Creating 2 Gaussian Probability Density Function
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viritha kaza ▴ 580
@viritha-kaza-4318
Last seen 10.3 years ago
Hi Group, I have GCRMA normalised Affymetrix dataset.With this I wanted to find present and absent probes using Gaussian mixture model,by creating 2 Gaussian probability density function,one for present and the other for absent.The probes whose average intensity across all the samples, larger than threshold value where the 2 gaussian PDFs meet is to be considered as present. To do the analysis I was suggested to use Mclust package. But could anyone suggest some fuctions in the package that would be useful in this task on which I could focus on. Thanks, Viritha [[alternative HTML version deleted]]
gcrma gcrma • 1.0k views
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@matthew-mccall-4459
Last seen 5.6 years ago
United States
Viritha, For present/absent calls on Affy arrays, you might want to look into the barcode function in the frma package. This does something similar to what you want to do but uses a huge database of arrays to estimate the mixture distribution ahead of time. Best, Matt On Wed, Apr 13, 2011 at 3:50 PM, viritha kaza <viritha.k at="" gmail.com=""> wrote: > Hi Group, > I have GCRMA normalised Affymetrix dataset.With this I wanted to find > present and absent probes using Gaussian mixture model,by creating 2 > Gaussian probability density function,one for present and the other for > absent.The probes whose average intensity across all the samples, larger > than threshold value where the 2 gaussian PDFs meet is to be considered as > present. > To do the analysis I was suggested to use Mclust package. But could anyone > suggest some fuctions in the package that would be useful in this task on > which I could focus on. > Thanks, > Viritha > > ? ? ? ?[[alternative HTML version deleted]] > > _______________________________________________ > Bioconductor mailing list > Bioconductor at r-project.org > https://stat.ethz.ch/mailman/listinfo/bioconductor > Search the archives: http://news.gmane.org/gmane.science.biology.informatics.conductor > -- Matthew N McCall, PhD 112 Arvine Heights Rochester, NY 14611 Cell: 202-222-5880
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what he said. now it's a Bayesian mixture model. ;-) On Wed, Apr 13, 2011 at 1:28 PM, Matthew McCall <mccallm@gmail.com> wrote: > Viritha, > > For present/absent calls on Affy arrays, you might want to look into > the barcode function in the frma package. This does something similar > to what you want to do but uses a huge database of arrays to estimate > the mixture distribution ahead of time. > > Best, > Matt > > On Wed, Apr 13, 2011 at 3:50 PM, viritha kaza <viritha.k@gmail.com> wrote: > > Hi Group, > > I have GCRMA normalised Affymetrix dataset.With this I wanted to find > > present and absent probes using Gaussian mixture model,by creating 2 > > Gaussian probability density function,one for present and the other for > > absent.The probes whose average intensity across all the samples, larger > > than threshold value where the 2 gaussian PDFs meet is to be considered > as > > present. > > To do the analysis I was suggested to use Mclust package. But could > anyone > > suggest some fuctions in the package that would be useful in this task on > > which I could focus on. > > Thanks, > > Viritha > > > > [[alternative HTML version deleted]] > > > > _______________________________________________ > > Bioconductor mailing list > > Bioconductor@r-project.org > > https://stat.ethz.ch/mailman/listinfo/bioconductor > > Search the archives: > http://news.gmane.org/gmane.science.biology.informatics.conductor > > > > > > -- > Matthew N McCall, PhD > 112 Arvine Heights > Rochester, NY 14611 > Cell: 202-222-5880 > > _______________________________________________ > Bioconductor mailing list > Bioconductor@r-project.org > https://stat.ethz.ch/mailman/listinfo/bioconductor > Search the archives: > http://news.gmane.org/gmane.science.biology.informatics.conductor > -- If people do not believe that mathematics is simple, it is only because they do not realize how complicated life is. John von Neumann<http: www-groups.dcs.st-="" and.ac.uk="" ~history="" biographies="" von_neumann.html=""> [[alternative HTML version deleted]]
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Hi Tim, Yes your right I need to fit binary model one for present and the other for absent. I have a dataset of 11 disease state arrays and 6 control arrays.This is an affymetrix HG-U133 plus 2 which has 54675 probes.So from this I should get the present probes with the average intensity across all the samples which are above the threshold of where these 2 Gaussian PDF's. I am not a biostatistician, so could you give me the rough code or place where I can easily correlate with my data and fit accordingly to my data. Thanks, Viritha On Wed, Apr 13, 2011 at 4:31 PM, Tim Triche, Jr. <tim.triche@gmail.com>wrote: > what he said. now it's a Bayesian mixture model. ;-) > > > On Wed, Apr 13, 2011 at 1:28 PM, Matthew McCall <mccallm@gmail.com> wrote: > >> Viritha, >> >> For present/absent calls on Affy arrays, you might want to look into >> the barcode function in the frma package. This does something similar >> to what you want to do but uses a huge database of arrays to estimate >> the mixture distribution ahead of time. >> >> Best, >> Matt >> >> On Wed, Apr 13, 2011 at 3:50 PM, viritha kaza <viritha.k@gmail.com> >> wrote: >> > Hi Group, >> > I have GCRMA normalised Affymetrix dataset.With this I wanted to find >> > present and absent probes using Gaussian mixture model,by creating 2 >> > Gaussian probability density function,one for present and the other for >> > absent.The probes whose average intensity across all the samples, larger >> > than threshold value where the 2 gaussian PDFs meet is to be considered >> as >> > present. >> > To do the analysis I was suggested to use Mclust package. But could >> anyone >> > suggest some fuctions in the package that would be useful in this task >> on >> > which I could focus on. >> > Thanks, >> > Viritha >> > >> > [[alternative HTML version deleted]] >> > >> > _______________________________________________ >> > Bioconductor mailing list >> > Bioconductor@r-project.org >> > https://stat.ethz.ch/mailman/listinfo/bioconductor >> > Search the archives: >> http://news.gmane.org/gmane.science.biology.informatics.conductor >> > >> >> >> >> -- >> Matthew N McCall, PhD >> 112 Arvine Heights >> Rochester, NY 14611 >> Cell: 202-222-5880 >> >> _______________________________________________ >> Bioconductor mailing list >> Bioconductor@r-project.org >> https://stat.ethz.ch/mailman/listinfo/bioconductor >> Search the archives: >> http://news.gmane.org/gmane.science.biology.informatics.conductor >> > > > > -- > If people do not believe that mathematics is simple, it is only because > they do not realize how complicated life is. > John von Neumann<http: www-groups.dcs.st-="" and.ac.uk="" ~history="" biographies="" von_neumann.html=""> > > [[alternative HTML version deleted]]
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