而针对致病相关基因、致病病毒基因组进行RNA干扰 ,可以有效抑制病情恶化 ,有可能成为未来疾病治疗的重要手段 ;同时 ,将RNA干扰技术应用于植物抗病毒研究 ,为工程化植物抗病毒遗传育种提供了一个高效、特异的抗性获得手段。对RNA干扰技术在上述三个研究领域的应用作简要综述 ,并对应用过程中需注意的问题进行了探讨 。     

Gene expression profiles in the diagnosis and prognosis of cancer

DNA-microarray technology can be used to assess the expression of several thousands of genes at the same time. The identification of the gene expression profiles may help to better characterize human cancer. These studies may reveal subclasses of tumor types with similar histopathologic profile but different clinical courses.Furthermore,such studies could help to define therapeutic sensitivity and to estimate prognosis of various cancers. Identification of gene expression profiles of cancer can identify new therapeutic targets or cancer susceptibility genes. The DNA-microarray technology may write a new chapter in molecular oncology.     

A Test and Refinement of Folding Free Energy Nearest Neighbor Parameters for RNA Including N6-Methyladenosine

RNA folding free energy change parameters are widely used to predict RNA secondary structure and to design RNA sequences. These parameters include terms for the folding free energies of helices and loops. Although the full set of parameters has only been traditionally available for the four common bases and backbone, it is well known that covalent modifications of nucleotides are widespread in natural RNAs. Covalent modifications are also widely used in engineered sequences. We recently derived a full set of nearest neighbor terms for RNA that includes N⁶-methyladenosine (m⁶A). In this work, we test the model using 98 optical melting experiments, matching duplexes with or without N⁶-methylation of A. Most experiments place RRACH, the consensus site of N⁶-methylation, in a variety of contexts, including helices, bulge loops, internal loops, dangling ends, and terminal mismatches. For matched sets of experiments that include either A or m⁶A in the same context, we find that the parameters for m⁶A are as accurate as those for A. Across all experiments, the root mean squared deviation between estimated and experimental free energy changes is 0.67 kcal/mol. We used the new experimental data to refine the set of nearest neighbor parameter terms for m⁶A. These parameters enable prediction of RNA secondary structures including m⁶A, which can be used to model how N⁶-methylation of A affects RNA structure.     

In vitro selection of RNA aptamers that selectively bind danofloxacin

Danofloxacin is a synthetic fluoroquinolone with broad spectrum antibacterial activity that is used for the treatment of respiratory diseases in animal husbandry. However, danofloxacin has many adverse reactions and is toxic to humans. Especially, it detrimentally affects muscle, central nerve system, peripheral nerve system, liver, and skin in those who ingest foods in which danofloxacin has accumulated. Prescreening and determination of the level of danofloxacin in foods or food products is necessary for human health. Aptamers are composing of oligonucleotides that specifically interact with target molecules. They are emerging as detection/diagnostic ligands. Here, we used the SELEX in vitro selection technology to identify specific and high-affinity RNA aptamers with 2′-fluoro-2′-deoxyribonucleotide modified pyrimidine nucleotides against danofloxacin. Selected RNA aptamers bound specifically to danofloxacin, but not to tetracycline. Truncation of RNA aptamer up to 36 mer did not comprise specificity and affinity. The truncated RNA aptamer specifically bound to target chemical, allowing the discrimination of danofloxacin from other fluoroquinolones. The isolated specific aptamer could be a potential agent used for the rapid and cost-effective detection and sensing of danofloxacin, replacing instrumental methods including the more expensive and time-consuming methods of high performance liquid chromatography and liquid chromatography/mass spectrometry.     

Normalization of DNA-microarray data by nonlinear correlation maximization.

