Metabolites associated with abnormal glucose metabolism responding to primary care lifestyle intervention

V Ville M. Koistinen S Suvi Manninen M Marjo Tuomainen K Kirsikka Aittola E Elina Järvelä-Reijonen T Tanja Tilles-Tirkkonen R Reija Männikkö N Niina Lintu L Leila Karhunen M Marjukka Kolehmainen S Santtu Mikkonen M Marko Lehtonen J Janne Martikainen K Kaisa Poutanen U Ursula Schwab P Pilvikki Absetz J Jaana Lindström T Timo A. Lakka K Kati Hanhineva J Jussi Pihlajamäki

Abstract

Abstract 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.

Article Details

Volume / Issue Vol. 15, Issue 1
Published November 07, 2025
ISSN 2045-2322
Publisher Nature Portfolio

Journal Info

Scientific Reports

Nature Portfolio

ISSN: 2045-2322 Open Access Life Sciences

Authors (20)

V

Ville M. Koistinen

S

Suvi Manninen

M

Marjo Tuomainen

K

Kirsikka Aittola

E

Elina Järvelä-Reijonen

T

Tanja Tilles-Tirkkonen

R

Reija Männikkö

N

Niina Lintu

L

Leila Karhunen

M

Marjukka Kolehmainen

S

Santtu Mikkonen

M

Marko Lehtonen

J

Janne Martikainen

K

Kaisa Poutanen

U

Ursula Schwab

P

Pilvikki Absetz

J

Jaana Lindström

T

Timo A. Lakka

K

Kati Hanhineva

J

Jussi Pihlajamäki