GWAS of ~30,000 samples with bone mineral density at multiple skeletal sites and its clinical relevance on fracture prediction, genetic correlations and prioritization of drug targets
Yu QianiD, Jiangwei Xia, Pingyu WangiD, Chao XieiD, Hongli LiniD, Gloria Hoi‐Yee LiiD, Cheng‐Da YuaniD, Mo-Chang Qiu, Yi-Hu FangiD, Chun-Fu YuiD, Xiang-Chun CaiiD, Saber KhederzadehiD, Pianpian ZhaoiD, Mengyuan YangiD, Jia-Dong Zhong, Xin Li, Peng-Lin GuaniD, Jia-Xuan GuiD, Si-Rui GaiiD, Xiangjiao YiiD, Jianguo TaoiD, Xiang CheniD, Mao-Mao MiaoiD, Guo‐Bo CheniD, Lin XuiD, , Hou‐Feng ZhengiD
Abstract
We conducted genome-wide association studies (GWAS) of dual-energy X-ray absorptiometry (DXA)-derived bone mineral density (BMD) traits at 11 skeletal sites, within over 30,000 European individuals from the UK Biobank. A total of 92 unique and independent loci were identified for 11 DXA-derived BMD traits and fracture, including five novel loci (harboring genes such as ABCA1, CHSY1, CYP24A1, SWAP70, and PAX1) for six BMD traits. These loci exhibited evidence of association in both males and females, which could serve as independent replication. We demonstrated that polygenic risk scores (PRSs) were independently associated with fracture risk. Although incorporating multiple PRSs (metaPRS) with the clinical risk factors (i.e., the FRAX model) exhibited the highest predictive performance, the improvement was marginal in fracture prediction. The metaPRS were capable of stratifying individuals into different trajectories of fracture risk, but clinical risk factors played a more significant role in the stratification. Additionally, we uncovered genetic correlation and shared polygenicity between head BMD and intracranial aneurysm. Finally, by integrating gene expression and GWAS datasets, we prioritized genes (e.g. ESR1 and SREBF1) encoding druggable human proteins along with their respective inhibitors/antagonists. In conclusion, this comprehensive investigation revealed a new genetic basis for BMD and its clinical relevance on fracture prediction. More importantly, it was suggested that head BMD was genetically correlated with intracranial aneurysm. The prioritization of genetically supported targets implied the potential repurposing drugs (e.g. the n-3 PUFA supplement targeting SREBF1) for the prevention of osteoporosis.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 1
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- The Clinical Utility of the BMD-related comprehensive Genome-wide polygenic score in identifying individuals with a high risk of osteoporotic fractures
Xiangxue Xiao, Qing Feng Wu·Osteoporosis InternationalPeer-reviewed·Jan 9, 2023
- The genetic architecture of trabecular bone score and association with fracture: a genome-wide association and meta-analysis
Haojie Lu, Griffin Tibbitts, … Carolina Medina‐Gómez·bioRxiv·Oct 1, 2025
- Bayesian Genome-wide Polygenic Score Integration with FRAX for Enhanced Fracture Risk Prediction in Postmenopausal Women
Anqi Liu, Jianing Liu, Qing Feng Wu·medRxiv·Jun 6, 2025
- An Atlas of Human and Murine Genetic Influences on Osteoporosis
John A. Morris, John P. Kemp, … John Brent Richards·Nature GeneticsPeer-reviewed·Dec 17, 2018
- GWAS-informed data integration and non-coding CRISPRi screen illuminate genetic etiology of bone mineral density
Mitchell Conery, James A. Pippin, … Struan F.A. Grant·Genome biologyPeer-reviewed·Oct 3, 2025
- Transcriptome-wide Association Study and eQTL colocalization identify potentially causal genes responsible for bone mineral density GWAS associations
Basel Maher Al-Barghouthi, Will T. Rosenow, … Charles R. Farber·eLifePeer-reviewed·Nov 17, 2022