Correlation matrix and pca on matrix with NA values
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Daniel Brewer ★ 1.9k
@daniel-brewer-1791
Last seen 9.6 years ago
I have an expression matrix that contains NA values. What is the best way to get: 1) prcomp() (Exits with "Error in svd(x, nu = 0) : infinite or missing values in 'x'") 2) cor() (Exits with "Error in cor(exprs(Sperger)) : missing observations in cov/cor") to work with this type of matrix. Many Thanks Dan -- ************************************************************** Daniel Brewer, Ph.D. Institute of Cancer Research Email: daniel.brewer at icr.ac.uk ************************************************************** The Institute of Cancer Research: Royal Cancer Hospital, a charitable Company Limited by Guarantee, Registered in England under Company No. 534147 with its Registered Office at 123 Old Brompton Road, London SW7 3RP. This e-mail message is confidential and for use by the addre...{{dropped}}
Cancer Cancer • 10k views
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Aedin Culhane ▴ 510
@aedin-culhane-1526
Last seen 4.6 years ago
United States
Hi Dan You could use nipals PCA. NIPALS analysis allows PCA of data sets with missing values. R code is available from http://biom3.univ-lyon1.fr/R/html/additifs.html Aedin
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@james-w-macdonald-5106
Last seen 10 hours ago
United States
Hi Daniel, Daniel Brewer wrote: > I have an expression matrix that contains NA values. What is the best > way to get: > 1) prcomp() (Exits with "Error in svd(x, nu = 0) : infinite or missing > values in 'x'") > 2) cor() (Exits with "Error in cor(exprs(Sperger)) : missing > observations in cov/cor") > to work with this type of matrix. Take a look at the pcaMethods package. Best, Jim > > Many Thanks > > Dan > -- James W. MacDonald, M.S. Biostatistician Affymetrix and cDNA Microarray Core University of Michigan Cancer Center 1500 E. Medical Center Drive 7410 CCGC Ann Arbor MI 48109 734-647-5623 ********************************************************** Electronic Mail is not secure, may not be read every day, and should not be used for urgent or sensitive issues.
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@wolfram-stacklies-2104
Last seen 9.6 years ago
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That works well. Thanks. I am happy to stick with that, but I still do not understand why I get the error message "Error in svd(x, nu = 0) : infinite or missing values in 'x'", because looking at prcomp it should omit those genes that contain NA values when na.action=na.omit. I am interested in sample PCR, so there should be plenty of information left to do this. Any ideas? Dan Wolfram Stacklies wrote: > Hi Daniel, > > I am the maintainer of the pcaMethods package. The package provides several > PCA implementations that can handle missing data, so this should solve your > problem. Maybe you want to have a look at the ppca (probabilistic pca), > from > my experience it produces nice results. > You should take care about the amount of missing data, or or rows / > columns that > contain large numbers of missing values. For these the estimation may not be > very accurate (as there is little information to base the estimate on). > Better remove > them first... > If there are further questions I will be happy to answer them. > There will be a new release of the package coming with the new Bioconductor > release. This version contains many improvements, maybe you want to have > a look. > > Regards, > Wolfram > > > On 4/10/07, *Daniel Brewer* <daniel.brewer at="" icr.ac.uk=""> <mailto:daniel.brewer at="" icr.ac.uk="">> wrote: > > I have an expression matrix that contains NA values. What is the best > way to get: > 1) prcomp() (Exits with "Error in svd(x, nu = 0) : infinite or missing > values in 'x'") > 2) cor() (Exits with "Error in cor(exprs(Sperger)) : missing > observations in cov/cor") > to work with this type of matrix. > > Many Thanks > > Dan -- ************************************************************** Daniel Brewer, Ph.D. Institute of Cancer Research ************************************************************** The Institute of Cancer Research: Royal Cancer Hospital, a charitable Company Limited by Guarantee, Registered in England under Company No. 534147 with its Registered Office at 123 Old Brompton Road, London SW7 3RP. This e-mail message is confidential and for use by the addre...{{dropped}}
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