[BioC] reflexion on comparaison of normalization
gregory voisin
voisingreg at yahoo.fr
Mon Nov 1 16:17:37 CET 2004
Hello Bioconductoriens
I begin my studies of analysis of microarray..
I would like to want your opinion on my idea:
To use the better normalization for my design , i practise all the normalization to compare them
1. I looked at the dispersion and position parameter for my no-normalized data: mean, max min, var, skewness, kurtosis: goal: to know the degree of normality for my data(file .cel treated by bioconductor)and after compared this results.
2.I normalize : RMA ,QUANTILE , MAS5.and i calcule the statictic parameters.
My surprise : the different parameters haven' tgot the same scale:
example;
mean for no normalized data
median
96.0
74.0
81.0
81.0
mean for RMA normalized data
mean
5.294393
5.302782
5.296402
5.290933
meanfor quantile normalized data
mean
219.2156
216.6649
218.4102
217.4639
why the difference between this values?
3.I think to verify these differents normalizations with kurtosis ans skewness parameter and a normality test..
what do you think of this??
4. The last question, for this comparaison I use only four controls of my design (four biologicals replicats)... can I think that the best normalization fot these 4 controls is too the best normalization for my global design?
thanks
greg
bioinformaticien
CHUM-montreal
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