Computational Biology and Machine Learning Approaches Identify Rubber Tree (Hevea brasiliensis Muell. Arg.) Genome Encoded MicroRNAs Targeting Rubber Tree Virus 1

被引:6
作者
Ashraf, Muhammad Aleem [1 ,2 ]
Tariq, Hafiza Kashaf [2 ]
Hu, Xiao-Wen [3 ]
Khan, Jallat [4 ]
Zou, Zhi [1 ]
机构
[1] Chinese Acad Trop Agr Sci, Inst Trop Biosci & Biotechnol, Sanya Res Inst, Hainan Key Lab Biosafety Monitoring & Mol Breeding, Haikou 571101, Peoples R China
[2] Khwaja Fareed Univ Engn & Informat Technol, Inst Biol Sci, Fac Nat & Appl Sci, Rahim Yar Khan 64200, Pakistan
[3] Chinese Acad Trop Agr Sci, South Subtrop Crop Res Inst, Zhanjiang 524000, Peoples R China
[4] Khwaja Fareed Univ Engn & Informat Technol, Inst Chem, Fac Nat & Appl Sci, Rahim Yar Khan 64200, Pakistan
来源
APPLIED SCIENCES-BASEL | 2022年 / 12卷 / 24期
基金
中国国家自然科学基金;
关键词
rubber tree capillovirus 1; microRNAs; plant-virus interaction; RNAi; computational algorithms; gene silencing; minimum free energy; ARTIFICIAL MICRORNAS; PREDICTION;
D O I
10.3390/app122412908
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Tapping panel dryness (TPD), a complex physiological syndrome associated with the rubber tree (Hevea brasiliensis Muell. Arg.), causes cessation of latex drainage upon tapping and thus threatens rubber production. Rubber tree virus 1 (RTV1) is a novel positive-sense single-stranded RNA virus from the Betaflexiviridae (genus Capillovirus), which has been established to cause TPD. MicroRNAs (miRNAs) play an important role in the interplay between viruses and host cells. In this study, we identified the rubber tree genome-encoded miRNAs and their therapeutic targets against RTV1. We applied computational algorithms to predict target binding sites of rubber tree miRNAs potentially targeting RTV1 RNA genome. Mature rubber-tree miRNAs are retrieved from the miRBase database and are used for hybridization of the RTV1 genome. A total of eleven common rubber-tree miRNAs were identified based on consensus genomic positions. The consensus of four algorithms predicted the hybridization sites of the hbr-miR396a and hbr-miR398 at common genomic loci (6676 and 1840), respectively. A miRNA-regulatory network of rubber tree was constructed with the RTV1- ORFs using Circos, is illustrated to analyze therapeutic targets. Overall, this study provides the first computational evidence of the reliable miRNA-mRNA interaction between specific rubber tree miRNAs and RTV1 genomic RNA transcript. Therefore, the predicted data offer valuable evidence for the development of RTV1-resistant rubber tree in the future. Our work suggests that similar computational host miRNA prediction strategies are warranted for identification of the miRNA targets in the other viral genomes.
引用
收藏
页数:14
相关论文
共 49 条
[21]   Target prediction of candidate miRNAs from Oryza sativa for silencing the RYMV genome [J].
Jabbar, Basit ;
Iqbal, Muhammad Shahzad ;
Batcho, Anicet A. ;
Nasir, Idrees A. ;
Rashid, Bushra ;
Husnain, Tayyab ;
Henry, Robert J. .
COMPUTATIONAL BIOLOGY AND CHEMISTRY, 2019, 83
[22]   Human MicroRNA targets [J].
John, B ;
Enright, AJ ;
Aravin, A ;
Tuschl, T ;
Sander, C ;
Marks, DS .
PLOS BIOLOGY, 2004, 2 (11) :1862-1879
[23]  
Khvorova A, 2003, CELL, V115, P209, DOI 10.1016/S0092-8674(03)00801-8
[24]   miRBase: from microRNA sequences to function [J].
Kozomara, Ana ;
Birgaoanu, Maria ;
Griffiths-Jones, Sam .
NUCLEIC ACIDS RESEARCH, 2019, 47 (D1) :D155-D162
[25]   RNAhybrid:: microRNA target prediction easy, fast and flexible [J].
Krueger, Jan ;
Rehmsmeier, Marc .
NUCLEIC ACIDS RESEARCH, 2006, 34 :W451-W454
[26]   Circos: An information aesthetic for comparative genomics [J].
Krzywinski, Martin ;
Schein, Jacqueline ;
Birol, Inanc ;
Connors, Joseph ;
Gascoyne, Randy ;
Horsman, Doug ;
Jones, Steven J. ;
Marra, Marco A. .
GENOME RESEARCH, 2009, 19 (09) :1639-1645
[27]   Genome-wide analysis of microRNAs in rubber tree (Hevea brasiliensis L.) using high-throughput sequencing [J].
Lertpanyasampatha, Manassawe ;
Gao, Lei ;
Kongsawadworakul, Panida ;
Viboonjun, Unchera ;
Chrestin, Herve ;
Liu, Renyi ;
Chen, Xuemei ;
Narangajavana, Jarunya .
PLANTA, 2012, 236 (02) :437-445
[28]   Complete genome sequence of a novel capillovirus infecting Hevea brasiliensis in China [J].
Li, Zhaotong ;
Wang, Hongxing ;
Zhao, Ruibai ;
Zhang, Ze ;
Xia, Zhihui ;
Zhai, Jinling ;
Huang, Xi .
ARCHIVES OF VIROLOGY, 2020, 165 (01) :249-252
[29]   Artificial microRNA-mediated resistance to cucumber green mottle mosaic virus in Nicotiana benthamiana [J].
Liang, Chaoqiong ;
Hao, Jianjun ;
Li, Jianqiang ;
Baker, Barbara ;
Luo, Laixin .
PLANTA, 2019, 250 (05) :1591-1601
[30]   ViennaRNA Package 2.0 [J].
Lorenz, Ronny ;
Bernhart, Stephan H. ;
Siederdissen, Christian Hoener Zu ;
Tafer, Hakim ;
Flamm, Christoph ;
Stadler, Peter F. ;
Hofacker, Ivo L. .
ALGORITHMS FOR MOLECULAR BIOLOGY, 2011, 6