Microarray Data Analysis

microRNA (miRNA) microarray normalization is a critical step for the identification of truly differentially expressed miRNAs. This is particularly important when dealing with cancer samples that have a global miRNA decrease. In this chapter, we provide a simple step-by-step procedure that can be used to normalize Affymetrix miRNA microarrays, relying on robust normal-exponential background correction with cyclic loess normalization.

[1]  Wei Liu,et al.  Frequent patterns mining in multiple biological sequences , 2013, Comput. Biol. Medicine.

[2]  Eugene Berezikov,et al.  Evolution of microRNA diversity and regulation in animals , 2011, Nature Reviews Genetics.

[3]  Molly Megraw,et al.  miRGen: a database for the study of animal microRNA genomic organization and function , 2006, Nucleic Acids Res..

[4]  N. Seki,et al.  The MicroRNA Expression Signature of Bladder Cancer by Deep Sequencing: The Functional Significance of the miR-195/497 Cluster , 2014, PloS one.

[5]  T. Tuschl,et al.  New microRNAs from mouse and human. , 2003, RNA.

[6]  林下 陽二 A polycistronic microRNA cluster, miR-17-92, is overexpressed in human lung cancers and enhances cell proliferation , 2006 .

[7]  B. Patterson,et al.  Letter to the editor. , 2018, Journal of professional nursing : official journal of the American Association of Colleges of Nursing.

[8]  A. Carbone,et al.  Large scale chromosomal mapping of human microRNA structural clusters , 2013, Nucleic acids research.

[9]  Arijit Mukhopadhyay,et al.  Genome-wide analysis reveals downregulation of miR-379/miR-656 cluster in human cancers , 2013, Biology Direct.

[10]  D. Bartel MicroRNAs Genomics, Biogenesis, Mechanism, and Function , 2004, Cell.

[11]  Ivo L. Hofacker,et al.  Vienna RNA secondary structure server , 2003, Nucleic Acids Res..

[12]  Diane K. Michelson,et al.  Applied Statistics for Engineers and Scientists , 2001, Technometrics.

[13]  B. Reinhart,et al.  The 21-nucleotide let-7 RNA regulates developmental timing in Caenorhabditis elegans , 2000, Nature.

[14]  Gang Wu,et al.  Integrative Analysis of Transcriptomic and Proteomic Data: Challenges, Solutions and Applications , 2007, Critical reviews in biotechnology.

[15]  C. Croce,et al.  MicroRNA signatures in human cancers , 2006, Nature Reviews Cancer.

[16]  Zohar Yakhini,et al.  Clustering gene expression patterns , 1999, J. Comput. Biol..

[17]  Sung-Chou Li,et al.  Epigenetic regulation of miR‐196b expression in gastric cancer , 2010, Genes, chromosomes & cancer.

[18]  Chun-Nan Hsu,et al.  MetaMirClust: discovery of miRNA cluster patterns using a data-mining approach. , 2012, Genomics.

[19]  Christoph Flamm,et al.  The expansion of the metazoan microRNA repertoire , 2006, BMC Genomics.

[20]  Steven Salzberg,et al.  A probabilistic method for identifying start codons in bacterial genomes , 2001, Bioinform..

[21]  Chun-Nan Hsu,et al.  Identification of homologous microRNAs in 56 animal genomes. , 2010, Genomics.

[22]  Philip S. Yu,et al.  Clustering by pattern similarity in large data sets , 2002, SIGMOD '02.

[23]  Fang Wang,et al.  Human microRNA clusters: genomic organization and expression profile in leukemia cell lines. , 2006, Biochemical and biophysical research communications.

[24]  F. Slack,et al.  Oncomirs — microRNAs with a role in cancer , 2006, Nature Reviews Cancer.

[25]  Rui Zhang,et al.  Diversity and evolution of MicroRNA gene clusters , 2009, Science in China Series C: Life Sciences.

[26]  Wen-Ching Chan,et al.  Aberrant hypermethylation of miR-9 genes in gastric cancer , 2011, Epigenetics.

[27]  A Danchin,et al.  Translation in Bacillus subtilis: roles and trends of initiation and termination, insights from a genome analysis. , 1999, Nucleic acids research.

[28]  V. Ambros The functions of animal microRNAs , 2004, Nature.

[29]  Sung-Chou Li,et al.  Aberrant expression of miR‐196a in gastric cancers and correlation with recurrence , 2012, Genes, chromosomes & cancer.

[30]  Jian Pei,et al.  Mining Frequent Patterns without Candidate Generation: A Frequent-Pattern Tree Approach , 2006, Sixth IEEE International Conference on Data Mining - Workshops (ICDMW'06).

[31]  G. Rubin,et al.  Computational identification of Drosophila microRNA genes , 2003, Genome Biology.

[32]  Lothar Thiele,et al.  A systematic comparison and evaluation of biclustering methods for gene expression data , 2006, Bioinform..

[33]  R. Hengge-aronis,et al.  The cellular concentration of the sigma S subunit of RNA polymerase in Escherichia coli is controlled at the levels of transcription, translation, and protein stability. , 1994, Genes & development.

[34]  Timos K. Sellis,et al.  miRGen 2.0: a database of microRNA genomic information and regulation , 2009, Nucleic Acids Res..

[35]  N. Seki,et al.  Tumor‐suppressive microRNA‐143/145 cluster targets hexokinase‐2 in renal cell carcinoma , 2013, Cancer science.

[36]  V. Ambros,et al.  The C. elegans heterochronic gene lin-4 encodes small RNAs with antisense complementarity to lin-14 , 1993, Cell.

[37]  R. Lyman Ott.,et al.  An introduction to statistical methods and data analysis , 1977 .

[38]  Peter F. Stadler,et al.  Memory Efficient Folding Algorithms for Circular RNA Secondary Structures , 2006, German Conference on Bioinformatics.

[39]  Weiwen Zhang,et al.  Relation between mRNA expression and sequence information in Desulfovibrio vulgaris: combinatorial contributions of upstream regulatory motifs and coding sequence features to variations in mRNA abundance. , 2006, Biochemical and biophysical research communications.

[40]  Lin He,et al.  MicroRNAs: small RNAs with a big role in gene regulation , 2004, Nature reviews genetics.

[41]  Mihaela Zavolan,et al.  Identification of Clustered Micrornas Using an Ab Initio Prediction Method , 2022 .

[42]  Ge Yu,et al.  Maximal Subspace Coregulated Gene Clustering , 2008, IEEE Transactions on Knowledge and Data Engineering.

[43]  Wen-chang Lin,et al.  Advances in molecular biomarkers for gastric cancer: miRNAs as emerging novel cancer markers , 2014, Expert Reviews in Molecular Medicine.

[44]  Sam Griffiths-Jones,et al.  The microRNA Registry , 2004, Nucleic Acids Res..

[45]  P. Romby,et al.  Bacterial translational control at atomic resolution. , 2003, Trends in genetics : TIG.

[46]  Peter F Stadler,et al.  Molecular evolution of a microRNA cluster. , 2004, Journal of molecular biology.

[47]  Sung-Chou Li,et al.  Epigenetic regulation of miR‐34b and miR‐129 expression in gastric cancer , 2011, International journal of cancer.

[48]  Hanah Margalit,et al.  Clustering and conservation patterns of human microRNAs , 2005, Nucleic acids research.

[49]  V. Kim,et al.  MicroRNA maturation: stepwise processing and subcellular localization , 2002, The EMBO journal.