Difference between revisions of "Rank Product analysis"

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=Rank products: a simple, yet powerful, new method to detect differentially regulated genes in replicated microarray experiments=
 
=Rank products: a simple, yet powerful, new method to detect differentially regulated genes in replicated microarray experiments=
  
''Rainer Breitling, Patrick Armengauda, Anna Amtmanna, Pawel Herzykb''
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''Rainer Breitling, Patrick Armengaud, Anna Amtmanna, Pawel Herzykb''
  
 
==Overview==
 
==Overview==
RAnk Product is a non parametric statistical method of analysing microarray data. It assumes that under the null hypothesis, the order of all items is random, and the probability of findng a specific item among the top ''r'' of ''n'' items in a alist is  ''p = r/n''.
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Rank Product is a non parametric statistical method of analysing microarray data. It assumes that under the null hypothesis, the order of all items is random, and the probability of findng a specific item among the top ''r'' of ''n'' items in a list is  ''p = r/n''.
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Multiplying theses probabilities over i replicates leads to the rank product definition;
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<math>\prod_i \over{r_i}{n_i}</math>
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where r<sub>i</sub> is the rank of the item in the i-th list and n<sub>i</sub> is the total number of items in the i-th list.
  
 
=See also=
 
=See also=
 
*[http://www.brc.dcs.gla.ac.uk/~rb106x/publications/RankProducts_FEBS.pdf Publication]
 
*[http://www.brc.dcs.gla.ac.uk/~rb106x/publications/RankProducts_FEBS.pdf Publication]
 
*[http://www.bioconductor.org/packages/1.9/bioc/html/RankProd.html rankProd BioC package]
 
*[http://www.bioconductor.org/packages/1.9/bioc/html/RankProd.html rankProd BioC package]
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*[http://www.bioconductor.org/packages/1.9/bioc/vignettes/RankProd/inst/doc/RankProd.pdf rankProd documentation]

Revision as of 21:10, 5 March 2007

Rank products: a simple, yet powerful, new method to detect differentially regulated genes in replicated microarray experiments

Rainer Breitling, Patrick Armengaud, Anna Amtmanna, Pawel Herzykb

Overview

Rank Product is a non parametric statistical method of analysing microarray data. It assumes that under the null hypothesis, the order of all items is random, and the probability of findng a specific item among the top r of n items in a list is p = r/n.

Multiplying theses probabilities over i replicates leads to the rank product definition;

[math]\prod_i \over{r_i}{n_i}[/math]

where ri is the rank of the item in the i-th list and ni is the total number of items in the i-th list.

See also