A model of subcutaneous pramlintide pharmacokinetics and its effect on gastric emptying: Proof-of-concept based on populational data

Comput Methods Programs Biomed. 2024 Feb:244:107968. doi: 10.1016/j.cmpb.2023.107968. Epub 2023 Dec 6.

Abstract

Pramlintide, an amylin analog, has been coming up as an agent in type 1 diabetes dual-hormone therapies (insulin/pramlintide). Since pramlintide slows down gastric emptying, it allows for easing glucose control and reducing the burden of meal announcements. Pre-clinical in silico evaluations are a key step in the development of any closed-loop strategy. However, mathematical models are needed, and pramlintide models in the literature are scarce. This work proposes a proof-of-concept pramlintide model, describing its subcutaneous pharmacokinetics (PK) and its effect on gastric emptying (PD). The model is validated with published populational (clinical) data. The model development is divided into three stages: intravenous PK, subcutaneous PK, and PD modeling. In each stage, a set of model structures are proposed, and their performance is assessed using the Akaike Information Criterion (AIC) and the Bayesian Information Criterion (BIC). In order to evaluate the modulation of the rate of gastric emptying, a literature meal model was used. The final pramlintide model comprises four compartments and a function that modulates gastric emptying depending on plasma pramlintide. Results show an appropriate fit for the data. Some aspects are left as open questions due to the lack of specific data (e.g., the influence of meal composition on the pramlintide effect). Moreover, further validation with individual data is necessary to propose a virtual cohort of patients.

Keywords: Identification; PK/PD model; Pramlintide; Type 1 diabetes.

MeSH terms

  • Bayes Theorem
  • Blood Glucose
  • Diabetes Mellitus, Type 1* / drug therapy
  • Gastric Emptying
  • Humans
  • Hypoglycemic Agents / pharmacokinetics
  • Insulin
  • Islet Amyloid Polypeptide* / pharmacokinetics
  • Islet Amyloid Polypeptide* / therapeutic use

Substances

  • pramlintide
  • Islet Amyloid Polypeptide
  • Hypoglycemic Agents
  • Insulin
  • Blood Glucose