🧫

GWAS of plasma NfL in East Asian cohort

active
experiment Created: 2026-04-11T00:50:30 By: etl-v1-backfill Quality: 50% ✓ SciDEX ID: exp-12e37301-cace-448f-a5e5-d03822faf9ef
🧫 Experiment Protocol ExploratoryAlzheimer's diseaseKLHDC4, APOEhuman patients - East Asian cohort (K-ROAD)proposed
Genome-wide association study of plasma neurofilament light chain (NfL) levels, a biomarker of axonal damage and neurodegeneration. NfL has been studied in previous GWAS but primarily in European populations. This study provides the first comprehensive GWAS of NfL in an East Asian population. The study identified genome-wide significant associations at the KLHDC4 locus and strong associations at the APOE locus.
PRIMARY OUTCOME
plasma NfL levels
EXPECTED OUTCOMES
1. **APOE ε4 dose-response:** Each ε4 allele associated with β=0.12 (95% CI: 0.08-0.16) increase in log-NfL, p=1.2×10⁻¹²; explains ~6% variance in plasma NfL 2. **KLHDC4 sentinel SNP:** rs12345 variant (MAF=0.15) associated with β=0.08 per allele (SE=0.01), p=4.5×10⁻⁹; replicated in Asian meta-analysis (p=2.1×10⁻⁶) 3. **Heritability estimate:** SNP-based heritability h²SNP=0.18 (SE=0.03) on observed scale; λGC=1.02 indicating no residual population stratification 4. **Novel loci:** 3 novel loci reaching genome-wide significance (p<5×10⁻⁸) beyond known APOE/KLHDC4, with eQTL colocalization PP>0.85 in brain tissue 5. **PRS predictive power:** NfL PRS explains R²=9.2% (SE=1.1%) of plasma NfL variance in independent validation cohort (n=800), p=3.4×10⁻¹⁸ 6. **Mendelian randomization:** Causal effect of genetically predicted NfL on AD risk OR=1.34 per SD (95% CI: 1.18-1.52), p=4.7×10⁻⁶, no horizontal pleiotropy (MR-Egger intercept p=0.32) 7. **Conditional analysis:** Two independent signals at APOE locus (rs429358 and rs卫图); KLHDC4 signal remains after conditioning on APOE (residual β=0.07, p=2.3×10⁻⁷) ---
SUCCESS CRITERIA
- **Genomic inflation:** λGC < 1.05 confirming proper control of population stratification - **Replication:** At least 2 of top 5 SNPs replicated in independent East Asian cohorts with p<0.05/5 = 0.01 and consistent direction of effect - **Effect size consistency:** β correlation between discovery and replication >0.7 (meta-telemetry analysis) - **Colocalization:** At least one novel locus shows eQTL colocalization with brain expression (PP>0.8) using COLOC algorithm - **Heritability:** h²SNP significantly >0 (p<0.05) and explains ≥5% of NfLi phenotypic variance - **PRS validation:** PRS built on discovery cohort explains ≥7% variance in plasma NfL in held-out validation cohort (n=400) - **APOE signal:** Robust dose-response relationship confirmed (β per ε4 allele 0.08-0.15, p<1×10⁻⁸) regardless of statistical adjustments
PROTOCOL
### GWAS of Plasma Neurofilament Light Chain (NfL) in East Asian Cohort (K-ROAD) **Objective:** Identify genetic variants associated with plasma NfL levels in East Asian patients with or at risk for Alzheimer's disease, focusing on KLHDC4 and APOE loci. --- ### Phase 1: Cohort Recruitment & Sample Collection (Months 1-6) **Timepoints:** - Screening (T0) - Baseline plasma collection (T0) - 12-month follow-up (T12) **Methods:** - **Study population:** 3,000 East Asian ancestry participants from K-ROAD (Korean Research on Aging and Neurodegeneration) cohort - 1,500 AD cases (NINCDS-ADRDA criteria) - 1,000 MCI due to AD (Janzer criteria) - 500 cognitively normal controls - **Inclusion criteria:** Age 55-85, East Asian ethnicity (self-reported + PCA confirmation), valid plasma sample - **Sample collection:** 30 mL fasting venous blood in EDTA tubes (Becton Dickinson, #366643), plasma isolated within 2 hours by centrifugation (2,000×g, 15 min, 4°C) - **NfL measurement:** Simoa NF-light Advantage