I am having a problem correctly defining factor variables in a nonlinear model using menl.
In a bioassay study I have four treatment groups denoted by A, B, C, D with 10 animals in each groups( Id =A1,A2,.., B1, B2,..... D10). We recorded muscle contraction (y) at different concentrations (conc). The concentration - contraction curve can be described with a function in the following form y = (Bm * Conc)/(Kd+Conc). I think the treatment will change KD and I would like to get separate Kd estimates for each treatment group ( That is just want fixed Kd estimates for each group) .
Here is a snapshot of my data:
Code:
* Example generated by -dataex-. To install: ssc install dataex clear input int conc float y long(Id Group) 1 -2.75 1 1 10 27.33 1 1 100 89.77 1 1 100 90.64 1 1 1000 91.75 1 1 1000 87.74 1 1 1 -2.26 2 1 1 -2.79 2 1 1 -.34 2 1 1 2.27 2 1 10 41.73 2 1 10 76.82 2 1 10 21.64 2 1 10 27.1 2 1 100 89.38 2 1 100 95.87 2 1 100 97.57 2 1 100 79.16 2 1 1000 96.6 2 1 1000 83.13 2 1 1000 93.21 2 1 1000 78.69 2 1 1 -1.33 3 2 10 16.63 3 2 10 29.54 3 2 10 6.95 3 2 100 81.19 3 2 1 -1.69 4 3 1 -4.43 4 3 10 1.8 4 3 10 1.62 4 3 10 3.91 4 3 100 96.91 4 3 100 97.88 4 3 100 98.28 4 3 1000 98.14 4 3 1000 99.58 4 3 1000 98.45 4 3 1 -.99 5 4 1 -.82 5 4 1 .25 5 4 1 -.77 5 4 10 -.41 5 4 10 1.11 5 4 10 -.13 5 4 10 -.64 5 4 100 94.26 5 4 100 95.38 5 4 100 89.34 5 4 100 75.41 5 4 1000 95.31 5 4 1000 79.85 5 4 1000 97.57 5 4 1000 97.85 5 4 end label values Id Id label def Id 1 "A1", modify label def Id 2 "A10", modify label def Id 3 "B10", modify label def Id 4 "C4", modify label def Id 5 "D3", modify label values Group Group label def Group 1 "A", modify label def Group 2 "B", modify label def Group 3 "C", modify label def Group 4 "D", modify
I try to get these estimates with menl:
Code:
menl y = (({b0}+{U0[Id]})*conc)/(({b1}+ i.Group+ {U1[Id]})+conc)
This is strange because this simple test code provided the expected output.
Code:
regress y i.Group ------------------------------------------------------------------------------ y | Coef. Std. Err. t P>|t| [95% Conf. Interval] -------------+---------------------------------------------------------------- Group | B | -30.77945 21.90323 -1.41 0.166 -74.77339 13.21449 C | -3.698182 16.32571 -0.23 0.822 -36.48933 29.09296 D | -12.21483 14.5259 -0.84 0.404 -41.39097 16.96131 | _cons | 57.37545 9.425651 6.09 0.000 38.44348 76.30743 ------------------------------------------------------------------------------
I am using Stata 15.1.
I would be very grateful if somebody could fix my code.
Kind regards,
Laszlo
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