# Genetic Burden and APOE Methylation in a Korean Multi-Generational Alzheimer’s Disease Family: An Exploratory Multi-Omics Case Study

**Authors:** Je-Hyun Eom, Mu-Yeol Cho, Ji-Won Kim, Yunwoo Kim, Seung-Jo Yang, Jiyoung Hwang, Dahye Lee, Hye-Sung Kim, Young-Youn Kim, Hanseung Baek

PMC · DOI: 10.3390/jpm16020066 · 2026-01-29

## TL;DR

This study explores genetic and methylation patterns in a Korean family with Alzheimer's disease to better understand individual risk factors.

## Contribution

The study presents an exploratory multi-omics analysis of a multi-generational Alzheimer's family, linking genetic burden and APOE methylation.

## Key findings

- An affected family member had the lowest genetic burden score but lower APOE methylation compared to healthy relatives.
- CR1 contributed the most risk alleles in the family, followed by PICALM.
- The findings suggest that methylation patterns may influence Alzheimer's risk but cannot establish causality from this single case.

## Abstract

Background/Objectives: Alzheimer’s disease (AD) exhibits high heritability (60–80%), yet individual-level genetic risk prediction remains challenging. While APOE ε4 is the strongest genetic risk factor, incomplete penetrance complicates risk assessment. Methods: We analyzed seven blood-related members across three generations using the Korean Chip v2.0 genotyping (~1.2 M SNPs) and Illumina EPICv2 DNA methylation profiling. Genetic burden score (GBS) was calculated by summing risk alleles across 320 variants in six AD-associated genes (APOE, PICALM, CLU, CR1, BIN1, and ABCA7). Results: An unexpected pattern was observed in this family: the affected individual (J-003) had the lowest GBS (39 alleles), while individuals with higher genetic burden (51–61 alleles) remained cognitively healthy. J-003 also exhibited lower APOE methylation (β = 0.495) compared to the family mean (β = 0.523). CR1 contributed the most risk alleles across the family, followed by PICALM. Conclusions: This single-case observation cannot establish causality, generalizability, or biological significance. The affected individual’s lower APOE methylation may represent a causal factor, disease consequence, or coincidental variation—scenarios that cannot be distinguished from this dataset. Validation in larger cohorts with multiple affected individuals is required to determine whether integrated multi-omics approaches can inform personalized risk assessment in familial contexts.

## Linked entities

- **Genes:** APOE (apolipoprotein E) [NCBI Gene 348], PICALM (phosphatidylinositol binding clathrin assembly protein) [NCBI Gene 8301], CLU (clusterin) [NCBI Gene 1191], CR1 (complement C3b/C4b receptor 1 (Knops blood group)) [NCBI Gene 1378], BIN1 (bridging integrator 1) [NCBI Gene 274], ABCA7 (ATP binding cassette subfamily A member 7) [NCBI Gene 10347]
- **Diseases:** Alzheimer’s disease (MONDO:0004975)

## Full-text entities

- **Genes:** APP (amyloid beta precursor protein) [NCBI Gene 351] {aka AAA, ABETA, ABPP, AD1, APPI, CTFgamma}, APOE (apolipoprotein E) [NCBI Gene 348] {aka AD2, APO-E, ApoE4, LDLCQ5, LPG}, PICALM (phosphatidylinositol binding clathrin assembly protein) [NCBI Gene 8301] {aka CALM, CLTH, LAP}, MAPT (microtubule associated protein tau) [NCBI Gene 4137] {aka DDPAC, FTD1, FTDP-17, MAPTL, MSTD, MTBT1}, ABCA7 (ATP binding cassette subfamily A member 7) [NCBI Gene 10347] {aka ABCA-SSN, ABCX, AD9}, BIN1 (bridging integrator 1) [NCBI Gene 274] {aka AMPH2, AMPHL, CNM2, SH3P9}, CLU (clusterin) [NCBI Gene 1191] {aka AAG4, APO-J, APOJ, CLI, CLU1, CLU2}, CR1 (complement C3b/C4b receptor 1 (Knops blood group)) [NCBI Gene 1378] {aka C3BR, C4BR, CD35, KN}, DNMT1 (DNA methyltransferase 1) [NCBI Gene 1786] {aka ADCADN, AIM, CXXC9, DNMT, HSN1E, MCMT}
- **Diseases:** inflammation (MESH:D007249), NOT disease (MESH:D004194), neurodegeneration (MESH:D019636), injury to (MESH:D014947), Diabetes Mellitus (MESH:D003920), AD (MESH:D000544), neuroinflammation (MESH:D000090862), DM (MESH:D009223), GBS (MESH:D030342), Hypertension (MESH:D006973), Osteoporosis (MESH:D010024), type 2 diabetes (MESH:D003924), coronary artery disease (MESH:D003324), Dementia (MESH:D003704), cognitive decline (MESH:D003072)
- **Chemicals:** EDTA (MESH:D004492), memantine (MESH:D008559), triglycerides (MESH:D014280), cholesterol (MESH:D002784), reactive oxygen (-), agarose (MESH:D012685), lipid (MESH:D008055), folate (MESH:D005492), glucose (MESH:D005947)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Mutations:** rs7412, rs429358, C/T
- **Cell lines:** J-003 — Homo sapiens (Human), Bladder carcinoma, Cancer cell line (CVCL_M891)

## Figures

5 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12941720/full.md

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Source: https://tomesphere.com/paper/PMC12941720