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Plant MicroRNA Prediction by Supervised Machine Learning Using C5.0 Decision Trees. 通过使用 C5.0 决策树的监督机器学习进行植物 MicroRNA 预测。
IF 2.3 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2012-01-01 Epub Date: 2012-11-07 DOI: 10.1155/2012/652979
Philip H Williams, Rod Eyles, Georg Weiller

MicroRNAs (miRNAs) are nonprotein coding RNAs between 20 and 22 nucleotides long that attenuate protein production. Different types of sequence data are being investigated for novel miRNAs, including genomic and transcriptomic sequences. A variety of machine learning methods have successfully predicted miRNA precursors, mature miRNAs, and other nonprotein coding sequences. MirTools, mirDeep2, and miRanalyzer require "read count" to be included with the input sequences, which restricts their use to deep-sequencing data. Our aim was to train a predictor using a cross-section of different species to accurately predict miRNAs outside the training set. We wanted a system that did not require read-count for prediction and could therefore be applied to short sequences extracted from genomic, EST, or RNA-seq sources. A miRNA-predictive decision-tree model has been developed by supervised machine learning. It only requires that the corresponding genome or transcriptome is available within a sequence window that includes the precursor candidate so that the required sequence features can be collected. Some of the most critical features for training the predictor are the miRNA:miRNA(∗) duplex energy and the number of mismatches in the duplex. We present a cross-species plant miRNA predictor with 84.08% sensitivity and 98.53% specificity based on rigorous testing by leave-one-out validation.

微小核糖核酸(miRNA)是长度在 20 到 22 个核苷酸之间的非蛋白质编码 RNA,可减少蛋白质的产生。目前正在研究不同类型的序列数据,包括基因组和转录组序列,以寻找新型 miRNA。多种机器学习方法已成功预测了 miRNA 前体、成熟 miRNA 和其他非蛋白编码序列。MirTools、mirDeep2 和 miRanalyzer 要求在输入序列中包含 "读数",这限制了它们在深度测序数据中的应用。我们的目标是利用不同物种的横截面来训练一个预测器,以准确预测训练集之外的 miRNA。我们希望这个系统在预测时不需要读数,因此可以应用于从基因组、EST 或 RNA-seq 数据源中提取的短序列。我们通过监督机器学习开发了一种 miRNA 预测决策树模型。它只需要在包括候选前体的序列窗口内有相应的基因组或转录组,这样就能收集到所需的序列特征。训练预测器的一些最关键特征是 miRNA:miRNA(∗) 双链的能量和双链中错配的数量。我们介绍了一种跨物种植物 miRNA 预测器,该预测器的灵敏度为 84.08%,特异性为 98.53%。
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引用次数: 0
Lighting Up RNA-Cleaving DNAzymes for Biosensing. 点亮用于生物传感的rna切割dna酶。
IF 2.3 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2012-01-01 Epub Date: 2012-11-08 DOI: 10.1155/2012/958683
Kha Tram, Pushpinder Kanda, Yingfu Li

The development of the in vitro selection technique has allowed the isolation of functional nucleic acids, including catalytic DNA molecules (DNAzymes), from random-sequence pools. The first-ever catalytic DNA obtained by this technique in 1994 is a DNAzyme that cleaves RNA. Since then, many other RNase-like DNAzymes have been reported from multiple in vitro selection studies. The discovery of various RNase DNAzymes has in turn stimulated the exploration of these enzymatic species for innovative applications in many different areas of research, including therapeutics, biosensing, and DNA nanotechnology. One particular research topic that has received considerable attention for the past decade is the development of RNase DNAzymes into fluorescent reporters for biosensing applications. This paper provides a concise survey of the most significant achievements within this research topic.

体外选择技术的发展已经允许从随机序列池中分离功能核酸,包括催化DNA分子(DNAzymes)。1994年,该技术首次获得催化DNA是一种切割RNA的DNAzyme。从那时起,许多其他类似rna的DNAzymes已经从多个体外选择研究中被报道出来。各种RNase DNAzymes的发现反过来刺激了这些酶物种在许多不同研究领域的创新应用的探索,包括治疗学,生物传感和DNA纳米技术。在过去的十年中,一个特别的研究课题是将RNase DNAzymes开发成生物传感应用的荧光报告基因。本文简要介绍了本研究课题中最重要的成果。
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引用次数: 23
Superior Silencing by 2',4'-BNA(NC)-Based Short Antisense Oligonucleotides Compared to 2',4'-BNA/LNA-Based Apolipoprotein B Antisense Inhibitors. 与基于2',4'-BNA/ na的载脂蛋白B反义抑制剂相比,基于2',4'-BNA(NC)的短反义寡核苷酸具有更好的沉默效果。
IF 2.3 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2012-01-01 Epub Date: 2012-09-26 DOI: 10.1155/2012/707323
Tsuyoshi Yamamoto, Hidenori Yasuhara, Fumito Wada, Mariko Harada-Shiba, Takeshi Imanishi, Satoshi Obika

