Computational prediction of lncRNA-mRNA interactions by integrating tissue specificity in human transcriptome

被引:42
作者
Iwakiri, Junichi [1 ]
Terai, Goro [2 ]
Hamada, Michiaki [3 ,4 ,5 ,6 ,7 ]
机构
[1] Univ Tokyo, Grad Sch Frontier Sci, 5-1-5 Kashiwanoha, Kashiwa, Chiba 2778562, Japan
[2] INTEC Inc, Kanagawa Ku, 1-1-25 Shin Urashima Cho, Yokohama, Kanagawa 2218520, Japan
[3] Waseda Univ, Fac Sci & Engn, Dept Elect Engn & Biosci, Shinjuku Ku, 55N-06-10,3-4-1 Okubo, Tokyo 1698555, Japan
[4] Natl Inst Adv Ind Sci & Technol, Artificial Intelligence Res Ctr, Koto Ku, 2-41-6 Aomi, Tokyo 1350064, Japan
[5] Waseda Univ, AIST, CBBD OIL, Shinjuku Ku, 3-4-1 Okubo, Tokyo 1698555, Japan
[6] Waseda Univ, Inst Med Oriented Struct Biol, Shinjuku Ku, 2-2 Wakamatsu Cho, Tokyo 1628480, Japan
[7] Nippon Med Sch, Grad Sch Med, Bunkyo Ku, 1-1-5 Sendagi, Tokyo 1138602, Japan
关键词
RNA-RNA interaction; Long non-coding RNA; Tissue specificity; RNA-seq; Computational prediction; LONG NONCODING RNAS; ANNOTATION; LANDSCAPE; GENCODE;
D O I
10.1186/s13062-017-0183-4
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Long noncoding RNAs (lncRNAs) play a key role in normal tissue differentiation and cancer development through their tissue-specific expression in the human transcriptome. Recent investigations of macromolecular interactions have shown that tissue-specific lncRNAs form base-pairing interactions with various mRNAs associated with tissue-differentiation, suggesting that tissue specificity is an important factor controlling human lncRNA-mRNA interactions. Here, we report investigations of the tissue specificities of lncRNAs and mRNAs by using RNA-seq data across various human tissues as well as computational predictions of tissue-specific lncRNA-mRNA interactions inferred by integrating the tissue specificity of lncRNAs and mRNAs into our comprehensive prediction of human lncRNA-RNA interactions. Our predicted lncRNA-mRNA interactions were evaluated by comparisons with experimentally validated lncRNA-mRNA interactions (between the TINCR lncRNA and mRNAs), showing the improvement of prediction accuracy over previous prediction methods that did not account for tissue specificities of lncRNAs and mRNAs. In addition, our predictions suggest that the potential functions of TINCR lncRNA not only for epidermal differentiation but also for esophageal development through lncRNA-mRNA interactions.
引用
收藏
页数:8
相关论文
共 24 条
[1]   lncRNAdb: a reference database for long noncoding RNAs [J].
Amaral, Paulo P. ;
Clark, Michael B. ;
Gascoigne, Dennis K. ;
Dinger, Marcel E. ;
Mattick, John S. .
NUCLEIC ACIDS RESEARCH, 2011, 39 :D146-D151
[2]   The Genotype-Tissue Expression (GTEx) pilot analysis: Multitissue gene regulation in humans [J].
Ardlie, Kristin G. ;
DeLuca, David S. ;
Segre, Ayellet V. ;
Sullivan, Timothy J. ;
Young, Taylor R. ;
Gelfand, Ellen T. ;
Trowbridge, Casandra A. ;
Maller, Julian B. ;
Tukiainen, Taru ;
Lek, Monkol ;
Ward, Lucas D. ;
Kheradpour, Pouya ;
Iriarte, Benjamin ;
Meng, Yan ;
Palmer, Cameron D. ;
Esko, Tonu ;
Winckler, Wendy ;
Hirschhorn, Joel N. ;
Kellis, Manolis ;
MacArthur, Daniel G. ;
Getz, Gad ;
Shabalin, Andrey A. ;
Li, Gen ;
Zhou, Yi-Hui ;
Nobel, Andrew B. ;
Rusyn, Ivan ;
Wright, Fred A. ;
Lappalainen, Tuuli ;
Ferreira, Pedro G. ;
Ongen, Halit ;
Rivas, Manuel A. ;
Battle, Alexis ;
Mostafavi, Sara ;
Monlong, Jean ;
Sammeth, Michael ;
Mele, Marta ;
Reverter, Ferran ;
Goldmann, Jakob M. ;
Koller, Daphne ;
Guigo, Roderic ;
McCarthy, Mark I. ;
Dermitzakis, Emmanouil T. ;
Gamazon, Eric R. ;
Im, Hae Kyung ;
Konkashbaev, Anuar ;
Nicolae, Dan L. ;
Cox, Nancy J. ;
Flutre, Timothee ;
Wen, Xiaoquan ;
Stephens, Matthew .
SCIENCE, 2015, 348 (6235) :648-660
[3]   IntaRNA: efficient prediction of bacterial sRNA targets incorporating target site accessibility and seed regions [J].
Busch, Anke ;
Richter, Andreas S. ;
Backofen, Rolf .
