| MadSci Network: Molecular Biology |
I am not entirely certain what you mean by "Why is Log2 a
Measure...?" but I think you are asking why is it used as opposed to some
other form of measuring the differences in a Gene Array.
First some background. Gene arrays are not quantitative. As far as
I know Real Time PCR is the only way to actually quantitate the amount of
mRNA in a cell absolutely in any manner appraoching high throughput. As
for gene arrays, they essentially measure *relative* increases/decreases
in the amount of transcribed message within a cell.
The reason we use a log scale to compare them is for two reasons.
1.) We do not obtain an amount of RNA (Indirectly via cDNA) produced by
any given gene (See above). Therefore, our data has to be expressed in
terms of relative amounts, i.e. Two (2) fold higher in the test sample
over the control. Logs are very good at displaying relativistic data
2.) The range of change in mRNA levels in a cell as a function of gene
expression is on the order of a few fold, so a log2 scale fits nicely
within this range. Although absolute levels of protein produced from any
gene in induced versus uninduced state can span more than 6 orders of
magnitude, the corresponding amount of mRNA needed for this is
considerably less. One of the standards for the veracity of a gene array
is that it is at least two fold above or below background (0). This
corresponds to one Log2 (or 1). What this means is that even if you take
the same sample and run it repeatedly, you will often find variation in
the same sample that ranges between +/- two fold. In modern chip based
array approaches, the stringency for such identifications are getting
better, and lower standards may now be possible, but this does not change
the relative display of the data.
Virtually any arithmatic scale could be employed for gene arrays. By
convention, ease of having the numbers to manipulate, as well as other reasons,
Log2 was chosen. In traditional mRNA quantitation/detection experiments
the levels of mRNA induction were measured by Northern blots and often
expressed in fold difference based on the number of radioactive counts
incorporated into the nascent mRNA. These values are rarely more than 10
fold above baseline, which is consistent with the values we see on gene
arrays. Thank you for your question.
-Matt-
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