Literature DB >> 22523482

Using the R Package crlmm for Genotyping and Copy Number Estimation.

Robert B Scharpf1, Rafael A Irizarry, Matthew E Ritchie, Benilton Carvalho, Ingo Ruczinski.   

Abstract

Genotyping platforms such as Affymetrix can be used to assess genotype-phenotype as well as copy number-phenotype associations at millions of markers. While genotyping algorithms are largely concordant when assessed on HapMap samples, tools to assess copy number changes are more variable and often discordant. One explanation for the discordance is that copy number estimates are susceptible to systematic differences between groups of samples that were processed at different times or by different labs. Analysis algorithms that do not adjust for batch effects are prone to spurious measures of association. The R package crlmm implements a multilevel model that adjusts for batch effects and provides allele-specific estimates of copy number. This paper illustrates a workflow for the estimation of allele-specific copy number and integration of the marker-level estimates with complimentary Bioconductor software for inferring regions of copy number gain or loss. All analyses are performed in the statistical environment R.

Entities:  

Year:  2011        PMID: 22523482      PMCID: PMC3329223     

Source DB:  PubMed          Journal:  J Stat Softw        ISSN: 1548-7660            Impact factor:   6.440


  33 in total

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Journal:  Bioinformatics       Date:  2008-01-18       Impact factor: 6.937

4.  Estimation and assessment of raw copy numbers at the single locus level.

Authors:  H Bengtsson; R Irizarry; B Carvalho; T P Speed
Journal:  Bioinformatics       Date:  2008-01-19       Impact factor: 6.937

5.  Quantifying uncertainty in genotype calls.

Authors:  Benilton S Carvalho; Thomas A Louis; Rafael A Irizarry
Journal:  Bioinformatics       Date:  2009-11-11       Impact factor: 6.937

6.  PennCNV: an integrated hidden Markov model designed for high-resolution copy number variation detection in whole-genome SNP genotyping data.

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Journal:  Genome Res       Date:  2007-10-05       Impact factor: 9.043

7.  R/Bioconductor software for Illumina's Infinium whole-genome genotyping BeadChips.

Authors:  Matthew E Ritchie; Benilton S Carvalho; Kurt N Hetrick; Simon Tavaré; Rafael A Irizarry
Journal:  Bioinformatics       Date:  2009-08-06       Impact factor: 6.937

8.  Estimating genome-wide copy number using allele-specific mixture models.

Authors:  Wenyi Wang; Benilton Carvalho; Nathaniel D Miller; Jonathan Pevsner; Aravinda Chakravarti; Rafael A Irizarry
Journal:  J Comput Biol       Date:  2008-09       Impact factor: 1.479

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Journal:  Nucleic Acids Res       Date:  2007-03-06       Impact factor: 16.971

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