Mode
Text Size
Log in / Sign up

Genetic correlation between kidney function and Alzheimer disease is absent in European and African ancestry cohortsWhy Kidneys and the Aging Brain May Share More DNA Than We Knew

AI-generated summary of the cited source, checked by automated accuracy review. How we work

Key Takeaway
Note that most genetic overlap between kidney function and Alzheimer disease reflects horizontal pleiotropy, with APOE as the only shared causal locus.

This study investigated the shared genetic architecture between kidney function and Alzheimer disease using data from European and African ancestry individuals. The analysis included approximately 1.5 million individuals of European ancestry and 145,000 of African ancestry for kidney function, alongside 63,926 and 398,058 in two European cohorts and 9,168 of African ancestry for Alzheimer disease. No genome-wide genetic correlation was observed, with a genetic correlation coefficient (rg) approximately 0 and a p-value greater than 0.1.

In European ancestry populations, sixteen pleiotropic loci were identified with a conjunctional false discovery rate less than 0.05. In contrast, no pleiotropic loci were identified in African ancestry populations. Across both ancestries, the APOE locus was the only one shared between the two traits. Vertical pleiotropy, indicating that kidney function-related genetic variants causally affect Alzheimer disease risk, was identified at the PICALM and EFTUD1 loci. Horizontal pleiotropy was observed at most pleiotropic loci, as well as at CD2AP, MAT1A, and SYMPK loci.

Safety, tolerability, and adverse events were not reported in this genetic association study. Key limitations include the absence of genome-wide genetic correlation and the distinct genetic architectures observed across different ancestries. Most of the genetic overlap reflects horizontal pleiotropy, with limited evidence of vertical pleiotropy at specific loci. The APOE variant was the only one demonstrating shared causality across both traits. These findings have implications for risk prediction models but suggest that direct therapeutic translation targeting kidney function to modify Alzheimer disease risk is currently unsupported by this evidence.

A Puzzle Doctors Have Noticed for Years

If you care for an older parent with kidney disease, you may have heard something worrying from their doctor. People with chronic kidney disease are more likely to develop Alzheimer's. Not a little more likely — noticeably more.

That link has shown up in study after study. But no one really understood why. Was it shared risk factors like diabetes and high blood pressure? Was the kidney somehow affecting the brain? Or were both just diseases of aging that happened to travel together?

A new paper tried to answer that question by looking at the deepest layer of biology — DNA.

Alzheimer's is one of the most feared diagnoses of old age. Chronic kidney disease is one of the most common. Together, they affect tens of millions of people. If the two conditions share biological machinery, understanding that machinery could one day open doors to better prediction — maybe even better prevention.

This study is the first to look at their shared genetics at a very large scale and across different populations.

The Old Way and the New Twist

Previous studies had asked a simpler question: if you add up all of someone's genetic risk for kidney disease, does it predict their risk for Alzheimer's? The answer was mostly no. The overall genetic correlation between the two conditions was close to zero.

But that hides something important.

The researchers behind this new study argued that looking at the entire genome as one big number misses the story. Two conditions might not track together across all of DNA, yet still share specific hotspots where the same genes matter for both.

So they zoomed in.

Think of the genome as a massive city map. Earlier studies asked, "Are these two neighborhoods alike overall?" — and found no. This new work walked the streets one by one, asking, "Is there a single block where the same house affects both conditions?"

That kind of block is called a pleiotropic locus. Pleiotropy is a ten-dollar word for one gene doing more than one job.

And there are two flavors. Horizontal pleiotropy is when a shared biological pathway affects both conditions from different angles — like a single power outage knocking out both your fridge and your WiFi. Vertical pleiotropy is when one thing actually causes the other — like your fridge failing and your food spoiling.

The distinction matters, because only vertical pleiotropy suggests that fixing one condition might help the other.

The Study Behind the Numbers

The researchers combined genetic data from massive sources. For kidney function, they drew on studies of roughly 1.5 million people of European ancestry and about 145,000 of African ancestry. For late-onset Alzheimer's, they pooled data from hundreds of thousands of European-ancestry participants and about 9,000 people of African ancestry.