The duplex stability with target mRNA and the gene silencing potential of a novel bridged nucleic acid analogue are described. The analogue, 2',4'-BNA(NC) antisense oligonucleotides (AONs) ranging from 10- to 20-nt-long, targeted apolipoprotein B. 2',4'-BNA(NC) was directly compared to its conventional bridged (or locked) nucleic acid (2',4'-BNA/LNA)-based counterparts. Melting temperatures of duplexes formed between 2',4'-BNA(NC)-based antisense oligonucleotides and the target mRNA surpassed those of 2',4'-BNA/LNA-based counterparts at all lengths. An in vitro transfection study revealed that when compared to the identical length 2',4'-BNA/LNA-based counterpart, the corresponding 2',4'-BNA(NC)-based antisense oligonucleotide showed significantly stronger inhibitory activity. This inhibitory activity was more pronounced in shorter (13-, 14-, and 16-mer) oligonucleotides. On the other hand, the 2',4'-BNA(NC)-based 20-mer AON exhibited the highest affinity but the worst IC(50) value, indicating that very high affinity may undermine antisense potency. These results suggest that the potency of AONs requires a balance between reward term and penalty term. Balance of these two parameters would depend on affinity, length, and the specific chemistry of the AON, and fine-tuning of this balance could lead to improved potency. We demonstrate that 2',4'-BNA(NC) may be a better alternative to conventional 2',4'-BNA/LNA, even for "short" antisense oligonucleotides, which are attractive in terms of drug-likeness and cost-effective bulk production.

描述了一种新型桥接核酸类似物与靶mRNA的双工稳定性和基因沉默潜力。类似物2',4'- bna (NC)反义寡核苷酸(aon)长度从10- 20 nt不等,靶向载脂蛋白b。2',4'- bna (NC)与其传统的桥接(或锁定)核酸(2',4'- bna /LNA)的对偶物直接比较。基于2',4'-BNA(NC)的反义寡核苷酸与靶mRNA之间形成的双链的熔融温度在所有长度上都超过基于2',4'-BNA/ lna的对应物。体外转染研究表明,与相同长度的2',4'-BNA/ na基对应物相比,相应的2',4'-BNA(NC)基反义寡核苷酸具有明显更强的抑制活性。这种抑制活性在较短的(13-、14-和16-聚)寡核苷酸中更为明显。另一方面,基于2',4'-BNA(NC)的20-mer AON具有最高的亲和力,但IC(50)值最差,表明非常高的亲和力可能会破坏反义效力。这些结果表明,AONs的效力需要在奖励期限和惩罚期限之间取得平衡。这两个参数的平衡取决于亲和力、长度和AON的特定化学性质,对这种平衡进行微调可以提高效力。我们证明,2',4'-BNA(NC)可能是传统的2',4'-BNA/LNA的更好替代品,即使是“短”反义寡核苷酸,这在药物相似性和成本效益方面具有吸引力批量生产。
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引用次数: 17
Nucleic-Acid-binding chromophores as efficient indicators of aptamer-target interactions. 核酸结合发色团作为适体-靶标相互作用的有效指标。
IF 2.3 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2012-01-01 Epub Date: 2012-10-10 DOI: 10.1155/2012/247280
Kwabena Sarpong, Bhaskar Datta

The binding affinity and specificity of nucleic acid aptamers have made them valuable candidates for use as sensors in diagnostic applications. In particular, chromophore-functionalized aptamers offer a relatively simple format for detection and quantification of target molecules. We describe the use of nucleic-acid-staining reagents as an effective tool for detecting and signaling aptamer-target interactions. Aptamers varying in size and structure and targeting a range of molecules have been used in conjunction with commercially available chromophores to indicate and quantify the presence of cognate targets with high sensitivity and selectivity. Our assay precludes the covalent modification of nucleic acids and relies on the differential fluorescence signal of chromophores when complexed with aptamers with or without their cognate target. We also evaluate factors that are critical for the stability of the complex between the aptamer and chromophore in presence or absence of target molecules. Our results indicate the possibility of controlling those factors to enhance the sensitivity of target detection by the aptamers used in such assays.

