Cth. Baker et al., MODELING AND ANALYSIS OF TIME-LAGS IN SOME BASIC PATTERNS OF CELL-PROLIFERATION, Journal of mathematical biology, 37(4), 1998, pp. 341-371
In this paper, we present a systematic approach for obtaining qualitat
ively and quantitatively correct mathematical models of some biologica
l phenomena with time-lags. Features of our approach are the developme
nt of a hierarchy of related models and the estimation of parameter va
lues, along with their non-linear biases and standard deviations, for
sets of experimental data. We demonstrate our method of solving parame
ter estimation problems for neutral delay differential equations by an
alyzing some models of cell growth that incorporate a time-lag in the
cell division phase. We show that these models are more consistent wit
h certain reported data than the classic exponential growth model. Alt
hough the exponential growth model provides estimates of some of the g
rowth characteristics, such as the population-doubling time, the time-
lag growth models can additionally provide estimates of: (i) the fract
ion of cells that are dividing, (ii) the rate of commitment of cells t
o cell division, (iii) the initial distribution of cells in the cell c
ycle, and (iv) the degree of synchronization of cells in the (initial)
cell population.