Identification and Functional Inference for Tumor-Associated Long Non-Coding RNA

Gastric cancer is one of the top leading causes of cancer mortality worldwide especially in China. In recent years, some lncRNAs are discovered to be dysregulated in many cancers. The study on long non-coding RNAs (lncRNAs) relationship with cancers has attracted increasing attention. The molecular mechanism of gastric cancer remains largely unclear factors, especially for lncRNAs. Experiments are feasible to obtain related information, however, experimental identification of cancer-related lncRNAs usually possesses high time complexity and high cost. In this paper, a computational method is proposed to determine the relationship between lncRNA and gastric cancer by reusing the exon-based array of gastric cancer. One specific lncRNAs LINC00365 and its target differentially expressed genes whose products are predicted as blood, urine, or salvia-excretory are identified to be candidates for a combined biomarker for gastric cancer. Further biological function and molecular mechanism of the gastric cancer related lncRNAs and coding gene biomarkers are inferred in terms of multi-source biological knowledge.

[1]  Dahu Wang,et al.  Hsa-miR-21 and Hsa-miR-29 in Tissue as Potential Diagnostic and Prognostic Biomarkers for Gastric Cancer , 2015, Cellular Physiology and Biochemistry.

[2]  Shuang Dong,et al.  HOTAIR is a predictive and prognostic biomarker for patients with advanced gastric adenocarcinoma receiving fluorouracil and platinum combination chemotherapy. , 2015, American journal of translational research.

[3]  David G. Knowles,et al.  The GENCODE v7 catalog of human long noncoding RNAs: Analysis of their gene structure, evolution, and expression , 2012, Genome research.

[4]  Lennart Martens,et al.  An update on LNCipedia: a database for annotated human lncRNA sequences , 2014, Nucleic acids research.

[5]  Roded Sharan,et al.  Associating Genes and Protein Complexes with Disease via Network Propagation , 2010, PLoS Comput. Biol..

[6]  Ming Sun,et al.  Long noncoding RNA ANRIL indicates a poor prognosis of gastric cancer and promotes tumor growth by epigenetically silencing of miR-99a/miR-449a , 2014, Oncotarget.

[7]  Zhongming Zhao,et al.  TSGene: a web resource for tumor suppressor genes , 2012, Nucleic Acids Res..

[8]  Xing Chen,et al.  LncRNADisease: a database for long-non-coding RNA-associated diseases , 2012, Nucleic Acids Res..

[9]  Shizuka Uchida,et al.  Noncoder: a web interface for exon array-based detection of long non-coding RNAs , 2012, Nucleic acids research.

[10]  Svetlana A. Shabalina,et al.  Negative Correlation between Expression Level and Evolutionary Rate of Long Intergenic Noncoding RNAs , 2011, Genome biology and evolution.

[11]  Paramita Mandal,et al.  Bridging Links between Long Noncoding RNA HOTAIR and HPV Oncoprotein E7 in Cervical Cancer Pathogenesis , 2015, Scientific Reports.

[12]  Athanasios Fevgas,et al.  DIANA-TarBase v7.0: indexing more than half a million experimentally supported miRNA:mRNA interactions , 2014, Nucleic Acids Res..

[13]  Crispin J. Miller,et al.  Cell Culture , 2010, Cell.

[14]  Z. Xuan,et al.  Long Non-Coding RNAs and Complex Human Diseases , 2013, International journal of molecular sciences.

[15]  Y. Benjamini,et al.  Controlling the false discovery rate: a practical and powerful approach to multiple testing , 1995 .

[16]  M. Esteller Non-coding RNAs in human disease , 2011, Nature Reviews Genetics.

[17]  E. Birney,et al.  Reactome: a knowledgebase of biological pathways , 2004, Nucleic Acids Research.

[18]  Xing Chen,et al.  Long non-coding RNAs and complex diseases: from experimental results to computational models , 2016, Briefings Bioinform..

[19]  Peng Wang,et al.  Lnc2Cancer: a manually curated database of experimentally supported lncRNAs associated with various human cancers , 2015, Nucleic Acids Res..

[20]  Bronwen L. Aken,et al.  GENCODE: The reference human genome annotation for The ENCODE Project , 2012, Genome research.

[21]  W. Isaacs,et al.  DD3: a new prostate-specific gene, highly overexpressed in prostate cancer. , 1999, Cancer research.

[22]  Ying Xu,et al.  Computational prediction of human proteins that can be secreted into the bloodstream , 2008, Bioinform..

[23]  I. Kurochkin,et al.  Long noncoding RNAs: a potential novel class of cancer biomarkers , 2015, Front. Genet..

