Literature DB >> 20502629

Model-Based Background Correction (MBCB): R Methods and GUI for Illumina Bead-array Data.

Jeffrey D Allen1, Min Chen, Yang Xie.   

Abstract

SUMMARY: Illumina BeadArray platform (Illumina Inc.) is playing an increasing role in cancer research. MBCB, an R package designed for use on Illumina Bead-Array data, allows for microarray data to be pre-processed through various model-based statistical methods. These model-based background-correction methods have proven to be a significant improvement over the traditional methods provided by Illumina in their BeadStudio software. MBCB accepts the summarized bead-type data; the data can then be normalized and background-corrected in a statistically-efficient manner. When compared to the popular Robust multi-array (RMA) background correction approach and the default, Illumina-provided background-correction method, MBCB has shown to lead to more precise determination of gene expression and better biological interpretation of Illumina BeadArray data. The software developed will facilitate molecular biomedical - especially cancer - research. AVAILABILITY: This package will soon be available from Bioconductor. Instructions for use are included with the package.

Entities:  

Year:  2009        PMID: 20502629      PMCID: PMC2874975          DOI: 10.4172/1948-5956.1000004

Source DB:  PubMed          Journal:  J Cancer Sci Ther


  3 in total

1.  Statistical methods of background correction for Illumina BeadArray data.

Authors:  Yang Xie; Xinlei Wang; Michael Story
Journal:  Bioinformatics       Date:  2009-02-04       Impact factor: 6.937

2.  Experimental comparison and cross-validation of the Affymetrix and Illumina gene expression analysis platforms.

Authors:  Michael Barnes; Johannes Freudenberg; Susan Thompson; Bruce Aronow; Paul Pavlidis
Journal:  Nucleic Acids Res       Date:  2005-10-19       Impact factor: 16.971

3.  Enhanced identification and biological validation of differential gene expression via Illumina whole-genome expression arrays through the use of the model-based background correction methodology.

Authors:  Liang-Hao Ding; Yang Xie; Seongmi Park; Guanghua Xiao; Michael D Story
Journal:  Nucleic Acids Res       Date:  2008-05-01       Impact factor: 16.971

  3 in total
  12 in total

1.  Probe mapping across multiple microarray platforms.

Authors:  Jeffrey D Allen; Siling Wang; Min Chen; Luc Girard; John D Minna; Yang Xie; Guanghua Xiao
Journal:  Brief Bioinform       Date:  2011-12-23       Impact factor: 11.622

2.  An Exponential-Gamma Convolution Model for Background Correction of Illumina BeadArray Data.

Authors:  Min Chen; Yang Xie; Michael Story
Journal:  Commun Stat Theory Methods       Date:  2011-09-01       Impact factor: 0.893

3.  Deficiency of the Endocytic Protein Hip1 Leads to Decreased Gdpd3 Expression, Low Phosphocholine, and Kypholordosis.

Authors:  Ranjula Wijayatunge; Sam R Holmstrom; Samantha B Foley; Victoria E Mgbemena; Varsha Bhargava; Gerardo Lopez Perez; Kelly McCrum; Theodora S Ross
Journal:  Mol Cell Biol       Date:  2018-11-13       Impact factor: 4.272

4.  Characterization of the transcriptome profiles related to globin gene switching during in vitro erythroid maturation.

Authors:  Biaoru Li; Lianghao Ding; Wei Li; Michael D Story; Betty S Pace
Journal:  BMC Genomics       Date:  2012-04-26       Impact factor: 3.969

5.  BeadArray expression analysis using bioconductor.

Authors:  Matthew E Ritchie; Mark J Dunning; Mike L Smith; Wei Shi; Andy G Lynch
Journal:  PLoS Comput Biol       Date:  2011-12-01       Impact factor: 4.475

6.  Detecting multiple differentially methylated CpG sites and regions related to dimensional psychopathology in youths.

Authors:  Leticia M Spindola; Marcos L Santoro; Pedro M Pan; Vanessa K Ota; Gabriela Xavier; Carolina M Carvalho; Fernanda Talarico; Patrick Sleiman; Michael March; Renata Pellegrino; Elisa Brietzke; Rodrigo Grassi-Oliveira; Jair J Mari; Ary Gadelha; Euripedes C Miguel; Luis A Rohde; Rodrigo A Bressan; Diego R Mazzotti; João R Sato; Giovanni A Salum; Hakon Hakonarson; Sintia I Belangero
Journal:  Clin Epigenetics       Date:  2019-10-21       Impact factor: 6.551

7.  Distinct transcriptome profiles identified in normal human bronchial epithelial cells after exposure to γ-rays and different elemental particles of high Z and energy.

Authors:  Liang-Hao Ding; Seongmi Park; Michael Peyton; Luc Girard; Yang Xie; John D Minna; Michael D Story
Journal:  BMC Genomics       Date:  2013-06-01       Impact factor: 3.969

8.  Epigenomic and transcriptomic signatures of a Klinefelter syndrome (47,XXY) karyotype in the brain.

Authors:  Joana Viana; Ruth Pidsley; Claire Troakes; Helen Spiers; Chloe Cy Wong; Safa Al-Sarraj; Ian Craig; Leonard Schalkwyk; Jonathan Mill
Journal:  Epigenetics       Date:  2014-01-29       Impact factor: 4.528

9.  A genome-scale screen reveals context-dependent ovarian cancer sensitivity to miRNA overexpression.

Authors:  Benjamin B Shields; Chad V Pecot; Hua Gao; Elizabeth McMillan; Malia Potts; Christa Nagel; Scott Purinton; Ying Wang; Cristina Ivan; Hyun Seok Kim; Robert J Borkowski; Shaheen Khan; Cristian Rodriguez-Aguayo; Gabriel Lopez-Berestein; Jayanthi Lea; Adi Gazdar; Keith A Baggerly; Anil K Sood; Michael A White
Journal:  Mol Syst Biol       Date:  2015-12-11       Impact factor: 11.429

10.  Gene expression changes associated with trajectories of psychopathology in a longitudinal cohort of children and adolescents.

Authors:  Vanessa Kiyomi Ota; Marcos Leite Santoro; Leticia Maria Spindola; Pedro Mario Pan; Andressa Simabucuro; Gabriela Xavier; Tamiris Vieira-Fonseca; Evelin Aline Zanardo; Felipe Rodolfo Camargo Dos Santos; Julia Luiza Schäfer; Leslie Domenici Kulikowski; Pedro A F Galante; Paula Fontes Asprino; Elisa Brietzke; Rodrigo Grassi-Oliveira; Luis Augusto Rohde; Euripedes Constantino Miguel; Ary Gadelha; Jair Jesus Mari; Rodrigo Affonseca Bressan; Giovanni Abrahao Salum; Sintia Iole Belangero
Journal:  Transl Psychiatry       Date:  2020-03-17       Impact factor: 6.222

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