Identification and analysis of novel microRNAs from fragile sites of human cervical cancer: Computational and experimental approach

被引:16
|
作者
Reshmi, G. [1 ]
Chandra, S. S. Vinod [2 ]
Babu, V. Janki Mohan [1 ]
Babu, P. S. Saneesh [1 ]
Santhi, W. S. [1 ]
Ramachandran, Surya [1 ]
Lakshmi, S. [3 ]
Nair, Achuthsankar S. [4 ]
Pillai, M. Radhakrishna [1 ]
机构
[1] Rajiv Gandhi Ctr Biotechnol, Integrated Canc Res Program, Thiruvananthapuram 695014, Kerala, India
[2] Coll Engn, Dept Comp Applicat, Thiruvananthapuram 695016, Kerala, India
[3] Reg Canc Ctr, Div Mol Med Drug Dev & Chemoinforrnat, Thiruvananthapuram 695011, Kerala, India
[4] Univ Kerala, Ctr Bioinformat, Thiruvananthapuram 695581, Kerala, India
关键词
Artificial neural network; Hidden Markov model; MicroRNAs; Fragile sites; Quantitative real-time PCR; RNA SECONDARY STRUCTURE; PREDICTION; GENES; SEQUENCES;
D O I
10.1016/j.ygeno.2011.02.010
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Accurate identification of mature miRNAs is an important requirement for exploring the post-transcriptional regulatory mechanism of organisms. In this work we present a novel computational tool 'Mpred' which first identifies pre-miRNAs and then predicts its mature miRNAs. We first use our method to learn with high accuracy characteristic features of human miRNA precursors from miRbase registry and then apply to sequences from fragile site regions related to cervical cancer in search of novel miRNA genes. The study identified 13 putative miRNA-like sequences and most of them were not related to each other and do not share homology with annotated sequences. Finally, four of the top scoring predictions were verified experimentally using quantitative RT-PCR validation. Expression profile studies revealed that four novel miRs were present in cervical tissues and these data compiled here provide a regulatory framework of miRNA genes that may have roles in tumorigenesis. (C) 2011 Elsevier Inc. All rights reserved.
引用
收藏
页码:333 / 340
页数:8
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