J. Beaumont et al., ESTIMATION OF THE STEADY-STATE CHARACTERISTICS OF THE HODGKIN-HUXLEY MODEL FROM VOLTAGE-CLAMP DATA, Mathematical biosciences, 115(2), 1993, pp. 145-186
In a companion paper in this issue we show that all the parameters and
functions of the Hodgkin-Huxley (HH) model can be calculated in a uni
que and optimal manner from voltage-clamp peak current data when the s
teady-state activation (x(infinity)) and inactivation (z(infinity)) ch
aracteristics are known. Assuming that x(infinity) and z(infinity) can
be adequately expressed by a Boltzmann equation with two parameters,
the present paper describes an optimization procedure to estimate thes
e parameters from peak current data without any constraint on the time
constants of activation and inactivation. The required voltage-clamp
data are the peak ionic current value (I(p)) and its time of occurrenc
e (t(p)), as provided by two complementary voltage-clamp protocols inv
olving, in each case, a single fixed value of clamp potential. The per
formance of the procedure was very good with simulated medium- or high
-resolution data as it was then possible to determine with confidence
the degrees of the gating variables. The performance was also very goo
d with low-resolution data, provided that the degrees of the gating va
riables were chosen correctly. Good results were also obtained in the
presence of Gaussian noise. On the other hand, estimates of x(infinity
) and z(infinity) based on normalization of peak current measurements
always give uncertain results that are likely to be incorrect in a num
ber of circumstances. It is concluded that the HH model can be a usefu
l tool for the interpretation of voltage-clamp peak current data when
a reasonable database is available.