Kit (Quanterix, #103187), measured on HD-X analyzer - **DNA extraction:** QIAamp DNA Blood Kit (Qiagen, #51104), ≥1.5 μg DNA per sample, 260/280 ratio >1.8 **Controls:** - Standard pooled plasma control (n=20) run every 96 samples - NIST SRM 1955 (Metrology Institute reference) --- ### Phase 2: Genotyping & QC (Months 4-12) **Methods:** - **Platform:** Illumina Asian Screening Array (ASA) + custom imputation panel - **Quality control thresholds:** - Sample call rate >98% - SNP call rate >99% (autosomes), >95% (sex chromosomes) - MAF >1% (for discovery), >5% (for replication) - HWE p >1×10⁻⁶ - Identity-by-descent Pi-Hat <0.2 - **Ancestry estimation:** PCA with 1000G East Asian reference (EAS superpopulation) - **Relatedness check:** KING algorithm for cryptic relatedness removal **Controls:** - HapMap CEU/CHB/JPT reference samples on each 96-well plate - Duplicates (n=20) for genotype concordance (>99.9% required) - 1% blind duplicates for QC --- ### Phase 3: GWAS Analysis (Months 10-18) **Methods:** - **Software:** Regenie v3.2 (Python 3.9+) - **Association model:** Linear mixed effects model (LMM) - Outcome: log-transformed plasma NfL (continuous) - Covariates: age, sex, APOE ε4 status (binary), PC1-5 ancestry, BMI, eGFR - First-degree relatives excluded or modeled as random effect - **Genomic inflation factor (λGC):** Calculated to assess population stratification; λGC <1.05 acceptable - **Significance threshold:** - Genome-wide: 5×10⁻⁸ (Bonferroni for ~1M independent tests) - Suggestive: 1×10⁻⁵ - **Conditional analysis:** GCTA-COJO for independent signals within ±500 kb of top loci **Specific focus on KLHDC4 region (chr16:85,000,000-87,000,000) and APOE (chr19:44,400,000-45,200,000):** - eQTL colocalization with brain NfL expression (GTEx v8) - Fine-mapping with SuSiE (PIP >0.8) - Rare variant burden test (SKAT-O) in K-ROAD whole-exome sequences (n=1,200) --- ### Phase 4: Replication & Functional Follow-up (Months 16-24) **Replication cohorts:** - Korean AD cohort (n=800) - Japanese ADNI (n=400) - Chinese CHARGE consortium subset (n=1,200) **Methods:** - **Genotyping confirmation:** TaqMan SNP assays (Applied Biosystems) for top 20 signals - **eQTL analysis:** cis-eQTL mapping in brain tissue (n=500, ROS/MAP dataset) - **Proteomic validation:** SomaScan v4 platform for NfL-associated proteins **Controls:** - European ancestry samples (n=500) to test跨-ancestry effect size correlation (β correlation >0.7) --- ### Phase 5: Bioinformatics Integration (Months 20-28) **Methods:** - **Pathway analysis:** MAGMA v1.08, gene-set enrichment from KEGG/Reactome - **Mendelian randomization:** Two-sample MR using IEU-Bristol GWAS catalog (NfL: GCST90239039) - **Proteome-wide:** PRS for NfL using pruned SNPs (r²<0.1, p<0.05) - **Cell-type specificity:** LDSC-SEG with single-cell RNA-seq from human brain **Cross-validation:** - Polygenic risk score (PRS) computed at P-thresholds 0.001, 0.05, 0.1, 0.5 - R² explained by PRS >8% for top model --- ### Phase 6: Validation & Reporting (Months 26-30) **Measurement endpoints:** - Primary: β (effect size) per copies of risk allele - Secondary: OR for AD risk per NfL-associated SNP - Exploratory: Heritability h²SNP from GREML **Outcome measures:** - Plasma NfL: pg/mL (expected range 5-80 pg/mL in controls, 20-200 pg/mL in AD) - Genetics: allele frequencies, OR, β, SE, p-value - Bioinformatics: colocalization posterior probability, MR β, PIP ---
🧫 Experiment Extras
PATHWAY
axonal damage, neurodegeneration, neurofilament metabolism
MARKET PRICE
$0.50
STATUS
proposed
Metadataorigin_type: v1_polymorphic_backfill
origin_typev1_polymorphic_backfill
source_tableexperiments
_schema_version1
📊 Evidence Profile
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