Neurotrophic factors, particularly the neurotrophin gene family of neu
rotrophic factors, are implicated in activity-dependent anatomical pla
sticity in the visual cortex and at the neuromuscular junction. Accumu
lating evidence implicates neurotrophic factors as possible mediators
of activity-dependent competition between afferents, leading to the se
gregation of afferents' arbors on the target space. We present a biolo
gically plausible mathematical model of competition for neurotrophic f
actors. We show that the model leads to anatomical segregation, provid
ed that the levels of neurotrophic factors released in an activity-ind
ependent manner, or the levels available by exogenous infusion, are be
low a critical value, which we derive. Above this critical value, affe
rent segregation breaks down. We also show that the model segregates a
fferents even in the presence of very highly correlated patterns of af
ferent activity. The model is therefore ideally suited for application
to the development of ocular dominance columns in the kitten visual c
ortex.