# Identification and Validation of Novel Lipids Linked to Bone Mineral Density Change and Fracture Risk

## TL;DR

This study identifies specific lipids that are linked to changes in bone density and increased fracture risk, suggesting a causal role for lipid metabolism in bone health.

## Contribution

The study introduces novel lipid biomarkers causally associated with bone mineral density and fracture risk using integrated Mendelian randomization and observational analyses.

## Key findings

- Seven lipid classes were found to be causally associated with bone mineral density and/or fractures.
- Specific lipid species like SM(d18:1/16:0) and CE(18:3) were confirmed to be associated with hip BMD change.
- Lipids such as total SM and GM3 were linked to an increased risk of fractures over 8 years.

## Abstract

To identify and validate lipid metabolites associated with bone mineral density (BMD) change and fracture risk through integrated Mendelian randomization (MR) and observational analyses. Two-sample MR analysis was first performed to uncover potential causal relationships between 32 lipid classes and 576 lipid species and BMD and fractures. Identified signatures were subsequently validated in an independent cohort (N = 492), where lipids, BMD, and fracture status were measured at two time points, 8 years apart. The false discovery rate method was employed to control multiple testing. Linear and log binomial mixed-effects models were used to analyze lipid associations with hip BMD and fracture risk, respectively. Two-sample MR revealed seven lipid classes causally associated with BMD and/or fractures, including acylcarnitine (AC), cholesteryl ester (CE), sphingomyelin (SM), phosphatidylinositol (PI), GM3 ganglioside (GM3), alkylphosphatidylcholine (PC(O)) and triacylglycerol (TG). Causal associations were found between 18 lipid species across these classes and BMD, and 10 lipid species were associated with fractures. Validation in an independent longitudinal cohort confirmed associations for total SM, SM(d18:1/16:0), SM(d18:2/24:0), and CE(18:3) with hip BMD change (β ranging from − 0.036 to − 0.012 g/cm2, per log µM increase, p < 1.13 × 10–2). Total SM, total GM3, and SM(d18:2/18:1), SM(d18:2/22:0), SM(d18:2/17:0) were associated with an increased risk of fractures (RR ranging from 1.038 to 1.290 g/cm2, per log µM increase, p < 5 × 10–2) over 8 years. Our findings suggest that alterations in lipid metabolism play a causal role in bone remodeling and fracture risk. This warrants further investigation into the mechanisms of lipid-mediated BMD changes and the potential for identifying patients at ‘high risk’ of osteoporotic fracture.

The online version contains supplementary material available at 10.1007/s00223-025-01399-1.