TY - JOUR
T1 - Using a semi-mechanistic model to identify the main sources of variability of metformin pharmacokinetics
AU - Stage, Tore Bjerregaard
AU - Wellhagen, Gustaf
AU - Christensen, Mette Marie Hougaard
AU - Guiastrennec, Benjamin
AU - Brøsen, Kim
AU - Kjellsson, Maria C
N1 - This article is protected by copyright. All rights reserved.
PY - 2019/1
Y1 - 2019/1
N2 - Metformin pharmacokinetics (PK) is highly variable, and researchers have for years tried to shed light on determinants of inter-individual (IIV) and inter-occasion variability (IOV) of metformin PK. We set out to identify the main sources of PK variability using a semi-mechanistic model. We assessed the influence of subject characteristics, including seven genetic variants. Data from three studies of healthy individuals with PK measurements of plasma and urine after single dose or at steady-state were used in this study. In total, 87 subjects were included (16 crossover subjects). Single nucleotide polymorphisms in ATM, OCT1, OCT2, MATE1 and MATE2-K were investigated as dominant, recessive or additive. A three-compartment model with transit absorption and renal elimination with a proportional error was fitted to the data using NONMEM 7.3. Oral parameters were separated from disposition parameters as dose-dependent absolute bioavailability was determined with support from urine data. Clearance was expressed as net renal secretion and filtration, assuming full fraction unbound and fraction excreted. Mean transit time and peripheral volume of distribution were identified as the main sources of variability according to estimates, with 94% IOV and 95% IIV, respectively. Clearance contributed only with 16% IIV. Glomerular filtration rate and body-weight were the only covariates found to affect metformin net secretion, reducing IIV to 14%. None of the genetic variants were found to affect metformin PK. Based on our analysis, finding covariates explaining absorption of metformin is much more valuable in understanding variability and avoiding toxicity than elimination.
AB - Metformin pharmacokinetics (PK) is highly variable, and researchers have for years tried to shed light on determinants of inter-individual (IIV) and inter-occasion variability (IOV) of metformin PK. We set out to identify the main sources of PK variability using a semi-mechanistic model. We assessed the influence of subject characteristics, including seven genetic variants. Data from three studies of healthy individuals with PK measurements of plasma and urine after single dose or at steady-state were used in this study. In total, 87 subjects were included (16 crossover subjects). Single nucleotide polymorphisms in ATM, OCT1, OCT2, MATE1 and MATE2-K were investigated as dominant, recessive or additive. A three-compartment model with transit absorption and renal elimination with a proportional error was fitted to the data using NONMEM 7.3. Oral parameters were separated from disposition parameters as dose-dependent absolute bioavailability was determined with support from urine data. Clearance was expressed as net renal secretion and filtration, assuming full fraction unbound and fraction excreted. Mean transit time and peripheral volume of distribution were identified as the main sources of variability according to estimates, with 94% IOV and 95% IIV, respectively. Clearance contributed only with 16% IIV. Glomerular filtration rate and body-weight were the only covariates found to affect metformin net secretion, reducing IIV to 14%. None of the genetic variants were found to affect metformin PK. Based on our analysis, finding covariates explaining absorption of metformin is much more valuable in understanding variability and avoiding toxicity than elimination.
KW - Acidosis, Lactic/chemically induced
KW - Administration, Oral
KW - Adult
KW - Biological Availability
KW - Biological Variation, Individual
KW - Biological Variation, Population/physiology
KW - Clinical Trials as Topic
KW - Gastrointestinal Absorption/physiology
KW - Gastrointestinal Transit/physiology
KW - Healthy Volunteers
KW - Humans
KW - Hypoglycemic Agents/administration & dosage
KW - Metformin/administration & dosage
KW - Middle Aged
KW - Models, Biological
KW - Organic Cation Transport Proteins/genetics
KW - Pharmacogenomic Variants
KW - Polymorphism, Single Nucleotide
KW - Time Factors
KW - Young Adult
U2 - 10.1111/bcpt.13139
DO - 10.1111/bcpt.13139
M3 - Journal article
C2 - 30267605
SN - 1742-7835
VL - 124
SP - 105
EP - 114
JO - Basic & Clinical Pharmacology & Toxicology
JF - Basic & Clinical Pharmacology & Toxicology
IS - 1
ER -