AbstractBackgroundGenome‐Wide Association Studies (GWAS) have identified 86 SNPs associated with Alzheimer’s disease (AD). GWAS‐SNPs are markers of genetic variation in linkage disequilibrium (LD), which may drive the association with AD. One major class of genetic variation are Structural Variants (SVs), which can regulate transcription and translation of nearby genes. Here, we explored the interplay between large SVs (>50 bp) and AD‐associated SNPs.MethodWe performed long‐read whole‐genome sequencing of 214 individuals representing the extreme ends of the cognitive spectrum: N = 93 AD patients (age 67.2∓8.5), and N = 121 cognitively healthy centenarians (age 101.2∓1.8). We identified SVs using sniffles2 genome‐wide, further characterised them through (local) de novo assembly, and annotated tandem repeats (TR) and transposable elements (TE). Next, we estimated LD between SVs and 86 AD‐associated GWAS‐SNPs, Finally, we compared SNP frequencies and SV sizes between AD cases and centenarians using logistic regression models.ResultAcross all 214 individuals, we found >27,404 SVs (>50 bp), with a Minor Allele Frequency (MAF) ≥ 5%. Most SVs were TRs (63%), followed by TEs (37%). We found that 37 AD GWAS‐SNPs paired with 90 SVs in low to strong LD (R2 > 0.1), 56 of which involved SNP‐TR pairs (62%) and 34 involved SNP‐TE pairs (38%). In six AD loci, the SVs associated more strongly with AD risk than the leading GWAS‐SNP (p < 0.05). This includes ADAM10, CTSH, SLC2A4RG, CD2AP, SPI1, and IDUA, which were encompassed by complex haplotypes harbouring multiple TRs and TEs.ConclusionOur findings provide the first support for SVs as candidate‐drivers of the association between respective GWAS loci with AD risk. Hence, SVs may lead to increased effect sizes.