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nr. 477 - 2011 - Institut for Natur, Systemer og Modeller (NSM)

nr. 477 - 2011 - Institut for Natur, Systemer og Modeller (NSM)

nr. 477 - 2011 - Institut for Natur, Systemer og Modeller (NSM)

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5.4 The DuCa Model – Compartment Model and Equation System 25<br />

with initial conditions (M, Ma, Ba, Bn, C) = (4.77 × 10 5 , 0, 0, 0, 0). 5 The equations<br />

should be interpreted thusly:<br />

Equation 5.6: the rate of change in the concentration of macrophages, M, is made up<br />

of a gain from the influx, a, the deactivation rate of the active macrophages times the<br />

concentration of active macrophages, kMa, and the recruitment rate times the concentration<br />

of active macrophages, bMa, and a loss constituted by the efflux, c, times<br />

M, the activation rate of resting macrophages, f1, times M times the concentration of<br />

apoptotic β-cells, Ba, and lastly the crowding rate, e1, times M(M + Ma).<br />

Equation 5.7: the rate of change of the concentration of active macrophages, Ma, is<br />

made up of a gain from f1 times MBa and a loss or efflux due to the deactivation rate,<br />

k times Ma, and the crowding rate, e2, times Ma(M + Ma).<br />

Equation 5.8: the rate of change in the concentration of apoptotic β-cells, Ba, is governed<br />

by the phagocytosis rates, f1 and f2, times MBa and MaBa respectively and the<br />

nonspecific decay rate, d, times Ba. These make up the negative contributions while<br />

the apoptotic wave (not shown in the figure), W (t), and the Michaelis-Menten saturation<br />

function of cytokines, (AmaxC)/(kc+C), where Amax is the maximal rate of apoptotsis<br />

that the cytokines can induce, and kc is the Michaelis constant, constitute the positive<br />

contributions.<br />

Equation 5.9: the rate of change of the necrotic β-cells, Bn, is influenced by a positive<br />

contribution from dBa, and negative contributions from f1 and f2 times MBn and<br />

MaBn respectively.<br />

Equation 5.10: the rate of change in the cytokine concentration, C, depends on the<br />

decay rate, δ, times C and the secretion rate by active macrophages, α times MaBn.<br />

The meaning and units of the different parameters are given in table 5.1. At a first<br />

glance the equations almost seem to be in accordance with what we learned when we<br />

looked at generic compartments in subsection 5.3. But soon we see that something is<br />

amiss. We will return to these matters in section 5.5. For now let us return to the<br />

DuCa model, or rather the equations that comprise it.<br />

To unfold equations 5.6 to 5.10 a little more and to give ourselves the opportunity to<br />

think thoroughly about every term on the right hand side in said equations we present<br />

a comprehensive list of how we understand each term:<br />

• a is daily inflow of resting macrophages from the surrounding tissue<br />

• kMa is the deactivation rate of activated macrophages times the concentration<br />

of activated macrophages, i.e. the dimensions are cells ml −1 d −1 , where “d” in<br />

this case is days, not to be confused with the parameter d. This term represents<br />

the flow of deactivated macrophages from the Ma-compartment into the<br />

M-compartment<br />

• bMa is a measure of the extra influx of resting macrophages due to signalling to<br />

the surrounding tissue by active macrophages.<br />

• cM is daily efflux of resting macrophages, i.e. the outflow of resting macrophages<br />

to the surrounding tissue.<br />

• f1MBa in equation 5.6 represents the outflow of resting macrophages that have<br />

become activated upon clearance of an apoptotic β-cell, hence Ba is included in<br />

5 For a statement of the existence and uniqueness theorem, and its application to the DuCa model cf.<br />

appendix A.1.

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