A comparison of performance of plant miRNA target prediction tools and the characterization of features for genome-wide target prediction

Background

Deep-sequencing has enabled the identification of large numbers of miRNAs and siRNAs, making the high-throughput target identification a main limiting factor in defining their function. In plants, several tools have been developed to predict targets, majority of them being trained on Arabidopsis datasets. An extensive and systematic evaluation has not been made for their suitability for predicting targets in species other than Arabidopsis. Nor, these have not been evaluated for their suitability for high-throughput target prediction at genome level.

Results

We evaluated the performance of 11 computational tools in identifying genome-wide targets in Arabidopsis and other plants with procedures that optimized score-cutoffs for estimating targets. Targetfinder was most efficient [89% ‘precision’ (accuracy of prediction), 97% ‘recall’ (sensitivity)] in predicting ‘true-positive’ targets in Arabidopsis miRNA-mRNA interactions. In contrast, only 46% of true positive interactions from non-Arabidopsis species were detected, indicating low ‘recall’ values. Score optimizations increased the ‘recall’ to only 70% (corresponding ‘precision’: 65%) for datasets of true miRNA-mRNA interactions in species other than Arabidopsis. Combining the results of Targetfinder and psRNATarget delivers high true positive coverage, whereas the intersection of psRNATarget and Tapirhybrid outputs deliver highly ‘precise’ predictions. The large number of ‘false negative’ predictions delivered from non-Arabidopsis datasets by all the available tools indicate the diversity in miRNAs-mRNA interaction features between Arabidopsis and other species. A subset of miRNA-mRNA interactions differed significantly for features in seed regions as well as the total number of matches/mismatches.

Conclusion

Although, many plant miRNA target prediction tools may be optimized to predict targets with high specificity in Arabidopsis, such optimized thresholds may not be suitable for many targets in non-Arabidopsis species. More importantly, non-conventional features of miRNA-mRNA interaction may exist in plants indicating alternate mode of miRNA target recognition. Incorporation of these divergent features would enable next-generation of algorithms to better identify target interactions.

Electronic supplementary material

The online version of this article (doi:10.1186/1471-2164-15-348) contains supplementary material, which is available to authorized users.     

动物 microRNA 靶基因的筛选与鉴定研究进展

miRNA（microRNA）是一类在生物体内广泛存在的长度约22nt的小分子非编码RNA,其在转录后水平调控靶基因的表达,在生物体生长发育过程中起重要的调控作用。近年来,miRNA的功能研究越来越受到人们的重视,而miRNA功能研究的关键在于其调控靶基因的确定。miRNA主要作用于靶基因mRNA的3’UTR区的结合位点．但由于miRNA和靶基因的作用位点并不完全匹配,没有明显的规律可寻,导致应用传统方法鉴定靶基因十分困难。近年来,人们开发了各种特异的、灵敏度高的高通量miRNA靶基因筛选与鉴定方法,极大地促进了miRNA的功能研究。     

miRNA研究方法进展

miRNA（microRNA）是一类长约22个核苷酸的小分子非编码RNA。miRNA可以通过与靶基因mRNA的特定位点结合,抑制该蛋白的合成或诱导该mRNA的降解,从而参与基因的表达调控。miRNA在各种生物中普遍存在,近年来利用直接克隆和生物信息学方法已从动物、植物、培养细胞和病毒中克隆及预测了数百种miRNA,并通过正反向遗传学技术、碱基互补靶标基因鉴定技术等,确定了少数miRNA基因的生理功能：然而在不同生物中仍有大量的miRNA基因尚未鉴定,它们的靶标及功能也有待进一步探索。由于miRNA序列短小,而且与靶标互作机理所知甚少,因此研究难度较大。本文总结了miRNA基因鉴定、功能鉴定等所采用的研究方法和策略,试图为miRNA研究提供一些思路和启发。     

miRTour: Plant miRNA and target prediction tool

MicroRNAs (miRNAs) are important negative regulators of gene expression in plant and animals, which are endogenously produced from their own genes. Computational comparative approach based on evolutionary conservation of mature miRNAs has revealed a number of orthologs of known miRNAs in different plant species. The homology-based plant miRNA discovery, followed by target prediction, comprises several steps, which have been done so far manually. Here, we present the bioinformatics pipeline miRTour which automates all the steps of miRNA similarity search, miRNA precursor selection, target prediction and annotation, each of them performed with the same set of input sequences. AVAILABILITY: The database is available for free at http://bio2server.bioinfo.uni-plovdiv.bg/miRTour/     

miRNA在植物响应高温胁迫中的研究进展

microRNA(miRNA)是一类由20-24个核苷酸组成的小的非编码RNA,通常通过序列互补降解或抑制其靶标基因转录后的翻译过程,从而在转录后水平上调控基因的表达。miRNA在植物基因组中普遍存在,作为一类重要的调节因子参与到植物的生长发育与逆境响应中。目前,已有研究表明高温除了诱导植物编码基因表达发生改变之外,一些非编码RNA的表达也发生了显著改变,其中miRNA作为重要的非编码RNA,参与了植物的高温胁迫响应。对植物miRNA的合成途径,作用机制以及主要功能进行了扼要阐述,重点阐述了高温胁迫下植物miRNA的作用机制,旨在为mi RNA在植物抵抗高温胁迫中的研究与应用提供新的思路。     