核酸适体的结合亲和力和特异性使它们成为诊断应用中传感器的有价值的候选者。特别是,发色团功能化适配体为检测和定量靶分子提供了相对简单的格式。我们描述了使用核酸染色试剂作为检测和信号适体-靶标相互作用的有效工具。不同大小和结构的适体和靶向一系列分子已与商业上可获得的发色团结合使用,以高灵敏度和选择性指示和量化同源目标的存在。我们的测定排除了核酸的共价修饰,并依赖于与具有或不具有同源靶标的适体络合时发色团的差异荧光信号。我们还评估了在靶分子存在或不存在的情况下适体和发色团之间复合物稳定性的关键因素。我们的研究结果表明,通过控制这些因素来提高适体检测靶的灵敏度是可能的。
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引用次数: 15
Alternative splicing and cancer. 选择性剪接和癌症。
IF 2.3 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2012-01-01 Epub Date: 2012-05-20 DOI: 10.1155/2012/363809
Didier Auboeuf, Maria Carmo-Fonseca, Juan Valcarcel, Giuseppe Biamonti
Alternative splicing of premessenger RNAs is a key step in the gene expression process, which allows the synthesis of different products from the same gene and contributes to increase the complexity of the proteome coded by a limited number of genes. Specialized high-throughput technologies (RNA-Seq, splicing-sensitive microarrays) aiming at analyzing alternative splicing in normal or pathological situations have allowed to make a promising step forward in basic and translational molecular oncology by identifying a variety of cancer-associated splicing variants. However, modification of alternative splicing is among the myriad of alterations present in cancer cells and whether splicing alteration is a cause or a consequence of cancer remains to be elucidated. The main focus of this special issue is to highlight some of the mechanisms involved in splicing alteration in cancer and to present new evidence demonstrating the involvement of alternative splicing alterations in different steps and aspects of cancer initiation and progression. To highlight the applications of large-scale approaches in the search for relevant cancer-associated splicing events, S. Germann and colleagues give an overview of the studies that have been carried out so far using such strategies. This has allowed to identify sets of functionally related genes whose expression is altered at the splicing level in cancer cells and to characterize some of the factors which control specific splicing programs that are deregulated in tumors. The other reviews give a series of specific examples of cancer-associated splicing variants. S. Druillennec and colleagues address how alternative splicing modifies the physiological and pathological functions of a variety of protein kinases. Taking several examples of membrane-associated or cytosolic kinases, they explain more particularly how the oncogenic properties of this important class of factors between specific splicing isoforms. More specifically, K. Holzmann and colleagues summarize the various splicing alterations that affect, in different tumor types, the transcripts encoding the fibroblast growth factor receptors (FGFR) 1–3, at the level of their IgIII loop. Splicing-induced variations in this domain, which occur naturally during embryonic development and are regulated in a tissue-specific manner, directly affect the interactions between the receptors and their ligands and have profound consequences on their activity. In cancer cells, alterations in FGFR2 splicing are involved in the epithelial-mesenchymal transition, an important step in the formation of metastases. In their paper, Hilmi and colleagues focus on the alternative splicing of vascular endothelial growth factor (VEGF), which produces isoforms with opposite functions in the control of angiogenesis, a process involved in the progression and metastasis of several cancers. They discuss the emerging possibility of targeting angiogenesis more accurately by modulat
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引用次数: 10
MsDpo4-a DinB Homolog from Mycobacterium smegmatis-Is an Error-Prone DNA Polymerase That Can Promote G:T and T:G Mismatches. 来自耻垢分枝杆菌的MsDpo4-a DinB同源物-是一种容易出错的DNA聚合酶,可以促进G:T和T:G错配
IF 2.3 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2012-01-01 Epub Date: 2012-03-15 DOI: 10.1155/2012/285481
Amit Sharma, Deepak T Nair

Error-prone DNA synthesis in prokaryotes imparts plasticity to the genome to allow for evolution in unfavorable environmental conditions, and this phenomenon is termed adaptive mutagenesis. At a molecular level, adaptive mutagenesis is mediated by upregulating the expression of specialized error-prone DNA polymerases that generally belong to the Y-family, such as the polypeptide product of the dinB gene in case of E. coli. However, unlike E. coli, it has been seen that expression of the homologs of dinB in Mycobacterium tuberculosis are not upregulated under conditions of stress. These studies suggest that DinB homologs in Mycobacteria might not be able to promote mismatches and participate in adaptive mutagenesis. We show that a representative homolog from Mycobacterium smegmatis (MsDpo4) can carry out template-dependent nucleotide incorporation and therefore is a DNA polymerase. In addition, it is seen that MsDpo4 is also capable of misincorporation with a significant ability to promote G:T and T:G mismatches. The frequency of misincorporation for these two mismatches is similar to that exhibited by archaeal and prokaryotic homologs. Overall, our data show that MsDpo4 has the capacity to facilitate transition mutations and can potentially impart plasticity to the genome.

