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Updated: Dec 15, 2025

Large-Scale Multi-Omics Genome-Wide Association Studies Mo-GWAS: Guidelines for Sample Preparation and Normalization
Published on: July 27, 2021
A genome-wide scan for pleiotropy between bone mineral density and nonbone phenotypes
Maria A Christou1, Georgios Ntritsos1, Georgios Markozannes1
1Department of Hygiene and Epidemiology, Clinical and Molecular Epidemiology Unit, School of Medicine, University of Ioannina, Ioannina, Greece.
This study identified 12 genetic markers associated with bone mineral density (BMD) and other non-bone conditions, revealing shared biological mechanisms. These pleiotropic associations enhance our understanding of osteoporosis and related diseases.
Area of Science:
- Genetics
- Metabolic Bone Disorders
- Genomics
Background:
- Osteoporosis is a global metabolic bone disorder characterized by skeletal fragility.
- Genetic pleiotropy, where one gene influences multiple traits, is crucial for understanding complex diseases.
- Identifying pleiotropic loci for bone mineral density (BMD) can illuminate shared biological pathways with other conditions.
Purpose of the Study:
- To identify pleiotropic genetic loci associated with bone mineral density (BMD) and non-bone phenotypes using genome-wide association studies.
- To investigate shared genetic underpinnings between skeletal fragility and other diseases or traits.
Main Methods:
- Searched the NHGRI-EBI Catalog for genome-wide significant associations (P < 5 × 10⁻⁸) excluding bone phenotypes.
- Used SNiPA to identify proxy single nucleotide polymorphisms (SNPs) and assessed their association with femoral neck (FN) and lumbar spine (LS) BMD data from the GEFOS Consortium.
- Replicated findings in over 400,000 UK Biobank participants, examining genetic markers for BMD and heel bone ultrasound data.
Main Results:
- Identified 72 BMD-related pleiotropic SNPs in the discovery stage.
- Replicated 12 SNPs in 11 loci across 8 chromosomes in the UK Biobank cohort.
- These 12 SNPs were associated with BMD and 14 other distinct phenotypes, including dermatological, allergic, and gastroenterological conditions, as well as magnesium levels.
Conclusions:
- Twelve genome-wide significant SNPs associated with BMD demonstrate pleiotropy with non-bone phenotypes.
- These pleiotropic associations, such as rs479844 and rs4072037, highlight shared genetic mechanisms between bone health and other diseases.
- Understanding these pleiotropic effects can deepen the genetic insights into bone-related disorders and their comorbidities.
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