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Updated: Mar 21, 2026

Large-Scale Multi-Omics Genome-Wide Association Studies Mo-GWAS: Guidelines for Sample Preparation and Normalization
Published on: July 27, 2021
Evaluating ancestry adjustment in multi-ancestry epigenome-wide analysis.
Yueming Liu1, Alan Kuang1, Marie-France Hivert2,3,4
1Division of Biostatistics and Informatics, Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.
Creating new reference sets from multi-ancestry cohorts improves ancestry adjustment in epigenome-wide association studies (EWAS). This enhances the detection of biologically relevant associations for newborn traits.
Area of Science:
- Genetics
- Epigenetics
- Population Genetics
Background:
- Accurate adjustment for population substructure is crucial in epigenome-wide association studies (EWAS), especially in diverse ancestral cohorts.
- The EPISTRUCTURE tool, a genotype-free ancestry inference method, was initially validated using a European reference population (KORA).
- Its performance in multi-ancestry settings requires further evaluation.
Purpose of the Study:
- To assess the effectiveness of EPISTRUCTURE's principal components (PCs) for ancestry adjustment in EWAS using multi-ancestry cord-blood samples.
- To compare ancestry adjustment using a standard European (KORA) reference versus novel references derived from the Hyperglycemia and Adverse Pregnancy Outcome (HAPO) cohort.
- To evaluate the impact of different reference sets on association detection and biological interpretation for newborn adiposity traits.
Main Methods:
- Systematically evaluated EPISTRUCTURE PCs derived from KORA and HAPO-based reference sets.
- HAPO reference sets were constructed using varying SNP-CpG R² thresholds (e.g., RS30: R² > 0.3) to identify ancestry-informative CpGs.
- Applied these references for population substructure adjustment in EWAS of birthweight, cord C-peptide, and sum of skinfolds in HAPO cord blood samples (n=3,116).
Main Results:
- The HAPO RS30 reference consistently yielded lower genomic inflation compared to the KORA reference.
- Biologically relevant associations for birthweight and cord blood C-peptide were more frequently identified using the HAPO-derived reference.
- Pathway enrichment analyses revealed significant immune and metabolic signals, with some pathways uniquely identified using the HAPO reference.
Conclusions:
- Reference sets generated from multi-ancestry cohorts, such as HAPO, provide superior ancestry adjustment in EWAS.
- Utilizing ancestry-informative CpGs from diverse populations enhances the detection of true biological associations.
- This approach improves the reliability and interpretability of EWAS findings in genetically heterogeneous cohorts.
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