原核生物中容易出错的DNA合成赋予了基因组可塑性,使其能够在不利的环境条件下进化,这种现象被称为适应性突变。在分子水平上,适应性诱变是通过上调通常属于y家族的特异性易出错DNA聚合酶的表达来介导的,例如大肠杆菌中dinB基因的多肽产物。然而,与大肠杆菌不同的是,在应激条件下,结核分枝杆菌中dinB同源物的表达并不上调。这些研究表明,分枝杆菌中的DinB同源物可能不能促进错配并参与适应性突变。我们发现耻垢分枝杆菌的代表性同源物(MsDpo4)可以进行模板依赖性核苷酸整合,因此是一种DNA聚合酶。此外,可以看出MsDpo4也具有误合并的能力,具有显著的促进G:T和T:G错配的能力。这两种错配的错配频率与古细菌和原核生物同源物的错配频率相似。总的来说,我们的数据表明MsDpo4具有促进过渡突变的能力,并且可以潜在地赋予基因组可塑性。
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引用次数: 22
VEGF spliced variants: possible role of anti-angiogenesis therapy. VEGF剪接变异体:抗血管生成治疗的可能作用。
IF 2.3 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2012-01-01 Epub Date: 2011-10-13 DOI: 10.1155/2012/162692
Caroline Hilmi, Mélanie Guyot, Gilles Pagès

Angiogenesis has been targeted in retinopathies, psoriasis, and a variety of cancers (colon, breast, lung, and kidney). Among these tumour types, clear cell renal cell carcinomas (RCCs) are the most vascularized tumours due to mutations of the von Hippel Lindau gene resulting in HIF-1 alpha stabilisation and overexpression of Vascular Endothelial Growth Factor (VEGF). Surgical nephrectomy remains the most efficient curative treatment for patients with noninvasive disease, while VEGF targeting has resulted in varying degrees of success for treating metastatic disease. VEGF pre-mRNA undergoes alternative splicing generating pro-angiogenic isoforms. However, the recent identification of novel splice variants of VEGF with anti-angiogenic properties has provided some insight for the lack of current treatment efficacy. Here we discuss an explanation for the relapse to anti-angiogenesis treatment as being due to either an initial or acquired resistance to the therapy. We also discuss targeting angiogenesis via SR (serine/arginine-rich) proteins implicated in VEGF splicing.

血管生成已成为视网膜病变、牛皮癣和各种癌症(结肠癌、乳腺癌、肺癌和肾癌)的治疗目标。在这些肿瘤类型中,由于von Hippel Lindau基因突变导致HIF-1 α稳定和血管内皮生长因子(VEGF)过表达,透明细胞肾细胞癌(RCCs)是血管化程度最高的肿瘤。对于非侵袭性疾病患者,手术肾切除术仍然是最有效的治疗方法,而VEGF靶向治疗在治疗转移性疾病方面取得了不同程度的成功。VEGF前mrna经历选择性剪接产生促血管生成同种异构体。然而,最近发现的具有抗血管生成特性的新的VEGF剪接变体为目前缺乏治疗效果提供了一些见解。在这里,我们讨论了对抗血管生成治疗的复发的解释,这是由于对治疗的初始或获得性抵抗。我们还讨论了通过与VEGF剪接相关的SR(丝氨酸/精氨酸丰富)蛋白靶向血管生成。
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引用次数: 40
Convenient and scalable synthesis of fmoc-protected Peptide nucleic Acid backbone. 方便、可扩展的 fmoc 保护多肽核酸骨架合成。
IF 2.3 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2012-01-01 Epub Date: 2012-07-10 DOI: 10.1155/2012/354549
Trevor A Feagin, Nirmal I Shah, Jennifer M Heemstra

The peptide nucleic acid backbone Fmoc-AEG-OBn has been synthesized via a scalable and cost-effective route. Ethylenediamine is mono-Boc protected, then alkylated with benzyl bromoacetate. The Boc group is removed and replaced with an Fmoc group. The synthesis was performed starting with 50 g of Boc anhydride to give 31 g of product in 32% overall yield. The Fmoc-protected PNA backbone is a key intermediate in the synthesis of nucleobase-modified PNA monomers. Thus, improved access to this molecule is anticipated to facilitate future investigations into the chemical properties and applications of nucleobase-modified PNA.

