Separate Channel Analysis of Two-Color Data
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@gordon-smyth
Last seen 1 hour ago
WEHI, Melbourne, Australia
On Wed, December 13, 2006 5:16 am, Weiyin Zhou wrote: > Dr. Smyth and limma users, > > If I want to do separate channel analysis of two-color Agilent data > file, how can I deal with replicated spots within array? > > According to limma User's Guide, Chapter 9, for doing separate channel > analysis of two-color data, the correlation to be estimated is that > between the two channels for the same spot rather than between > replicated spots. So how can I get one value for the replicated spots > within array? In ratio base, it gets one p value for the replicated > spots by use function duplicateCorrelation and ndups=2. > > I am thinking maybe I should do average of replicated spots within array > first, then do intraspotCorrelation to get estimate the correlation. That's what I would do. > But I don't know what kind of function available for doing it? ?avedups Best wishes Gordon > > > > Could you help me? > Thanks in advance, > > Regards, > > Weiyin Zhou > Statistics and Data Analyst > ExonHit Therapeutics, Inc. > 217 Perry Parkway, Building # 5 > Gaithersburg, MD 20877 > > email: Weiyin.zhou at exonhit-usa.com <mailto:weiyin.zhou at="" exonhit-usa.com=""> > phone: 240.404.0184 > fax: 240.683.7060
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Naomi Altman ★ 6.0k
@naomi-altman-380
Last seen 3.0 years ago
United States
You have to be a bit careful here. Averaging works if all the genes have the same number of replicates. If not, then averaging will violate the variance assumptions, although you might be able to mitigate this by using spot weights. On spotted arrays, one usually does have the same number of replicates, but on Agilent arrays, it is up to the array designer. --Naomi At 04:58 PM 12/12/2006, Gordon K Smyth wrote: >On Wed, December 13, 2006 5:16 am, Weiyin Zhou wrote: > > Dr. Smyth and limma users, > > > > If I want to do separate channel analysis of two-color Agilent data > > file, how can I deal with replicated spots within array? > > > > According to limma User's Guide, Chapter 9, for doing separate channel > > analysis of two-color data, the correlation to be estimated is that > > between the two channels for the same spot rather than between > > replicated spots. So how can I get one value for the replicated spots > > within array? In ratio base, it gets one p value for the replicated > > spots by use function duplicateCorrelation and ndups=2. > > > > I am thinking maybe I should do average of replicated spots within array > > first, then do intraspotCorrelation to get estimate the correlation. > >That's what I would do. > > > But I don't know what kind of function available for doing it? > >?avedups > >Best wishes >Gordon > > > > > > > > > Could you help me? > > Thanks in advance, > > > > Regards, > > > > Weiyin Zhou > > Statistics and Data Analyst > > ExonHit Therapeutics, Inc. > > 217 Perry Parkway, Building # 5 > > Gaithersburg, MD 20877 > > > > email: Weiyin.zhou at exonhit-usa.com <mailto:weiyin.zhou at="" exonhit-usa.com=""> > > phone: 240.404.0184 > > fax: 240.683.7060 > >_______________________________________________ >Bioconductor mailing list >Bioconductor at stat.math.ethz.ch >https://stat.ethz.ch/mailman/listinfo/bioconductor >Search the archives: >http://news.gmane.org/gmane.science.biology.informatics.conductor Naomi S. Altman 814-865-3791 (voice) Associate Professor Dept. of Statistics 814-863-7114 (fax) Penn State University 814-865-1348 (Statistics) University Park, PA 16802-2111
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That's right. The avedups() function in fact assumes the same number of replicates (as for the duplicateCorrelation function). The situation is clouded slightly by missing values,so I recommend that Weiyin pre-process to avoid them. Cheers Gordon At 12:55 PM 13/12/2006, Naomi Altman wrote: >You have to be a bit careful here. Averaging works if all the genes >have the same number of replicates. If not, then averaging will >violate the variance assumptions, although you might be able to >mitigate this by using spot weights. On spotted arrays, one usually >does have the same number of replicates, but on Agilent arrays, it >is up to the array designer. > >--Naomi > >At 04:58 PM 12/12/2006, Gordon K Smyth wrote: >>On Wed, December 13, 2006 5:16 am, Weiyin Zhou wrote: >> > Dr. Smyth and limma users, >> > >> > If I want to do separate channel analysis of two-color Agilent data >> > file, how can I deal with replicated spots within array? >> > >> > According to limma User's Guide, Chapter 9, for doing separate channel >> > analysis of two-color data, the correlation to be estimated is that >> > between the two channels for the same spot rather than between >> > replicated spots. So how can I get one value for the replicated spots >> > within array? In ratio base, it gets one p value for the replicated >> > spots by use function duplicateCorrelation and ndups=2. >> > >> > I am thinking maybe I should do average of replicated spots within array >> > first, then do intraspotCorrelation to get estimate the correlation. >> >>That's what I would do. >> >> > But I don't know what kind of function available for doing it? >> >>?avedups >> >>Best wishes >>Gordon >> >> > >> > >> > >> > Could you help me? >> > Thanks in advance, >> > >> > Regards, >> > >> > Weiyin Zhou >> > Statistics and Data Analyst >> > ExonHit Therapeutics, Inc. >> > 217 Perry Parkway, Building # 5 >> > Gaithersburg, MD 20877 >> > >> > email: Weiyin.zhou at exonhit-usa.com <mailto:weiyin.zhou at="" exonhit-usa.com=""> >> > phone: 240.404.0184 >> > fax: 240.683.7060 >> >>_______________________________________________ >>Bioconductor mailing list >>Bioconductor at stat.math.ethz.ch >>https://stat.ethz.ch/mailman/listinfo/bioconductor >>Search the archives: >>http://news.gmane.org/gmane.science.biology.informatics.conductor > >Naomi S. Altman 814-865-3791 (voice) >Associate Professor >Dept. of Statistics 814-863-7114 (fax) >Penn State University 814-865-1348 (Statistics) >University Park, PA 16802-2111 >
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