Jp. Changeux et S. Dehaene, HIERARCHICAL NEURONAL MODELING OF COGNITIVE FUNCTIONS - FROM SYNAPTICTRANSMISSION TO THE TOWER-OF-LONDON, Comptes rendus de l'Academie des sciences. Serie 3, Sciences de la vie, 321(2-3), 1998, pp. 241-247
Recent progress in the molecular biology of synaptic transmission, in
particular of neurotransmitter receptors, offers novel information rel
evant to 'realistic' modeling of neural processes at the single cell a
nd network level. Sophisticated computer analyses of 2D crystals by hi
gh resolution electron microscopy yield images of single neurotransmit
ter receptor molecules with tentative identifications of ligand bindin
g sites and of conformational transitions. The dynamics of conformatio
nal changes can be accounted for by a 'multistate allosteric network'
model. Allosteric receptors also possess the structural and functional
properties required to serve as coincidence detectors between pre-and
post-synaptic signals and, therefore, can be used as building blocks
for a chemical Hebb synapse. These properties were introduced into net
works of formal neurons capable of producing and detecting temporal se
quences. In more elaborate models of pre-frontal cortex functions, all
osteric receptors control the selection of transient 'pre-representati
ons' and their stabilization by external or internal reward signals. W
e apply this scheme to Shallice's Tower of London test, and we show ho
w a hierarchical neuronal architecture can implement executive or plan
ning functions associated with frontal areas. ((C) Academie des scienc
es/Elsevier, Paris.)