A model of ocular dominance column development by competition for trophic factor: Effects of excess trophic factor with monocular deprivation and effects of antagonist of trophic factor
Ae. Harris et al., A model of ocular dominance column development by competition for trophic factor: Effects of excess trophic factor with monocular deprivation and effects of antagonist of trophic factor, J COMPUT N, 8(3), 2000, pp. 227-250
Recent experimental evidence has implicated neurotrophic factors (NTs) in t
he competitive process believed to drive the development of ocular dominanc
e (OD) columns. Application of excess amounts of particular NTs can prevent
the segregation process, suggesting that they could be the substance for w
hich geniculocortical afferents compete during development. We have previou
sly presented a model that accounts for normal OD development as well as th
e prevention of that development with excess NT. The model uses a Hebbian l
earning rule in combination with competition for a limiting supply of corti
cal trophic factor to drive OD segregation, without any weight normalizatio
n procedures.
Subsequent experimental evidence has further suggested that NTs may be caus
ally involved in the competitive process. Application of NT antagonist can
prevent OD columns by causing inputs from both eyes to be eliminated, sugge
sting that NTs may be the substance for which geniculocortical afferents co
mpete. Also, excess NT can mitigate the shift to the open eye normally caus
ed by monocular deprivation (MD). In this article, we show that the current
model can account for these subsequent experiments. We show that deprivati
on of NT causes inputs from both eyes to decay and that excess NT can mitig
ate the shift to the open eye normally seen with MD. We then present predic
tions of the model concerning the effects of NT on the length of the critic
al period during which MD is effective. The model presents a novel mechanis
m for competition between neural populations inspired by particular biologi
cal evidence. It accounts for three specific experimental results, and prov
ides several testable predictions.