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Bio-medical Ontologies Maintenance and Change Management

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y 2 (μU/ml)<br />

20<br />

18<br />

16<br />

14<br />

12<br />

10<br />

8<br />

6<br />

4<br />

The Minimal Model of Glucose Disappearance in Type I Diabetes 303<br />

2<br />

0 50 100 150 200 250 300 350<br />

Time (mins)<br />

(a) Injection of 0.12 (U/kg) at t = 0<br />

y 2 (μU/ml)<br />

24<br />

22<br />

20<br />

18<br />

16<br />

14<br />

12<br />

10<br />

0 50 100 150 200 250 300 350<br />

Time (mins)<br />

(b) Injection of 0.12 (U/kg) at t = 0 <strong>and</strong><br />

basal rate of 0.0212 (U/min)<br />

Fig. 5. Simulation results for plasma insulin concentration y2(t), according to the model by<br />

Wilinska et al.<br />

affected by the amount of insulin supplied in the previous window. Therefore, an<br />

initial zero level in the insulin compartments is regarded as an approximation. The<br />

simulation results can be observed in Fig. 4 for a bolus injection of 0.12 U/kg at<br />

t = 0 <strong>and</strong> for the same bolus injection plus a basal rate of 0.0212 U/min.<br />

Regarding the validity of this model, a recent publication [19] shows a model<br />

like Shichiri’s model underestimates the post meal peak of plasma insulin, whilst<br />

improvement in the model fit has been enhanced when two absorption channels were<br />

included in a model formulated by Willinska <strong>and</strong> coworkers [19]. For this reason,<br />

this latter model is being used in the present study in substitution to Shichiri’s model.<br />

This model has plasma insulin represented by a single compartment. Insulin in<br />

the interstitial compartment is decomposed into 2 compartments to describe the<br />

delay in insulin absorption <strong>and</strong> maintaining two pathways for absorption. The degradation<br />

of insulin is assumed saturable <strong>and</strong> is modelled by a Michaelis-Menten<br />

functional type. Following the original nomenclature, the model equations can be<br />

formulated as follows:<br />

dQ1a<br />

dt = ku − ka1Q1a − LDa (9)<br />

dQ1b<br />

dt =(1−k)u − ka2Q1b − LDb (10)<br />

dQ2<br />

dt = ka1Q1a − ka1Q2 (11)<br />

dQ3<br />

dt = ka1Q2 + ka2Q1b − keQ3 (12)<br />

LDa = VMAX,LDQ1a/(KM,LD + Q1a) (13)<br />

LDb = VMAX,LDQ1b/(KM,LD + Q1b). (14)<br />

where Q1a <strong>and</strong> Q1b are in mU <strong>and</strong> st<strong>and</strong> for mass of insulin administered through<br />

continuous infusion <strong>and</strong> bolus injection respectively, Q3 represents insulin mass in<br />

plasma expressed in mU, u is the insulin input in mU/min <strong>and</strong> LDa <strong>and</strong> LDb are

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