BIOINFORMATICS, 2008, 24 (24) :2849-2856
[4]   Integrative annotation of human large intergenic noncoding RNAs reveals global properties and specific subclasses [J].
Cabili, Moran N. ;
Trapnell, Cole ;
Goff, Loyal ;
Koziol, Magdalena ;
Tazon-Vega, Barbara ;
Regev, Aviv ;
Rinn, John L. .
GENES & DEVELOPMENT, 2011, 25 (18) :1915-1927
[5]   The GENCODE v7 catalog of human long noncoding RNAs: Analysis of their gene structure, evolution, and expression [J].
Derrien, Thomas ;
Johnson, Rory ;
Bussotti, Giovanni ;
Tanzer, Andrea ;
Djebali, Sarah ;
Tilgner, Hagen ;
Guernec, Gregory ;
Martin, David ;
Merkel, Angelika ;
Knowles, David G. ;
Lagarde, Julien ;
Veeravalli, Lavanya ;
Ruan, Xiaoan ;
Ruan, Yijun ;
Lassmann, Timo ;
Carninci, Piero ;
Brown, James B. ;
Lipovich, Leonard ;
Gonzalez, Jose M. ;
Thomas, Mark ;
Davis, Carrie A. ;
Shiekhattar, Ramin ;
Gingeras, Thomas R. ;
Hubbard, Tim J. ;
Notredame, Cedric ;
Harrow, Jennifer ;
Guigo, Roderic .
GENOME RESEARCH, 2012, 22 (09) :1775-1789
[6]   Landscape of transcription in human cells [J].
Djebali, Sarah ;
Davis, Carrie A. ;
Merkel, Angelika ;
Dobin, Alex ;
Lassmann, Timo ;
Mortazavi, Ali ;
Tanzer, Andrea ;
Lagarde, Julien ;
Lin, Wei ;
Schlesinger, Felix ;
Xue, Chenghai ;
Marinov, Georgi K. ;
Khatun, Jainab ;
Williams, Brian A. ;
Zaleski, Chris ;
Rozowsky, Joel ;
Roeder, Maik ;
Kokocinski, Felix ;
Abdelhamid, Rehab F. ;
Alioto, Tyler ;
Antoshechkin, Igor ;
Baer, Michael T. ;
Bar, Nadav S. ;
Batut, Philippe ;
Bell, Kimberly ;
Bell, Ian ;
Chakrabortty, Sudipto ;
Chen, Xian ;
Chrast, Jacqueline ;
Curado, Joao ;
Derrien, Thomas ;
Drenkow, Jorg ;
Dumais, Erica ;
Dumais, Jacqueline ;
Duttagupta, Radha ;
Falconnet, Emilie ;
Fastuca, Meagan ;
Fejes-Toth, Kata ;
Ferreira, Pedro ;
Foissac, Sylvain ;
Fullwood, Melissa J. ;
Gao, Hui ;
Gonzalez, David ;
Gordon, Assaf ;
Gunawardena, Harsha ;
Howald, Cedric ;
Jha, Sonali ;
Johnson, Rory ;
Kapranov, Philipp ;
King, Brandon .
NATURE, 2012, 489 (7414) :101-108
[7]   A new repeat-masking method enables specific detection of homologous sequences [J].
Frith, Martin C. .
NUCLEIC ACIDS RESEARCH, 2011, 39 (04) :e23
[8]   Parameters for accurate genome alignment [J].
Frith, Martin C. ;
Hamada, Michiaki ;
Horton, Paul .
BMC BIOINFORMATICS, 2010, 11
[9]   A census of human RNA-binding proteins [J].
Gerstberger, Stefanie ;
Hafner, Markus ;
Tuschl, Thomas .
NATURE REVIEWS GENETICS, 2014, 15 (12) :829-845
[10]   GENCODE: The reference human genome annotation for The ENCODE Project [J].
Harrow, Jennifer ;
Frankish, Adam ;
Gonzalez, Jose M. ;
Tapanari, Electra ;
Diekhans, Mark ;
Kokocinski, Felix ;
Aken, Bronwen L. ;
Barrell, Daniel ;
Zadissa, Amonida ;
Searle, Stephen ;
Barnes, If ;
Bignell, Alexandra ;
Boychenko, Veronika ;
Hunt, Toby ;
Kay, Mike ;
Mukherjee, Gaurab ;
Rajan, Jeena ;
Despacio-Reyes, Gloria ;
Saunders, Gary ;
Steward, Charles ;
Harte, Rachel ;
Lin, Michael ;
Howald, Cedric ;
Tanzer, Andrea ;
Derrien, Thomas ;
Chrast, Jacqueline ;
Walters, Nathalie ;
Balasubramanian, Suganthi ;
Pei, Baikang ;
Tress, Michael ;
Manuel Rodriguez, Jose ;
Ezkurdia, Iakes ;
van Baren, Jeltje ;
Brent, Michael ;
Haussler, David ;
Kellis, Manolis ;
Valencia, Alfonso ;
Reymond, Alexandre ;
Gerstein, Mark ;
Guigo, Roderic ;
Hubbard, Tim J. .
GENOME RESEARCH, 2012, 22 (09) :1760-1774