Genetics of Early-Onset Alzheimer’s Disease: Investigation of Rare Variants in the LEADS Cohort

Introduction: Early-Onset Alzheimer’s Disease (EOAD) is a neurodegenerative disease (NDD) with marked heritability, the majority of which is unexplained by known pathogenic variants. We hypothesize that a portion of the genetic etiology of EOAD may be due to rare pathogenic variants in genes associated with other NDDs, including Parkinson Disease (PD), Frontotemporal Dementia (FTD), and Amyotrophic Lateral Sclerosis (ALS). Methods: First, we constructed a gene set comprised of 31 loci commercially screened for both dementia and another NDD, captured by ten commercial dementia and four commercial NDD genetic test panels. We performed gene ontology analysis of this 31-gene set. We then conducted SKAT-O testing for pathway-level enrichment of rare functional variants in whole exome sequencing (WES) data from participants in the Longitudinal Early-Onset Alzheimer’s Disease Study (LEADS) (n = 303) and age-matched controls from the Parkinson’s Progression Markers Initiative (n = 193), with pathways defined by NDD gene panel. We performed post-hoc gene-set tests for individual genes in significant pathway results. Results: SKAT-O analysis showed LEADS participants were enriched in functional SNPs compared to controls within genes in panels for PD and Parkinsonism (p=0.0003) and FTD (p=0.0119). Post-hoc testing revealed significant enrichment in FUS (p = 0.0098), from the FTD panel, and ATP7B (p = 0.0002), from the PD and Parkinsonism panel. Ontology analysis revealed that numerous neurodegeneration-associated biological processes, including mitochondrial organization and function, autophagy, proteasomal catabolism, and oxidative stress were statistically enriched in the original 31-gene set. Conclusion and Scientific Impact: Functional SNP enrichment in PD- and FTD-associated genes in the LEADS cohort suggests shared etiology amongst NDDs. The genes and pathways identified are promising for targeted research capable of detection of specific variants responsible for the missing heritability of clinical EOAD, which would improve diagnostic timeliness and accuracy.

Authors

Publication Details

Journal
Proceedings of IMPRS
Published
2025-06-24
DOI
https://doi.org/10.18060/29151
Primary Topic
Health, Environment, Cognitive Aging
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Genetics of Early-Onset Alzheimer’s Disease: Investigation of Rare Variants in the LEADS Cohort

María C. Carrillo, Jeffrey L. Dage, Gil D. Rabinovici, Dustin B. Hammers et al.
Proceedings of IMPRS
Health, Environment, Cognitive Aging
article

Genetics of Early-Onset Alzheimer’s Disease: Investigation of Rare Variants in the LEADS Cohort

María C. Carrillo, Jeffrey L. Dage, Gil D. Rabinovici, Dustin B. Hammers, Kelly Nudelman, Bradford C. Dickerson, Trever Jackson, Tatiana M. Foroud, Liana G. Apostolova, Kyle V. Rusin
article en

Abstract

Introduction: Early-Onset Alzheimer’s Disease (EOAD) is a neurodegenerative disease (NDD) with marked heritability, the majority of which is unexplained by known pathogenic variants. We hypothesize that a portion of the genetic etiology of EOAD may be due to rare pathogenic variants in genes associated with other NDDs, including Parkinson Disease (PD), Frontotemporal Dementia (FTD), and Amyotrophic Lateral Sclerosis (ALS). Methods: First, we constructed a gene set comprised of 31 loci commercially screened for both dementia and another NDD, captured by ten commercial dementia and four commercial NDD genetic test panels. We performed gene ontology analysis of this 31-gene set. We then conducted SKAT-O testing for pathway-level enrichment of rare functional variants in whole exome sequencing (WES) data from participants in the Longitudinal Early-Onset Alzheimer’s Disease Study (LEADS) (n = 303) and age-matched controls from the Parkinson’s Progression Markers Initiative (n = 193), with pathways defined by NDD gene panel. We performed post-hoc gene-set tests for individual genes in significant pathway results. Results: SKAT-O analysis showed LEADS participants were enriched in functional SNPs compared to controls within genes in panels for PD and Parkinsonism (p=0.0003) and FTD (p=0.0119). Post-hoc testing revealed significant enrichment in FUS (p = 0.0098), from the FTD panel, and ATP7B (p = 0.0002), from the PD and Parkinsonism panel. Ontology analysis revealed that numerous neurodegeneration-associated biological processes, including mitochondrial organization and function, autophagy, proteasomal catabolism, and oxidative stress were statistically enriched in the original 31-gene set. Conclusion and Scientific Impact: Functional SNP enrichment in PD- and FTD-associated genes in the LEADS cohort suggests shared etiology amongst NDDs. The genes and pathways identified are promising for targeted research capable of detection of specific variants responsible for the missing heritability of clinical EOAD, which would improve diagnostic timeliness and accuracy.

Proceedings of IMPRSVol. 7(1)
Openalex Percentile: Top 71%
Health, Environment, Cognitive Aging
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.