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Updated: Feb 16, 2026

Large-Scale Multi-Omics Genome-Wide Association Studies Mo-GWAS: Guidelines for Sample Preparation and Normalization
Published on: July 27, 2021
Integrating genome-wide association study summaries and element-gene interaction datasets identified multiple
Awen He1, Wenyu Wang2, N Tejo Prakash3
1Key Laboratory of Trace Elements and Endemic Diseases of National Health and Family Planning Commission, School of Public Health, Health Science Center, Xi'an Jiaotong University, Xi'an, P. R. China.
This study reveals significant links between chemical elements and human diseases using gene set enrichment analysis (GSEA). Researchers identified novel associations, such as nickel with hypertriglyceridemia, offering new insights into element-disease relationships.
Area of Science:
- Environmental Health
- Genomics
- Toxicology
Background:
- Chemical elements play a crucial role in human health.
- Genomic data for complex diseases provide opportunities to study element-disease relationships.
- Gene set enrichment analysis (GSEA) is a valuable tool for investigating these connections.
Purpose of the Study:
- To systematically investigate associations between chemical elements and complex diseases/traits.
- To apply GSEA by integrating element-gene interaction data with genome-wide association study (GWAS) data.
- To identify both known and novel relationships between elements and diseases.
Main Methods:
- Extracted element-gene interaction data for 24 elements from the Comparative Toxicogenomics Database (CTD).
- Downloaded GWAS summary datasets for 24 complex diseases/traits from dbGaP or GEFOS.
- Applied GSEA to analyze integrated datasets and identify significant associations (False Discovery Rate < 0.05).
Main Results:
- Identified significant associations between 7 elements and 13 complex diseases/traits.
- Confirmed known links, including aluminum with Alzheimer's disease and calcium with bone mineral density.
- Discovered novel associations, such as nickel with hypertriglyceridemia and bipolar disorder.
Conclusions:
- The study validates the effectiveness of GSEA in uncovering element-disease relationships.
- Findings provide novel clues for discovering causal links between elements and complex diseases.
- Results support the integration of genomic and toxicogenomic data for health research.
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