The activity of microtubules in cell structure has been of great importance in studying certain diseases and their treatments. For instance, promising anti-cancer drugs block cell division by stabilizing microtubule activity. This work analyzes microtubule activity using statistical techniques that have been developed for "Growth Curve" modeling.