# Lipidomic profiling unveils sex differences in diabetes risk: Implications for precision medicine

**Authors:** Ana F. Pina, Maria João Meneses, Fabrizia Carli, Rogério T. Ribeiro, Luís Gardete‐Correia, José M. Boavida, João F. Raposo, Amalia Gastaldelli, M. Paula Macedo

PMC · DOI: 10.1111/eci.70137 · European Journal of Clinical Investigation · 2025-10-24

## TL;DR

This study finds sex-specific lipid patterns in prediabetes, suggesting personalized approaches could improve diabetes risk prediction.

## Contribution

The study identifies sex-specific lipidomic profiles linked to prediabetes phenotypes, advancing precision medicine for diabetes.

## Key findings

- Four prediabetes phenotypes were identified with distinct lipid profiles.
- Women had higher dihydroceramides and sphingomyelins, while men had a higher ceramide-to-sphingomyelin ratio.
- Sex-specific lipid signatures highlight metabolic differences beyond glucose levels.

## Abstract

Type 2 diabetes is a multifactorial condition whose greatest impact comes from its complications. We hypothesized that distinct insulin‐derived mechanisms and lipid profiles discriminate sex differences and can be used to identify subjects at higher risk to develop diabetes‐related complications.

The PREVADIAB2 study evaluated metabolic alterations after 5 years in individuals initially free of Type 2 Diabetes (PREVADIAB1). In this analysis, 953 participants were stratified into clusters using hierarchical clustering based on insulinogenic index (IGI), fasting insulin secretion rate, HOMA‐IR, and fasting insulin clearance. A subset of participants (n = 488) had their lipidome assessed using LC/MS‐QTOF.

Four clusters were identified: Liver Sensitive (LS), Pancreas Glucose Sensitive (PGS), Insulin Deficient (ID), and Insulin Resistant (IR), each with distinct dysglycemia risk. While metabolic features were similar across sexes, the parameter thresholds differed, resulting in sex‐specific lipidomic profiles. Women exhibited higher levels of circulating dihydroceramides (5.3 ± 1.9 vs. 4.7 ± 1.8, p < .001), associated with de novo ceramide synthesis, and elevated sphingomyelins (SM), suggesting altered lipid metabolism. Conversely, the ceramide‐to‐SM ratio was higher in men (1.04 ± .21 vs. .90 ± .18, p < .001). Except for the LS cluster, all other clusters exhibit distinct lipid signatures associated with metabolic dysfunction, further accentuated by specific lipid profile sex differences.

Distinct insulin‐related metabolic features and sex identify different phenotypes with distinct lipidome profiles, highlighting the need to place prediabetes in a broader context of metabolism beyond glucose.

This study uncovered sex‐specific metabolic and lipidomic signatures of prediabetes. In PREVADIAB2 (n = 953), clustering by insulin traits revealed four phenotypes. Lipidomics showed women enriched in dihydroceramides and sphingomyelins, while men displayed a higher ceramide/sphingomyelin ratio. These sex‐metabolic phenotypes expose distinct lipidomes, underscoring the need to view prediabetes as a metabolic disorder beyond glucose.

## Linked entities

- **Diseases:** Type 2 diabetes (MONDO:0005148)

## Full-text entities

- **Genes:** INS (insulin) [NCBI Gene 3630] {aka IDDM, IDDM1, IDDM2, ILPR, IRDN, MODY10}
- **Diseases:** diabetes (MESH:D003920), Type 2 Diabetes (MESH:D003924), metabolic dysfunction (MESH:D008659), ID (MESH:D007333), prediabetes (MESH:D011236)
- **Chemicals:** ceramide (MESH:D002518), dihydroceramides (MESH:C109343), Glucose (MESH:D005947), lipid (MESH:D008055), SM (MESH:D013109)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

51 references — full list in the complete paper: https://tomesphere.com/paper/PMC12817243/full.md

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Source: https://tomesphere.com/paper/PMC12817243