TY - JOUR
T1 - Metabolites associated with abnormal glucose metabolism responding to primary care lifestyle intervention
AU - Koistinen, Ville M.
AU - Manninen, Suvi
AU - Tuomainen, Marjo
AU - Aittola, Kirsikka
AU - Järvelä-Reijonen, Elina
AU - Tilles-Tirkkonen, Tanja
AU - Männikkö, Reija
AU - Lintu, Niina
AU - Karhunen, Leila
AU - Kolehmainen, Marjukka
AU - Mikkonen, Santtu
AU - Lehtonen, Marko
AU - Martikainen, Janne
AU - Poutanen, Kaisa
AU - Schwab, Ursula
AU - Absetz, Pilvikki
AU - Lindström, Jaana
AU - Lakka, Timo A.
AU - Hanhineva, Kati
AU - Pihlajamäki, Jussi
N1 - Publisher Copyright:
© The Author(s) 2025.
PY - 2025
Y1 - 2025
N2 - Type 2 diabetes can be prevented by lifestyle intervention. We aimed to identify metabolites that associate with glucose metabolism and respond to lifestyle intervention with evidence-based targets for nutrition and physical activity in individuals at high risk of type 2 diabetes. Standard oral glucose tolerance test (OGTT) was used to categorize 624 participants into those having normal glucose tolerance (NGT), isolated impaired glucose tolerance (IGT), IGT with increased fasting glucose (IGT + IFG), and type 2 diabetes. Plasma LC-MS metabolomics was performed to reveal metabolic signatures. The baseline group differences were analysed with the Kruskal–Wallis test and the effect of intervention with a linear mixed-effects model. Significant differences in the metabolite signature were observed between the baseline groups, particularly in amino acids, acylcarnitines, and phospholipids. Fatty acid amides, phospholipids, amino acids, dimethylguanidinovaleric acid, and 5-aminovaleric acid betaine responded most to the lifestyle intervention. Lysophosphatidylcholines containing odd-chain fatty acids showed associations with improved glucose metabolism. Twenty-five metabolites differed between the baseline groups, responded to the intervention, and were associated with changes in glucose metabolism. The findings suggest a metabolite panel could be used in distinguishing individuals with varying degrees of glucose metabolism and in predicting response to lifestyle interventions.
AB - Type 2 diabetes can be prevented by lifestyle intervention. We aimed to identify metabolites that associate with glucose metabolism and respond to lifestyle intervention with evidence-based targets for nutrition and physical activity in individuals at high risk of type 2 diabetes. Standard oral glucose tolerance test (OGTT) was used to categorize 624 participants into those having normal glucose tolerance (NGT), isolated impaired glucose tolerance (IGT), IGT with increased fasting glucose (IGT + IFG), and type 2 diabetes. Plasma LC-MS metabolomics was performed to reveal metabolic signatures. The baseline group differences were analysed with the Kruskal–Wallis test and the effect of intervention with a linear mixed-effects model. Significant differences in the metabolite signature were observed between the baseline groups, particularly in amino acids, acylcarnitines, and phospholipids. Fatty acid amides, phospholipids, amino acids, dimethylguanidinovaleric acid, and 5-aminovaleric acid betaine responded most to the lifestyle intervention. Lysophosphatidylcholines containing odd-chain fatty acids showed associations with improved glucose metabolism. Twenty-five metabolites differed between the baseline groups, responded to the intervention, and were associated with changes in glucose metabolism. The findings suggest a metabolite panel could be used in distinguishing individuals with varying degrees of glucose metabolism and in predicting response to lifestyle interventions.
KW - Acylcarnitines
KW - Amino acids
KW - Fatty acid amides
KW - Impaired glucose metabolism
KW - Metabolomics
KW - Personalized treatment
KW - Phospholipids
UR - https://www.scopus.com/pages/publications/105021068042
U2 - 10.1038/s41598-025-25749-z
DO - 10.1038/s41598-025-25749-z
M3 - Article
C2 - 41203831
AN - SCOPUS:105021068042
SN - 2045-2322
VL - 15
JO - Scientific Reports
JF - Scientific Reports
IS - 1
M1 - 39093
ER -