[24]  Hsien-Da Huang,et al.  miRTarBase update 2014: an information resource for experimentally validated miRNA-target interactions , 2013, Nucleic Acids Res..

[25]  Maciej Szymanski,et al.  Noncoding RNAs database (ncRNAdb) , 2006, Nucleic Acids Res..

[26]  J. Rinn,et al.  A Large Intergenic Noncoding RNA Induced by p53 Mediates Global Gene Repression in the p53 Response , 2010, Cell.

[27]  A. Jemal,et al.  Cancer statistics, 2014 , 2014, CA: a cancer journal for clinicians.

[28]  Wei-Min Liu,et al.  Analysis of high density expression microarrays with signed-rank call algorithms , 2002, Bioinform..

[29]  Jinneng Cao,et al.  The functional role of long non-coding RNAs and epigenetics , 2014, Biological Procedures Online.

[30]  Celine S. Hong,et al.  A Computational Method for Prediction of Excretory Proteins and Application to Identification of Gastric Cancer Markers in Urine , 2011, PloS one.

[31]  J. Mattick,et al.  Long Noncoding RNAs in Cardiac Development and Pathophysiology , 2012, Circulation research.

[32]  A. Chinnaiyan,et al.  The emergence of lncRNAs in cancer biology. , 2011, Cancer discovery.

[33]  Marcel E. Dinger,et al.  lncRNAdb v2.0: expanding the reference database for functional long noncoding RNAs , 2014, Nucleic Acids Res..

[34]  Russ B. Altman,et al.  Missing value estimation methods for DNA microarrays , 2001, Bioinform..

[35]  L. Kiemeney,et al.  DD3(PCA3), a very sensitive and specific marker to detect prostate tumors. , 2002, Cancer research.

[36]  M. Roizen,et al.  Hallmarks of Cancer: The Next Generation , 2012 .

[37]  S. Sunkin,et al.  Specific expression of long noncoding RNAs in the mouse brain , 2008, Proceedings of the National Academy of Sciences.

[38]  Changning Liu,et al.  ncFANs: a web server for functional annotation of long non-coding RNAs , 2011, Nucleic Acids Res..

[39]  Javier De Las Rivas,et al.  GATExplorer: Genomic and Transcriptomic Explorer; mapping expression probes to gene loci, transcripts, exons and ncRNAs , 2010, BMC Bioinformatics.

[40]  M. Karin,et al.  A large noncoding RNA is a marker for murine hepatocellular carcinomas and a spectrum of human carcinomas , 2007, Oncogene.

[41]  C. Croce Oncogenes and cancer. , 2008, The New England journal of medicine.

[42]  Yanchun Liang,et al.  Computational Prediction of Human Salivary Proteins from Blood Circulation and Application to Diagnostic Biomarker Identification , 2013, PloS one.

[43]  Zhenqing Li,et al.  Elevated RNA expression of long non-coding HOTAIR promotes cell proliferation and predicts a poor prognosis in patients with diffuse large B cell lymphoma , 2016, Molecular medicine reports.

[44]  Xuegong Zhang,et al.  Computational prediction of associations between long non-coding RNAs and proteins , 2013, BMC Genomics.

[45]  A. Feinberg,et al.  Epigenetic silencing of tumour suppressor gene p15 by its antisense RNA , 2008, Nature.

[46]  Hui Zhao,et al.  Long non-coding RNAs: potential new biomarkers for predicting tumor invasion and metastasis , 2016, Molecular Cancer.

[47]  Deeksha Bhartiya,et al.  Conceptual approaches for lncRNA drug discovery and future strategies , 2012, Expert opinion on drug discovery.

[48]  Howard Y. Chang,et al.  Molecular mechanisms of long noncoding RNAs. , 2011, Molecular cell.

[49]  Y. Yang,et al.  MicroRNA-92b promotes hepatocellular carcinoma progression by targeting Smad7 and is mediated by long non-coding RNA XIST , 2016, Cell Death and Disease.

[50]  Pablo Tamayo,et al.  Gene set enrichment analysis: A knowledge-based approach for interpreting genome-wide expression profiles , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[51]  Jiancheng Luo,et al.  Comprehensive characterization of cancer subtype associated long non-coding RNAs and their clinical implications , 2014, Scientific Reports.

[52]  J. Vandesompele,et al.  An update on LNCipedia: a database for annotated human lncRNA sequences , 2015, Nucleic Acids Res..

[53]  Tongbin Li,et al.  miRecords: an integrated resource for microRNA–target interactions , 2008, Nucleic Acids Res..

[54]  中尾 光輝,et al.  KEGG(Kyoto Encyclopedia of Genes and Genomes)〔和文〕 (特集 ゲノム医学の現在と未来--基礎と臨床) -- (データベース) , 2000 .