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Using the r package crlmm for genotyping and copy number estimation
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نویسنده
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scharpf r.b. ,irizarry r.a. ,ritchie m.e. ,carvalho b. ,ruczinski i.
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منبع
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journal of statistical software - 2011 - دوره : 40 - - کد همایش: - صفحه:1 -32
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چکیده
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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-speciffc estimates of copy number. this paper illustrates a workow for the estimation of allele-speciffc 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.
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کلیدواژه
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Batch effects; Copy number; High-throughput; Multilevel model; Oligonucleotide array; Robust
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آدرس
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department of oncology,johns hopkins university school of medicine,550 n. broadway,suite 1103,baltimore,md 21218, United States, department of biostatistics,johns hopkins bloomberg school of public health,615 north wolfe street,baltimore md 21218, United States, bioinformatics division,the walter and eliza hall institute of medical research,1g royal parade,parkville,vic 3052, Australia, department of oncology,university of cambridge,cruk cambridge research institute li ka shing centre,robinson way,cambridge cb2 ore, United Kingdom, department of biostatistics,johns hopkins bloomberg school of public health,615 north wolfe street,baltimore md 21218, United States
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Authors
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