A novel combination of theoretical approaches was exploited to predict
which amino acid residues of various botulinum neurotoxin serotypes p
articipate in forming ion channels. Estimates of sequence hydrophobic
moments were used initially to identify residues within amphipathic re
gions in the N-terminal half of the heavy chain. A neural network algo
rithm was then used to make additional secondary structural prediction
s for these regions. Together, these approaches predicted a compliment
ary pattern of four, adjacent amphipathic, possibly transmembrane, reg
ions that may be separated by solvent-exposed loops, Both the hydropho
bic moment and the neural net analyses predicted that at least one of
these amphipathic segments may be in an extended conformation, These t
heoretical results are discussed in view of our current knowledge of o
ther transmembrane structures.