[R] Fitting a logistic regression
Dani Valverde
daniel.valverde at uab.cat
Thu Aug 20 10:25:12 CEST 2009
Thank you very much, Jun. This is what I was looking for.
Best!
Dani
On Wed, 2009-08-19 at 09:52 -0500, Jun Shen wrote:
> I would suggest a model with a baseline level, something like
>
> nls(AMP~E0+(Emax-E0)*Time**gamma/(EC50**gamma+Time**gamma),data=your
> data,
> start=list(EC50=50,gamma=2,E0=0.2,Emax=1.2))->mod.test
>
> AIC(mod.test) does improve. Hope this helps.
>
> Jun
>
> On Wed, Aug 19, 2009 at 5:04 AM, Dani Valverde
> <daniel.valverde at uab.cat> wrote:
> Hello,
> I have this data:
> Time AMP
> 0 0.2000000
> 10 0.1958350
> 20 0.2914560
> 40 0.6763628
> 60 0.8494534
> 90 0.9874526
> 120 1.0477692
>
> where AMP is the concentration of this metabolite with time.
> If you plot
> the data, you can see that it could be fitted using a logistic
> regression. For this purpose, I used this code:
>
> AMP.nls <- nls(AMP~SSlogis(Time,Asym, xmid, scal), data =
> concentrations,model=T)
>
> When plotting the fitted function, it seems that it fits quite
> well at
> the end of the time. However, at the beginning it seems that
> the fit is
> not so good. How can I achieve a better fit? Forgive me if it
> is a
> stupid question, but I am just starting with non linear
> regression.
> Thank you,
>
> Dani
> --
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>
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>
> --
> Jun Shen PhD
> PK/PD Scientist
> BioPharma Services
> Millipore Corporation
> 15 Research Park Dr.
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> Direct: 636-720-1589
>
--
Daniel Valverde Saubí
Grup de Biologia Molecular de Llevats
Facultat de Veterinària de la Universitat Autònoma de Barcelona
Edifici V, Campus UAB
08193 Cerdanyola del Vallès- SPAIN
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