[BioC] Determining Synergy in MA expts
Kasper Daniel Hansen
khansen at stat.Berkeley.EDU
Tue Nov 8 21:12:27 CET 2005
As another poster have said: you are looking at interactions.
Basically you have a scale problem here: you have a synergistic
effect on one scale but not on the other. Because log converts
multiplication to addition, a synergistic effect on a log scale is
different than a synergistic effect on the original scale.
From a naive point of view, this is bewildering. You need to be
precise wrt. what you mean by a synergistic effect and then realize
that this definition is not scale independent (however strange that
may seem).
Kasper
On Nov 8, 2005, at 8:55 AM, Lance Palmer wrote:
> I am interested to know how one may determine if two conditions can
> have
> synergistic effects. For example, lets say we expose cells to two
> conditions, X and Y. We have four microarray chips.
>
>
>
> 0 X Y X+Y
>
>
>
> Lets suppose the following raw data
>
>
>
> 8 2046 16 4096
>
>
>
> Log2 of those numbers
>
>
>
> 3 11 4 12
>
>
>
> Log fold change vs no stimuli
>
>
>
> 8 1 9
>
>
>
> Fold change
>
>
>
> 256 2 512
>
>
>
> Raw change
>
>
>
> 2038 8 4088
>
>
>
>
>
>
>
> If you look at the fold change one can say there is no synergistic
> effect
> since the log fold change of 9 can be explained by the 2**8
> increase and the
> 2**1 increase. (or I could say the 512 comes from the 256x
> component and 2x
> component)
>
>
>
> If you look at the raw change, it appears to be synergistic since
> 2038+8<<<4088.
>
>
>
> I am not a mathematician so I don't know which would be the proper
> way to
> look at this. Would an example like this be synergistic. And what
> is the
> best way to approach this.
>
>
>
>
>
>
> [[alternative HTML version deleted]]
>
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