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Mathematical Modelling of Glucose-Insulin System Behaviour in Hospital Tengku Ampuan Afzan Intensive Care Unit Patients

机译:腾库安邦阿夫赞重症监护病房患者葡萄糖-胰岛素系统行为的数学模型

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摘要

Mathematical modelling of glucose-insulin system is significantly important to understand the body regulation control, to analyze experimental data based on clinical trials, to identify and quantify relevant physiological parameters, to design proper clinical trials and to assess diabetes therapies. In general, critically ill patients with blood glucose concentrations between 10.0 to 12.2 mmol/l is identified to develop an acute hyperglycaemia or high blood glucose (BG). Thus, to monitor hyperglycaemia among critically ill patients, this study is focused on observing the glucose-insulin system behaviour based on 40 patients’ clinical data collected in Hospital Tengku Ampuan Afzan, Kuantan, Pahang with clinically validated mathematical glucose-insulin model. By using this model, a critical model-based parameter known as insulin sensitivity (SI) that illustrates patient’s severity were identified hourly for all patients whose on insulin infusion therapy protocol for average four to six days. The results show that a BG normal distribution is attained with median kurtosis of 2.72. While, the 40 patient-specific SI indicate that an outliers-prone distribution occurred as kurtosis 3.96. Thus, abrupt changes in SI is basically due to chaotic interaction between blood glucose and insulin concentrations in bloodstreams. Also, the glucose-insulin behaviour pattern among these 40 critically ill patients might be varied due to their main diagnotics illness such as acute kidney failure, cardiovascular disease, etc. Overall, these results might assist clinicians and researchers to understand the glucose-insulin behaviour based on patient’s severity illness and helps to inform glycaemic control protocol development in a larger group of critically ill patients.
机译:葡萄糖-胰岛素系统的数学建模对于理解人体调节控制,基于临床试验分析实验数据,识别和量化相关的生理参数,设计适当的临床试验以及评估糖尿病治疗非常重要。一般而言,血糖浓度在10.0至12.2 mmol / l之间的重症患者被鉴定为患有急性高血糖症或高血糖(BG)。因此,为了监测重症患者的高血糖症,本研究着重于观察在彭亨州关丹市腾库安邦阿富赞医院收集的40位患者的临床数据,并通过临床验证的数学胰岛素模型来观察葡萄糖-胰岛素系统的行为。通过使用此模型,每小时对所有接受胰岛素输注治疗方案平均四到六天的患者,每小时都会识别出一个基于模型的关键参数,即胰岛素敏感性(SI),该参数说明了患者的严重程度。结果表明,BG正态分布达到了2.72的峰度中值。同时,有40位患者特定的SI表示峰态3.96出现了异常值。因此,SI的突然变化基本上是由于血糖和血流中胰岛素浓度之间的混乱相互作用所致。此外,这40名危重患者中的葡萄糖-胰岛素行为模式可能因其主要诊断疾病(例如急性肾衰竭,心血管疾病等)而有所不同。总的来说,这些结果可能有助于临床医生和研究人员了解葡萄糖-胰岛素行为根据患者的病情严重程度,有助于告知更多危重患者的血糖控制方案的发展。

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