Genome‐wide mediation analysis reveals amyloid and tau imaging genetics patterns in Alzheimer’s Disease

Abstract Background Alzheimer’s disease (AD) is a progressive neurological disorder with an unclear cause, and its amyloid and tau hypotheses need deeper investigation to understand their link to genetic variants and AD outcomes. To bridge this gap, we conduct a mediation analysis using the genotyping, amyloid and tau imaging, and cognitive data from Alzheimer’s Disease Neuroimaging Initiative (ADNI) to delineate specific mediation pathways from genetic variants such as single nucleotide polymorphisms (SNPs), to regional amyloid/tau protein aggregation in the brain, and to cognitive outcomes. Method ADNI provides genotyped data and harmonized phenotypes. We further imputed, harmonized, annotated the genotyping data. Post‐quality control and subject matching resulted in 1,051 individuals for amyloid and 525 for tau imaging measurements. We first conducted genome‐wide association study (GWAS) on 5,302,064 variants to prioritize SNPs significantly associated with cognitive scores. Subsequently, we employed a mediation model to explore how regional amyloid and tau imaging measures mediate the genetic effects on cognitive scores. Specifically, we used prioritized SNPs from GWAS as exposure, two cognitive scores (ADAS‐Cog13 and MMSE) as outcomes, and amyloid and tau imaging measures from 68 cortical regions as mediators. Additionally, we contrasted results from GWAS‐identified SNPs with five candidate AD SNPs. Result We assessed amyloid and tau aggregation in 68 cortical brain regions as mediators for SNP effects on cognitive scores; see Figure 1 for top findings. After Bonferroni correction, we found 9,551, 34,402, 5,636, and 193,002 mediation relationships for SNP‐amyloid‐ADAS13, SNP‐amyloid‐MMSE, SNP‐tau‐ADAS13, and SNP‐tau‐MMSE respectively. Tau aggregation demonstrated a broader impact on AD across cortical regions compared to amyloid. Although 4 of the candidate AD SNPs showed no signal, one of them, rs429358, demonstrated strong amyloid and tau mediated genetic effects on cognitive outcomes. Our results also showed that amyloid and tau hypotheses have different regional mediation patterns (Figure 2). For example, bankstss region only influences the tau pathway, while caudal anterior cingulate only affects the amyloid pathway. Conclusion Our genome‐wide mediation analysis has identified top cortical regions and SNPs associated with amyloid‐ and tau‐mediated cognitive declines in AD. These results yield new insights into AD etiology linking genetic determinants, cellular hallmarks, and phenotypic outcomes.

Authors

Institutions

Publication Details

Journal
Alzheimer s & Dementia
Published
2024-12-01
DOI
https://doi.org/10.1002/alz.089710
Citations
2
Primary Topic
Alzheimer's disease research and treatments
Type
article
Field-Weighted Citation Impact
0.65
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Genome‐wide mediation analysis reveals amyloid and tau imaging genetics patterns in Alzheimer’s Disease

Shu Yang, Basavaraj Hooli, Li Shen, Shizhuo Mu et al.
2 citations
Alzheimer s & Dementia
Alzheimer's disease research and treatments
0.65
article

Genome‐wide mediation analysis reveals amyloid and tau imaging genetics patterns in Alzheimer’s Disease

Shu Yang, Basavaraj Hooli, Li Shen, Shizhuo Mu, Saima Rathore, Jingxuan Bao
article en
2 citations

Abstract

Abstract Background Alzheimer’s disease (AD) is a progressive neurological disorder with an unclear cause, and its amyloid and tau hypotheses need deeper investigation to understand their link to genetic variants and AD outcomes. To bridge this gap, we conduct a mediation analysis using the genotyping, amyloid and tau imaging, and cognitive data from Alzheimer’s Disease Neuroimaging Initiative (ADNI) to delineate specific mediation pathways from genetic variants such as single nucleotide polymorphisms (SNPs), to regional amyloid/tau protein aggregation in the brain, and to cognitive outcomes. Method ADNI provides genotyped data and harmonized phenotypes. We further imputed, harmonized, annotated the genotyping data. Post‐quality control and subject matching resulted in 1,051 individuals for amyloid and 525 for tau imaging measurements. We first conducted genome‐wide association study (GWAS) on 5,302,064 variants to prioritize SNPs significantly associated with cognitive scores. Subsequently, we employed a mediation model to explore how regional amyloid and tau imaging measures mediate the genetic effects on cognitive scores. Specifically, we used prioritized SNPs from GWAS as exposure, two cognitive scores (ADAS‐Cog13 and MMSE) as outcomes, and amyloid and tau imaging measures from 68 cortical regions as mediators. Additionally, we contrasted results from GWAS‐identified SNPs with five candidate AD SNPs. Result We assessed amyloid and tau aggregation in 68 cortical brain regions as mediators for SNP effects on cognitive scores; see Figure 1 for top findings. After Bonferroni correction, we found 9,551, 34,402, 5,636, and 193,002 mediation relationships for SNP‐amyloid‐ADAS13, SNP‐amyloid‐MMSE, SNP‐tau‐ADAS13, and SNP‐tau‐MMSE respectively. Tau aggregation demonstrated a broader impact on AD across cortical regions compared to amyloid. Although 4 of the candidate AD SNPs showed no signal, one of them, rs429358, demonstrated strong amyloid and tau mediated genetic effects on cognitive outcomes. Our results also showed that amyloid and tau hypotheses have different regional mediation patterns (Figure 2). For example, bankstss region only influences the tau pathway, while caudal anterior cingulate only affects the amyloid pathway. Conclusion Our genome‐wide mediation analysis has identified top cortical regions and SNPs associated with amyloid‐ and tau‐mediated cognitive declines in AD. These results yield new insights into AD etiology linking genetic determinants, cellular hallmarks, and phenotypic outcomes.

Alzheimer s & DementiaVol. 20(S2)
Eli Lilly (United States) (US), University of Pennsylvania (US)
Openalex Percentile: Top 27%
Alzheimer's disease research and treatments
0.65
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.