Type 1 diabetes mellitus (T1DM) is a chronic metabolic disorder characterized as an autoimmune disease in which the body specifically attacks pancreatic β-cells. This results in insulin and amylin deficiencies, which produces chronic hyperglycemia.1 Insulin injection therapy is effective in many patients, but it is imperfect. People with T1DM face a trade-off among glycemic control, lifestyle flexibility, and therapy effort. Using current therapy options, near normoglycemia can be achieved only by patients at the expense of lifestyle flexibility and increased therapy effort. Because of this excellent glycemic control remains more of an aspiration than a reality.Recent technological advances provide an opportunity to combine 3 technologies: continuous glucose monitors, insulin pumps, and a control algorithm; this forms the basis of an artificial pancreas. [2][3][4][5] Despite important advances in the artificial pancreas, most patients with T1DM are still unable to achieve near-normoglycemia with insulin therapy alone. The limitations of current insulin replacement therapy are especially evident during the postprandial period, when rapid and profound changes in glucose flux occur as a sudden appearance of meal-derived glucose goes into circulation. [6][7][8] In the development of an artificial pancreas, the primary difficulties are the inherent time delays in the closed system due to subcutaneous (SC) delivery of insulin and SC reading of glucose, with additional built-in filters in the monitor. The lack of timely information coupled with large postprandial excursions after a meal and poor insulin management make glucose regulation very difficult.2,8 Postprandial glucose control is the 1 area where the largest gain can be 517323D STXXX10.1177/1932296813517323Journal Abstract Background: Type 1 diabetes mellitus (T1DM) complications are significantly reduced when normoglycemic levels are maintained via intensive therapy. The artificial pancreas is designed for intensive glycemic control; however, large postprandial excursions after a meal result in poor glucose regulation. Pramlintide, a synthetic analog of the hormone amylin, reduces the severity of postprandial excursions by reducing appetite, suppressing glucagon release, and slowing the rate of gastric emptying. The goal of this study is to create a glucose-insulin-pramlintide physiological model that can be employed into a controller to improve current control approaches used in the artificial pancreas.
Methods:A model of subcutaneous (SC) pramlintide pharmacokinetics (PK) was developed by revising an intravenous (IV) pramlintide PK model and adapting SC insulin PK from a glucose-insulin model. Gray-box modeling and least squares optimization were used to obtain parameter estimates. Pharmacodynamics (PD) were obtained by choosing parameters most applicable to pramlintide mechanisms and then testing using a proportional PD effect using least squares optimization.
Results:The model was fit and validated using 27 data sets, which included placebo, PK, and PD d...