Proast models

In Proast, a family of (nested) dose-response models are available that can be used for describing the change in any continuous endpoint as a function of dose. The likelihood ratio test is used to select one of the available models (model selection to prevent overparameterization).

  • Model 1: y=a with a>0

  • Model 2: y=aexp(x/b) with a>0

  • Model 3: y=aexp(±(x/b)d) with a>0,b>0,d1

  • Model 4: y=a[c(c1)exp(x/b)] with a>0,b>0,c>0

  • Model 5: y(c1)exp((x/b)d)] with a>0,b>0,c>0,d1

where y is any continuous endpoint and x denotes the dose. In all models parameter a represents the level of the endpoint at dose 0, and b is considered as the parameter reflecting the efficacy of the substance or the sensitivity of the subject. At high doses model 4 and 5 level of to the value ac, so the parameter c can be interpreted as the maximum relative change. Model 3 and 5 have the flexibility to mimic threshold-like responses. All these model are nested to each other, except models 3 and 4, which both have three parameters.

In all models the parameter a is constrained to being positive for obvious reasons (it denotes the value of the endpoint at dose 0). The parameter d is constrained to values larger than (or equal to) 1, to prevent the slope of the function at dose 0 being infinite, which seems biologically implausible. The parameter b is constrained to be positive in all models. Parameter c in models 4 and 5 determines whether the function increases or decreases, by being larger or smaller than unity, respectively. To make model 3 a decreasing function a minus sign has to be inserted in the exponent (Slob (2002), Slob and Setzer (2013)).