Signal data from DNA-microarray ("chip") technology can be noisy; i.e., the signal variation of one gene on a series of repetitive chips can be substantial. It is becoming more and more recognized that a sufficient number of chip replicates has to be made in order to separate correct from incorrect signals. To reduce the systematic fraction of the noise deriving from pipetting errors, from different treatment of chips during hybridization, and from chip-to-chip manufacturing variability, normalization schemes are employed. We present here an iterative nonparametric nonlinear normalization scheme called simultaneous alternating conditional expectation (sACE), which is designed to maximize correlation between chip repeats in all-chip-against-all space. We tested sACE on 28 experiments with 158 Affymetrix one-color chips. The procedure should be equally applicable to other DNA-microarray technologies, e.g., two-color chips. We show that the reduction of noise compared to a simple normalization scheme like the widely used linear global normalization leads to fewer false-positive calls, i.e., to fewer genes which have to be laboriously confirmed by independent methods such as TaqMan or quantitative PCR.     

Thermodynamic examination of trinucleotide bulged RNA in the context of HIV-1 TAR RNA

RNA structures contain many bulges and loops that are expected to be sites for inter- and intra-molecular interactions. Nucleotides in the bulge are expected to influence the structure and recognition of RNA. The same stability is assigned to all trinucleotide bulged RNA in the current secondary structure prediction models. In this study thermal denaturation experiments were performed on four trinucleotide bulged RNA, in the context of HIV-1 TAR RNA, to determine whether the bulge sequence affects RNA stability and its divalent ion interactions. Cytosine-rich bulged RNA were more stable than uracil-rich bulged RNA in 1 M KCl. Interactions of divalent ions were more favorable with uracil-rich bulged RNA by ~2 kcal/mol over cytosine-rich bulged RNA. The UCU-TAR RNA (wild type) is stabilized by 1.7 kcal/mol in 9.5 mM Ca²⁺ as compared with 1 M KCl, whereas no additional gain in stability is measured for CCC-TAR RNA. These results have implications for base substitution experiments traditionally employed to identify metal ion binding sites. To our knowledge, this is the first systematic study to quantify the effect of small sequence changes on RNA stability upon interactions with divalent ions.     

Molecular dynamics simulations of early steps in RNA‐mediated conversion of prions

The rate‐limiting step in prion diseases is the initial transition of a prion protein from its native form into a mis‐folded state in which the protein not only forms cell‐toxic aggregates but also becomes infectious. Recent experiments implicate polyadenosine RNA as a possible agent for generating the initial seed. In order to understand the mechanism of RNA‐mediated mis‐folding and aggregation of prions, we dock polyadenosine RNA to mouse and human prion models. Changes in stability and secondary structure of the prions upon binding to polyadenosine RNA are evaluated by comparing molecular dynamics simulations of these complexes with that of the unbound prions.     

基于功能化磁珠快速提取植物病毒RNA方法的建立与优化

植物病毒病是制约作物生产的主要病害之一。及时明确其病毒病原和发展规律是有效控制其大规模传播的前提。而现有植物病毒病检测技术存在周期长、步骤繁琐、检测环境严苛等缺点。本研究以烟草花叶病毒 (Tobacco mosaic virus,TMV)为模型,基于碱基互补配对原则设计针对TMV的功能化磁珠（CMBs-ACPTMV）进行RNA提取,并对功能化磁珠的制备条件、提取反应条件以及灵敏性和稳定性等性能进行优化分析。结果表明,当添加4 μmol捕获探针（ACPTMV）、0.08 mg羧基磁珠（CMBs）时,所制备的CMBs-ACPTMV吸附RNA的能力最好;当提取时间为3 min时,CMBs-ACPTMV提取RNA的效果最好,而改变CMBs-ACPTMV的提取温度时其提取能力无明显变化;性能评价分析发现,CMBs-ACPTMV的灵敏度可达2.5 ng/μL,且检测稳定性较好。与常规RNA提取技术相比,CMBs-ACPTMV在检测时间和样品消耗量上具有突出优势。本研究所建立的功能化磁珠提取法快速、安全和简便,只需简易设备便可实现植物病毒RNA的快速提取,具有广阔的应用前景。