Environmental Statistics and Optimal Regulation
Figure 2
Cost convexity relative to benefit produces preference for either thresholding or for graded response.
For a benefit function that is linear in nutrient concentration (purple curves in top panel) and a simple polynomial cost function
, concave cost (
, left column) implies an optimal enzyme expression level
of either zero or the maximal enzyme level
(thresholding), whereas convex cost (
, right column) implies an optimal enzyme expression level that varies continuously with the cellular readout (graded response). Top row: costs (green curves) and benefits (purple curves) associated with an enzyme expression level for a given nutrient concentration. Bottom row: optimal regulatory strategy specifying a enzyme expression level for a given cellular readout.