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Mammalian methylation array data analysis: A practical workflow for preprocessing, quality control, and EWAS
- 김성준;
- 장수빈;
- 이종안;
- 고혜수;
- 김재민
초록
Background: The HorvathMammalMethylChip40 enables standardized DNA methylation profiling across diverse mammalian species by targeting evolutionarily conserved CpG sites; appropriate preprocessing and quality control are essential for reliable downstream analysis. Methods: This technical protocol describes a reproducible Mammalian Methylation Array workflow using SeSAMe for preprocessing and limma for epigenome-wide association study (EWAS); the workflow was demonstrated using blood-derived methylation data from 826 domestic dogs and 279 cattle to assess age-, sex-, and population-associated methylation patterns. Results: The processed Korean dog samples exhibited generally consistent bimodal β-value distributions. EWAS identified 16,275 age-associated and 1,702 sex-associated CpG sites in dogs, whereas 20,508 CpG sites were significantly associated with age in cattle. In addition, 230 CpG sites exhibited significant age-by-group interaction effects between Korean and U.S. dogs, indicating population differences in age-associated methylation patterns. Conclusion: This protocol provides a practical framework for preprocessing Mammalian Methylation Array data and identifying phenotype-associated CpG sites, thereby supporting downstream genomic annotation and functional interpretation.
키워드
- 제목
- Mammalian methylation array data analysis: A practical workflow for preprocessing, quality control, and EWAS
- 저자
- 김성준; 장수빈; 이종안; 고혜수; 김재민
- 발행일
- 2026-09
- 유형
- Y
- 권
- 10
- 호
- 3
- 페이지
- 173 ~ 184
- 언어
- ENG
- 출판사
- 한국동물유전육종학회
- 발행국가
- 대한민국
- 분량
- 12 페이지
- ISSN
- P 1226-5543