Computing the risk of postprandial hypo- and hyperglycemia in type 1 diabetes mellitus considering intrapatient variability and other sources of uncertainty.
OBJECTIVE
The objective of this article was to develop a methodology to quantify the risk of suffering different grades of hypo- and hyperglycemia episodes in the postprandial state.


METHODS
Interval predictions of patient postprandial glucose were performed during a 5-hour period after a meal for a set of 3315 scenarios. Uncertainty in the patient's insulin sensitivities and carbohydrate (CHO) contents of the planned meal was considered. A normalized area under the curve of the worst-case predicted glucose excursion for severe and mild hypo- and hyperglycemia glucose ranges was obtained and weighted accordingly to their importance. As a result, a comprehensive risk measure was obtained. A reference model of preprandial glucose values representing the behavior in different ranges was chosen by a xi(2) test. The relationship between the computed risk index and the probability of occurrence of events was analyzed for these reference models through 19,500 Monte Carlo simulations.


RESULTS
The obtained reference models for each preprandial glucose range were 100, 160, and 220 mg/dl. A relationship between the risk index ranges <10, 10-60, 60-120, and >120 and the probability of occurrence of mild and severe postprandial hyper- and hypoglycemia can be derived.


CONCLUSIONS
When intrapatient variability and uncertainty in the CHO content of the meal are considered, a safer prediction of possible hyper- and hypoglycemia episodes induced by the tested insulin therapy can be calculated.
Institut d'Informàtica i Aplicacions, Universitat de Girona, Campus de Montilivi, Girona, Spain. magarcia@eia.udg.edu
Maira
M
García-Jaramillo
Remei
R
Calm
Jorge
J
Bondia
Cristina
C
Tarín
Josep
J
Vehí
D001786:Blood Glucose / Q000378:metabolism*; D016009:Chi-Square Distribution; D003198:Computer Simulation; D003922:Diabetes Mellitus, Type 1 / Q000097:blood*; D006801:Humans; D006943:Hyperglycemia / Q000097:blood*; D007003:Hypoglycemia / Q000097:blood*; D007206:Individuality; D009010:Monte Carlo Method; D019518:Postprandial Period; D012016:Reference Values; D012306:Risk
D001786:Blood Glucose