[R] modelling 4-parameter curve in R does not match data - how to proceed?

Duncan Murdoch murdoch@dunc@n @end|ng |rom gm@||@com
Wed Mar 17 14:35:53 CET 2021


On 17/03/2021 6:59 a.m., Luigi Marongiu wrote:
> yes, but in `rutledge` I model y as `y = (M / ( 1 + exp(-(x-m)/s)) ) +
> B`, with x being 1:45. Isn't that the equivalent of what I fed Desmos
> with? Tx

No, it's not.

Duncan Murdoch

> 
> On Wed, Mar 17, 2021 at 11:31 AM Duncan Murdoch
> <murdoch.duncan using gmail.com> wrote:
>>
>> On 17/03/2021 5:41 a.m., Luigi Marongiu wrote:
>>> Hello,
>>> I have a dataset from a polymerase chain reaction. I am using the
>>> equation given by Rutledge
>>> (https://pubmed.ncbi.nlm.nih.gov/15601990/) but the profile I get in R
>>> does not match the data. I ran the same thing in Desmos and instead
>>> the profile is correct (attached).
>>> Why do I not get the same matching model as in Desmos? I believe the
>>> formula in R is the same as the one in Desmos, and I am using the same
>>> parameters.
>>> Is there a procedure to debug models?
>>> Thanks
>>>
>>> Here is the code:
>>> ```
>>> high <- c(120.64, 66.14, 34.87, 27.11, 8.87, -5.8, 4.52, -7.16, -17.39,
>>>          -14.29, -20.26, -14.99, -21.05, -20.64, -8.03, -21.56, -1.28, 15.01,
>>>          75.26, 191.76, 455.09, 985.96, 1825.59, 2908.08, 3993.18, 5059.94,
>>>          6071.93, 6986.32, 7796.01, 8502.25, 9111.46, 9638.01, 10077.19,
>>>          10452.02, 10751.81, 11017.49, 11240.37, 11427.47, 11570.07, 11684.96,
>>>          11781.77, 11863.35, 11927.44, 11980.81, 12021.88)
>>> plot(1:45, high, type = "l")
>>> rutledge <- function(p, x) {
>>>     m = p$half_fluorescence
>>>     s = p$slope
>>>     M = p$max_fluorescence
>>>     B = p$back_fluorescence
>>>     y = (M / ( 1 + exp(-(x-m)/s)) ) + B
>>>     return(y)
>>> }
>>> desmos <- rutledge(list(half_fluorescence = 27.1102, slope = 2.76798,
>>>                           max_fluorescence = 11839.8, back_fluorescence
>>> = -138.864) , high)
>>>
>>> points(1:45, desmos, type="l", col="blue")
>>
>>
>> In your calculation of desmos, you are using the Y variable for x in the
>> formula.  Calculate it this way instead:
>>
>> desmos <- rutledge(list(half_fluorescence = 27.1102, slope = 2.76798,
>>                             max_fluorescence = 11839.8, back_fluorescence
>>    = -138.864) , 1:45)
>>
>> Duncan Murdoch
>>
> 
>



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