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Simulation and qualitative analysis of glucose variability, mean glucose, and hypoglycemia after subcutaneous insulin therapy for stress hyperglycemia

机译:应激性高血糖皮下胰岛素治疗后血糖变异性,平均血糖和低血糖的模拟和定性分析

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The critically ill can have persistent dysglycemia during the “subacute” recovery phase of their illness because of altered gene expression; it is also not uncommon for these patients to receive continuous enteral nutrition during this time. The optimal short-acting subcutaneous insulin therapy that should be used in this clinical scenario, however, is unknown. Our aim was to conduct a qualitative numerical study of the glucose-insulin dynamics within this patient population to answer the above question. This analysis may help clinicians design a relevant clinical trial. Eight virtual patients with stress hyperglycemia were simulated by means of a mathematical model. Each virtual patient had a different combination of insulin resistance and insulin deficiency that defined their unique stress hyperglycemia state; the rate of gluconeogenesis was also doubled. The patients received 25 injections of subcutaneous regular or Lispro insulin (0-6 U) with 3 rates of continuous nutrition. The main outcome measurements were the change in mean glucose concentration, the change in glucose variability, and hypoglycemic episodes. These end points were interpreted by how the ultradian oscillations of glucose concentration were affected by each insulin preparation. Subcutaneous regular insulin lowered both mean glucose concentrations and glucose variability in a linear fashion. No hypoglycemic episodes were noted. Although subcutaneous Lispro insulin lowered mean glucose concentrations, glucose variability increased in a nonlinear fashion. In patients with high insulin resistance and nutrition at goal, “rebound hyperglycemia” was noted after the insulin analog was rapidly metabolized. When the nutritional source was removed, hypoglycemia tended to occur at higher Lispro insulin doses. Finally, patients with severe insulin resistance seemed the most sensitive to insulin concentration changes. Subcutaneous regular insulin consistently lowered mean glucose concentrations and glucose variability; its linear dose-response curve rendered the preparation better suited for a sliding-scale protocol. The longer duration of action of subcutaneous regular insulin resulted in better glycemic-control metrics for patients who were continuously postprandial. Clinical trials are needed to examine whether these numerical results represent the glucose-insulin dynamics that occur in intensive care units; if present, their clinical effects should be evaluated.
机译:由于基因表达改变,重症患者在疾病的“亚急性”恢复阶段可能会持续存在血糖升高。这些患者在这段时间内接受持续的肠内营养也很常见。然而,在这种临床情况下应该使用的最佳短效皮下胰岛素治疗尚不清楚。我们的目标是对该患者人群中的葡萄糖-胰岛素动力学进行定性数值研究,以回答上述问题。该分析可以帮助临床医生设计相关的临床试验。通过数学模型模拟了八名虚拟的应激性高血糖患者。每个虚拟患者的胰岛素抵抗和胰岛素缺乏症都有不同的组合,从而定义了他们独特的应激性高血糖状态。糖异生的速度也增加了一倍。患者接受25次皮下注射常规或Lispro胰岛素(0-6 U)注射,并具有3种持续营养率。主要结局指标为平均葡萄糖浓度变化,葡萄糖变异性变化和降血糖事件。这些终点是通过每种胰岛素制剂如何影响葡萄糖浓度的超音速振荡来解释的。皮下常规胰岛素以线性方式降低了平均葡萄糖浓度和葡萄糖变异性。没有发现降血糖发作。尽管皮下Lispro胰岛素降低了平均葡萄糖浓度,但葡萄糖变异性却以非线性方式增加。在具有高胰岛素抵抗和目标营养的患者中,胰岛素类似物迅速代谢后,出现“反弹性高血糖”。去除营养来源后,在较高的Lispro胰岛素剂量下,容易发生低血糖症。最后,严重胰岛素抵抗的患者似乎对胰岛素浓度变化最敏感。皮下常规胰岛素持续降低平均葡萄糖浓度和葡萄糖变异性;它的线性剂量反应曲线使该制剂更适合于滑动规模方案。对于持续餐后的患者,皮下常规胰岛素作用的持续时间越长,血糖控制指标越好。需要进行临床试验以检查这些数值结果是否代表重症监护病房中发生的葡萄糖-胰岛素动态变化。如果存在,应评估其临床效果。

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