Comparing the Efficacy of Various Insulin Types: Pharmacokinetic and Pharmacodynamic Modeling of Glucose Clamp Effects in Healthy Volunteers

This study compares the pharmacokinetics and efficacy of various subcutaneously (SC) dosed insulin analogs, including rapid-acting, intermediate-acting, long-acting, and regular human insulin, using mechanistic pharmacokinetic (PK) and pharmacodynamic (PD) models. These models were applied to data from euglycemic clamp studies in healthy volunteers, where insulin pharmacokinetics and its effects on glucose utilization were monitored. Data from published studies were digitized and modeled using MONOLIX (Version 2024). The PK model described insulin absorption via sequential first-order processes and linear elimination. The PD effects were captured using a model combination of biophase, indirect, and receptor down-regulation components. While PK parameters-especially absorption rates-varied between insulin types, a common set of nonlinear PD parameters was sought to account for dose-related differences in glucose utilization. The maximum glucose stimulation ( <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:semantics><mml:msub><mml:mi>S</mml:mi> <mml:mi>max</mml:mi></mml:msub> <mml:annotation>${{{\mathrm{S}}}_{{\mathrm{max}}}}$</mml:annotation></mml:semantics> </mml:math> ) was 163, and the insulin concentration for a half-maximal effect ( <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:semantics><mml:mrow><mml:mi>S</mml:mi> <mml:msub><mml:mi>C</mml:mi> <mml:mn>50</mml:mn></mml:msub> </mml:mrow> <mml:annotation>${\mathrm{S}}{{{\mathrm{C}}}_{50}}$</mml:annotation></mml:semantics> </mml:math> ) were 1156 pmol/L for insulin lispro, regular human insulin, neutral protamine hagedorn (NPH) insulin, and insulin glargine; 674 pmol/L for insulin aspart; and 5335 pmol/L for insulin detemir. Insulin detemir showed similar overt effects as the other insulin types but with smaller clearances and lower potency. This mechanism-based glucose-insulin model demonstrated that most insulin analogs exhibit similar receptor- and transporter-related parameters. The model, with specific PK but unified PD parameters, may enable clinical optimization of insulin therapy by highlighting differences in pharmacokinetics and operating common intrinsic glucose utilization parameters.

Authors

Institutions

Publication Details

Journal
The Journal of Clinical Pharmacology
Published
2025-02-21
DOI
https://doi.org/10.1002/jcph.70010
Primary Topic
Diabetes Management and Research
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Comparing the Efficacy of Various Insulin Types: Pharmacokinetic and Pharmacodynamic Modeling of Glucose Clamp Effects in Healthy Volunteers

William J. Jusko, Yi-Chien Chang
The Journal of Clinical Pharmacology
Diabetes Management and Research
article

Comparing the Efficacy of Various Insulin Types: Pharmacokinetic and Pharmacodynamic Modeling of Glucose Clamp Effects in Healthy Volunteers

William J. Jusko, Yi-Chien Chang
article en

Abstract

This study compares the pharmacokinetics and efficacy of various subcutaneously (SC) dosed insulin analogs, including rapid-acting, intermediate-acting, long-acting, and regular human insulin, using mechanistic pharmacokinetic (PK) and pharmacodynamic (PD) models. These models were applied to data from euglycemic clamp studies in healthy volunteers, where insulin pharmacokinetics and its effects on glucose utilization were monitored. Data from published studies were digitized and modeled using MONOLIX (Version 2024). The PK model described insulin absorption via sequential first-order processes and linear elimination. The PD effects were captured using a model combination of biophase, indirect, and receptor down-regulation components. While PK parameters-especially absorption rates-varied between insulin types, a common set of nonlinear PD parameters was sought to account for dose-related differences in glucose utilization. The maximum glucose stimulation ( <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:semantics><mml:msub><mml:mi>S</mml:mi> <mml:mi>max</mml:mi></mml:msub> <mml:annotation>${{{\mathrm{S}}}_{{\mathrm{max}}}}$</mml:annotation></mml:semantics> </mml:math> ) was 163, and the insulin concentration for a half-maximal effect ( <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:semantics><mml:mrow><mml:mi>S</mml:mi> <mml:msub><mml:mi>C</mml:mi> <mml:mn>50</mml:mn></mml:msub> </mml:mrow> <mml:annotation>${\mathrm{S}}{{{\mathrm{C}}}_{50}}$</mml:annotation></mml:semantics> </mml:math> ) were 1156 pmol/L for insulin lispro, regular human insulin, neutral protamine hagedorn (NPH) insulin, and insulin glargine; 674 pmol/L for insulin aspart; and 5335 pmol/L for insulin detemir. Insulin detemir showed similar overt effects as the other insulin types but with smaller clearances and lower potency. This mechanism-based glucose-insulin model demonstrated that most insulin analogs exhibit similar receptor- and transporter-related parameters. The model, with specific PK but unified PD parameters, may enable clinical optimization of insulin therapy by highlighting differences in pharmacokinetics and operating common intrinsic glucose utilization parameters.

The Journal of Clinical PharmacologyVol. 65(8)
University at Buffalo, State University of New York (US)
National Institutes of Health
Good health and well-being
Openalex Percentile: Top 95%
Diabetes Management and Research
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.