| Advantage and limitations of different measures
of gene expression
in microarray data.
Expression
index:
The magnitude of expression of a gene in one biological sample, based
on weighted analysis of the probes for that gene. Expression indices indicate
the amount of gene expression compared to the amount of other genes in
the same sample. They can suggest the likely amount of error (the smaller
the expression index, the greater the noise contribution). In themselves,
expression indices indicate no comparison with other biological samples
or conditions.
Expression
difference:
The expression difference subtracts one expression index of a gene from
one sample from an expression index of the same gene in another sample.
It indicates the quantity of expression difference, but does not indicate
the relative proportions of the two expression levels, which is more likely
to have biological relevance.
Expression
ratio:
The ratio between expression indices for a gene from two biological samples
provides a good measure of possible up- or down-regulation of transcription
between two conditions. It provides no perspective however on the overall
sampling error and the overall level of transcription in the two samples.
Log2(ratio):
The log2 of the expression ratio represents the expression ratio in a
manner such that positive and negative values appear equivalent; that
is, a 1:2 ratio appears equivalent in magnitude to a 2:1 ratio. It still
provides no correction for sample error and for overall transcription
levels.
Centered
log2(ratio)
The centered log2 of the expression ratio provides an expression ratio
normalized to the overall levels of transcription of all genes in two
conditions. This value is commonly presented as the most biologically
relevant. However, it eliminates information about about overall transcription
levels which might be relevant under conditions where a large number of
genes are co-regulated; for example, down-regulation of of the entire
protein synthesis apparatus (typically about 40% of a bacterial cell metabolism).
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