花生花斑种皮花青素生物合成相关miRNA及其靶基因鉴定与分析

花生在世界粮油食品中占有重要地位,其种皮颜色有白色、红色、紫色、粉红色及花斑等多种颜色,花斑种皮花生是其独特的成员之一,具有便于区分的优良性状。本研究以花斑种皮花生VG-02为研究材料,结果表明与花斑种皮颜色合成相关差异表达的miRNA富集的代谢途径有苯丙烷生物合成、类黄酮生物合成、异黄酮的生物合成、昼夜节律植物。miRNA测序结果中共筛选出86个差异表达miRNA,其中20个差异表达的miRNA与花生花斑种皮颜色合成相关。其中包括4个共同靶向花青素、类花青素和IFS2靶基因的miRNA,即miR₈、miR₅0、miR₅1和miR₂39;5个靶向花青素生物合成中结构基因的miRNA,即调控CHS靶基因的miR₃98-x,调控4CL靶基因的miR₄82-z,调控F3′H靶基因的miR₂66和miR₁82以及调控花青素3-O-葡萄糖苷-6靶基因的miR₅;1个靶向花青素生物合成调节基因的miRN...     

真核生物中的微小RNA及其功能研究进展

真核生物中存在两种主要的非编码RNA(non-coding RNA),在真核生物中发挥重要作用。一类为微小RNA(microRNA,miRNA),另一为小干扰RNA(siRNA)。miRNA大小为19～25nt,在体内与蛋白质形成核糖核蛋白复合体(miRNP),在真核基因的表达调控,生长发育中起重要作用。siRNA在RNA干扰(RNA地 interference,RNAi)途径中起定位特异mRNA的作用。miRNA与siRNA有联系也有区别。miRNA在真核生物中的调控机制具有保守性。     

siRNA与miRNA在生物基因调控中的沉默机制比较

siRNA和miRNA的沉默机制是生物基因调控的重要手段之一. 小干扰RNA（small interfering RNA,siRNA）是RNA干扰的引发物,激发与之互补的目标mRNA沉默. 非编码RNA中的微小RNA（microRNA,miRNA）,能够识别特定的目标mRNA,通过与mRNAs的3′ 非翻译区结合,影响该目标蛋白的翻译水平. siRNA和miRNA的基因调控机制对生物学研究及疾病的病因和治疗等有直接影响. 本文主要对siRNAs和miRNAs的生物起源及沉默机制进行比较性论述：提出Dicers酶蛋白、Ago蛋白以及20 nt~25 nt的双链RNAs的 3类大分子是RNA沉默的特征结构,并进行了说明性论述|总结性叙述了siRNA和miRNA的2类小分子经典沉默机制,并提出其异同点. 最后,本文根据近期研究进展,对siRNA和miRNA的生物起源及沉默机制提出了新的疑问.     

miRNA及其靶位点多态性的研究进展

微RNA(microRNA,miRNA)是一类进化上保守、长度为21～23nt的非编码单链小RNA,参与个体发育、器官形成、细胞增殖、分化和细胞凋亡等生物学过程,并在其中发挥重要的调节作用。近年来研究发现,miRNA及其靶位点的多态将引起不同类型的疾患。文章主要从miRNA及其靶位点的多态类型,以及由多态性引起的相关疾病等方面来阐述miRNA的最新进展。     

蒙古沙冬青保守microRNAs的鉴定及靶基因预测

蒙古沙冬青(Ammopiptanthus mongolicus)是生长在荒漠中的木本植物, 对于我国西北部干旱、半干旱区域的植被维护与恢复具有重要价值。蒙古沙冬青对干旱、低温等多种逆境具有较高的耐受性, 是研究林木耐受逆境生理与分子机制的合适材料。MicroRNA(miRNA)是一类长度约为21个核苷酸的内源性非编码小分子RNA, 在植物生长发育和逆境应答等生物学过程中发挥着重要的调控作用。目前, 许多植物物种的miRNAs已经获得鉴定, 但未见蒙古沙冬青miRNAs的相关报道。文章应用高通量测序和生物信息学分析方法对蒙古沙冬青幼苗保守miRNAs的类型、表达丰度以及靶基因进行了分析和预测。共鉴定了10个家族的19种保守miRNAs, 其表达丰度介于55~1920269个拷贝之间。通过在线软件psRNATarget预测了其中14个保守miRNAs的靶基因。对于这些靶基因的功能分析表明, 蒙古沙冬青的保守miRNA主要通过转录调控、激素信号途径、物质代谢和胁迫应答等生物学过程参与植物生长发育和环境响应。     

哺乳动物乳汁miRNA的研究进展

作为真核生物体内重要的调控分子,miRNA可存在于包括血清、血浆、唾液、尿液在内的多种动物体液之中。最近的研究表明哺乳动物的乳汁中也分泌miRNA,表明miRNA有可能通过哺乳传递给新生个体,从而调控新生个体发育过程中的某些关键生理、生化途径,协助其正常发育。这一发现很可能揭开了哺乳动物世代间miRNA进行功能基因表达调控的研究序幕。文章对哺乳动物乳汁中miRNA的发现过程,这些miRNA在乳汁中的存在形态及其分离技术,以及其中数个重要miRNA的已知功能作简要概述,并探讨了相关的后续研究任务及其面临的挑战。     

Protein identification by liquid chromatography-mass spectrometry using retention time prediction

Liquid chromatography has been coupled with mass spectrometry to improve the dynamic range and to reduce the complexity of sample introduced to the mass spectrometer at any given time. The chromatographic separation also provides information on the analytes, such as peptides in enzymatic digests of proteins; information that can be used when identifying the proteins by peptide mass fingerprinting. This paper discusses a recently introduced method based on retention time prediction to extract information from chromatographic separations and the applications of this method to protein identification in organisms with small and large genomes.