肽核酸骨架 Fmoc-AEG-OBn 是通过一种可扩展且具有成本效益的方法合成的。乙二胺经单叔丁氧羰基保护,然后用溴乙酸苄酯进行烷基化。Boc 基团被移除,取而代之的是 Fmoc 基团。合成从 50 克 Boc 酸酐开始,得到 31 克产品,总产率为 32%。Fmoc 保护的 PNA 主干是合成核碱基修饰 PNA 单体的关键中间体。因此,如果能更容易地获得这种分子,预计将有助于今后对核酸酶修饰的 PNA 的化学性质和应用进行研究。
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引用次数: 0
Alternative Splicing of Fibroblast Growth Factor Receptor IgIII Loops in Cancer. 癌症中成纤维细胞生长因子受体IgIII环的选择性剪接。
IF 2.3 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2012-01-01 Epub Date: 2011-12-12 DOI: 10.1155/2012/950508
Klaus Holzmann, Thomas Grunt, Christine Heinzle, Sandra Sampl, Heinrich Steinhoff, Nicole Reichmann, Miriam Kleiter, Marlene Hauck, Brigitte Marian

Alternative splicing of the IgIII loop of fibroblast growth factor receptors (FGFRs) 1-3 produces b- and c-variants of the receptors with distinctly different biological impact based on their distinct ligand-binding spectrum. Tissue-specific expression of these splice variants regulates interactions in embryonic development, tissue maintenance and repair, and cancer. Alterations in FGFR2 splicing are involved in epithelial mesenchymal transition that produces invasive, metastatic features during tumor progression. Recent research has elucidated regulatory factors that determine the splice choice both on the level of exogenous signaling events and on the RNA-protein interaction level. Moreover, methodology has been developed that will enable the in depth analysis of splicing events during tumorigenesis and provide further insight on the role of FGFR 1-3 IIIb and IIIc in the pathophysiology of various malignancies. This paper aims to summarize expression patterns in various tumor types and outlines possibilities for further analysis and application.

基于不同的配体结合谱,成纤维细胞生长因子受体(FGFRs) 1-3的IgIII环的选择性剪接产生具有明显不同生物学影响的受体b-和c-变体。这些剪接变体的组织特异性表达调节胚胎发育、组织维持和修复以及癌症的相互作用。FGFR2剪接的改变参与了在肿瘤进展过程中产生侵袭性、转移性特征的上皮间质转化。近年来的研究从外源信号事件水平和rna -蛋白相互作用水平两方面阐明了决定剪接选择的调控因子。此外,已经开发的方法将能够深入分析肿瘤发生过程中的剪接事件,并进一步了解FGFR 1-3 IIIb和IIIc在各种恶性肿瘤病理生理中的作用。本文旨在总结各种肿瘤类型的表达模式,并概述进一步分析和应用的可能性。
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引用次数: 80
p53 Family: Role of Protein Isoforms in Human Cancer. p53家族:蛋白异构体在人类癌症中的作用。
IF 2.3 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2012-01-01 Epub Date: 2011-10-09 DOI: 10.1155/2012/687359
Jinxiong Wei, Elena Zaika, Alexander Zaika

TP53, TP63, and TP73 genes comprise the p53 family. Each gene produces protein isoforms through multiple mechanisms including extensive alternative mRNA splicing. Accumulating evidence shows that these isoforms play a critical role in the regulation of many biological processes in normal cells. Their abnormal expression contributes to tumorigenesis and has a profound effect on tumor response to curative therapy. This paper is an overview of isoform diversity in the p53 family and its role in cancer.

TP53、TP63和TP73基因组成了p53家族。每个基因通过多种机制产生蛋白质异构体,包括广泛的替代mRNA剪接。越来越多的证据表明,这些异构体在正常细胞的许多生物过程的调节中起着至关重要的作用。它们的异常表达有助于肿瘤的发生,并对肿瘤对治疗的反应有深远的影响。本文综述了p53家族的异构体多样性及其在癌症中的作用。
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引用次数: 102
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Journal of Nucleic Acids
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