MiR&moRe2: A Bioinformatics Tool to Characterize microRNAs and microRNA-Offset RNAs from Small RNA-Seq Data

被引:12
作者
Gaffo, Enrico [1 ]
Bortolomeazzi, Michele [1 ]
Bisognin, Andrea [1 ]
Di Battista, Piero [2 ,3 ]
Lovisa, Federica [2 ,3 ]
Mussolin, Lara [2 ,3 ]
Bortoluzzi, Stefania [1 ,4 ]
机构
[1] Univ Padua, Dept Mol Med, I-35121 Padua, Italy
[2] Univ Padua, Div Pediat Hematol, Dept Womens & Childrens Hlth, I-35128 Padua, Italy
[3] Ist Ric Pediat Citta Speranza, I-35127 Padua, Italy
[4] Univ Padua, Interdept Res Ctr Innovat Biotechnol CRIBI, I-35131 Padua, Italy
关键词
miRNAs; moRNAs; isomiRs; isomoRs; small RNA prediction; bioinformatics; non-coding RNAs; DISCOVERY; MIRNAS;
D O I
10.3390/ijms21051754
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
MicroRNA-offset RNAs (moRNAs) are microRNA-like small RNAs generated by microRNA precursors. To date, little is known about moRNAs and bioinformatics tools to inspect their expression are still missing. We developed miR&moRe2, the first bioinformatics method to consistently characterize microRNAs, moRNAs, and their isoforms from small RNA sequencing data. To illustrate miR&moRe2 discovery power, we applied it to several published datasets. MoRNAs identified by miR&moRe2 were in agreement with previous research findings. Moreover, we observed that moRNAs and new microRNAs predicted by miR&moRe2 were downregulated upon the silencing of the microRNA-biogenesis pathway. Further, in a sizeable dataset of human blood cell populations, tens of novel miRNAs and moRNAs were discovered, some of them with significantly varied expression levels among the cell types. Results demonstrate that miR&moRe2 is a valid tool for a comprehensive study of small RNAs generated from microRNA precursors and could help to investigate their biogenesis and function.
引用
收藏
页数:14
相关论文
共 53 条
[1]   Expanding the repertoire of miRNAs and miRNA-offset RNAs expressed in multiple myeloma by small RNA deep sequencing [J].
Agnelli, Luca ;
Bisognin, Andrea ;
Todoerti, Katia ;
Manzoni, Martina ;
Taiana, Elisa ;
Galletti, Serena ;
Cutrona, Giovanna ;
Gaffo, Enrico ;
Bortoluzzi, Stefania ;
Neri, Antonino .
BLOOD CANCER JOURNAL, 2019, 9 (3)
[2]   HTSeq-a Python']Python framework to work with high-throughput sequencing data [J].
Anders, Simon ;
Pyl, Paul Theodor ;
Huber, Wolfgang .
BIOINFORMATICS, 2015, 31 (02) :166-169
[3]   Selective MicroRNA-Offset RNA Expression in Human Embryonic Stem Cells [J].
Asikainen, Suvi ;
Heikkinen, Liisa ;
Juhila, Juuso ;
Holm, Frida ;
Weltner, Jere ;
Trokovic, Ras ;
Mikkola, Milla ;
Toivonen, Sanna ;
Balboa, Diego ;
Lampela, Riina ;
Icay, Katherine ;
Tuuri, Timo ;
Otonkoski, Timo ;
Wong, Garry ;
Hovatta, Outi .
PLOS ONE, 2015, 10 (03)
[4]   MicroRNAs: Genomics, biogenesis, mechanism, and function (Reprinted from Cell, vol 116, pg 281-297, 2004) [J].
Bartel, David P. .
CELL, 2007, 131 (04) :11-29
[5]   Deep annotation of Drosophila melanogaster microRNAs yields insights into their processing, modification, and emergence [J].
Berezikov, Eugene ;
Robine, Nicolas ;
Samsonova, Anastasia ;
Westholm, Jakub O. ;
Naqvi, Ammar ;
Hung, Jui-Hung ;
Okamura, Katsutomo ;
Dai, Qi ;
Bortolamiol-Becet, Diane ;
Martin, Raquel ;
Zhao, Yongjun ;
Zamore, Phillip D. ;
Hannon, Gregory J. ;
Marra, Marco A. ;
Weng, Zhiping ;
Perrimon, Norbert ;
Lai, Eric C. .
GENOME RESEARCH, 2011, 21 (02) :203-215
[6]   IsomiRs: Expanding the miRNA repression toolbox beyond the seed [J].
Bofill-De Ros, Xavier ;
Yang, Acong ;
Gu, Shuo .
BIOCHIMICA ET BIOPHYSICA ACTA-GENE REGULATORY MECHANISMS, 2020, 1863 (04)
[7]   A survey of software tools for microRNA discovery and characterization using RNA-seq [J].
Bortolomeazzi, Michele ;
Gaffo, Enrico ;
Bortoluzzi, Stefania .
BRIEFINGS IN BIOINFORMATICS, 2019, 20 (03) :918-930
[8]   Characterization and discovery of novel miRNAs and moRNAs in JAK2V617F-mutated SET2 cells [J].
Bortoluzzi, Stefania ;
Bisognin, Andrea ;
Biasiolo, Marta ;
Guglielmelli, Paola ;
Biamonte, Flavia ;
Norfo, Ruggiero ;
Manfredini, Rossella ;
Vannucchi, Alessandro M. .
BLOOD, 2012, 119 (13) :E120-E130
[9]   pre-miRNA profiles obtained through application of locked nucleic acids and deep sequencing reveals complex 5'/3' arm variation including concomitant cleavage and polyuridylation patterns [J].
Burroughs, A. Maxwell ;
Kawano, Mitsuoki ;
Ando, Yoshinari ;
Daub, Carsten O. ;
Hayashizaki, Yoshihide .
NUCLEIC ACIDS RESEARCH, 2012, 40 (04) :1424-+
[10]   A comprehensive survey of 3′ animal miRNA modification events and a possible role for 3′ adenylation in modulating miRNA targeting effectiveness [J].
Burroughs, A. Maxwell ;
Ando, Yoshinari ;
de Hoon, Michiel J. L. ;
Tomaru, Yasuhiro ;
Nishibu, Takahiro ;
Ukekawa, Ryo ;
Funakoshi, Taku ;
Kurokawa, Tsutomu ;
Suzuki, Harukazu ;
Hayashizaki, Yoshihide ;
Daub, Carsten O. .
GENOME RESEARCH, 2010, 20 (10) :1398-1410