Then they layered several modern statistical tools on top — methods that can tease apart whether two conditions share the same DNA variant or just live in the same neighborhood.

Even though the overall genetic correlation was essentially zero, 16 specific hotspots lit up when the researchers looked locally in European-ancestry data. Familiar names showed up. APOE — the most famous Alzheimer's risk gene. PICALM, SPI1, EFTUD1 — names less well known to the public, but important in brain and immune biology.

Most of these hotspots turned out to be horizontal pleiotropy: shared upstream biology, but with different specific variants driving each condition. Not a direct chain reaction.

One variant was different.

The APOE ε4 allele — the single most common genetic risk factor for late-onset Alzheimer's — turned out to be the only variant with shared causality for both kidney function and Alzheimer's. In other words, the same exact DNA change affects both traits.

At two other spots — PICALM and EFTUD1 — the researchers found evidence of vertical pleiotropy, suggesting that kidney-related genetic variants at those specific loci may causally influence Alzheimer's risk down the road.

The Ancestry Gap

Here's the finding that may matter most for the future. Almost none of the European hotspots showed up in the African-ancestry data. Of the 16 pleiotropic loci found in Europeans, only one — APOE — was shared across both ancestry groups.

That's not just a scientific curiosity. Risk prediction tools and future drug targets built mostly on European data will almost certainly work better for some populations than others. Closing that gap requires bigger, more diverse genetic studies — a challenge the field has been slow to meet.

If you or a loved one has chronic kidney disease, this paper does NOT mean treating the kidney will prevent Alzheimer's. It does suggest that the two conditions share real biology at specific spots — enough to take the link seriously as a research direction.

For most people, the practical takeaway is the same as before: manage blood pressure, manage diabetes, stay active, keep kidney function monitored as you age. These habits help both organs anyway.

This is a preprint — posted publicly but not yet peer-reviewed. Most of the genetic data came from European-ancestry populations. The African-ancestry samples were much smaller, meaning real shared loci could have been missed just from lack of statistical power. Genetic associations point at biology; they rarely prove cause directly on their own.

The next step is replication in larger, more diverse samples, and follow-up experiments that test whether the suggested kidney-to-brain pathways at PICALM and EFTUD1 actually play out in real tissue. Meanwhile, the finding that APOE ε4 touches both kidney function and the aging brain adds one more reason to understand this gene in depth.

Study Details

Study typeCohort
Sample sizen = 63,926
EvidenceLevel 3
PublishedApr 2026
View Original Abstract ↓
Epidemiological studies have consistently shown that chronic kidney disease is associated with increased Alzheimer disease risk. However, the underlying genetic architecture connecting these two conditions remains largely unexplored beyond genome-wide correlation analyses. Here, we conducted the first comprehensive, multi-ancestry, large-scale genetic investigation to identify shared genetic components between kidney function and Alzheimer disease. We leveraged large-scale genome-wide association study summary statistics for estimated glomerular filtration rate (N {approx} 1.5 million European, N {approx} 145,000 African ancestry) and late-onset Alzheimer disease (N = 63,926 and N = 398,058 in two European cohorts; N = 9,168 in African ancestry) corrected for competing risk bias. We deployed a novel analytical framework integrating linkage disequilibrium score regression and polygenic risk score analysis, local analysis of [co]variant association, conjunctional false discovery rate analysis with Bayesian colocalization and fine-mapping, and bidirectional cis-Mendelian randomization to identify vertical pleiotropy. Despite the absence of genome-wide genetic correlation (rg {approx} 0, p > 0.1), local genetic analysis uncovered striking regional heterogeneity. Sixteen pleiotropic loci were identified in individuals of European ancestry (conjunctional false discovery rate < 0.05), including APOE, PICALM, SPI1, and EFTUD1, alongside 15 loci with significant local genetic correlations. Fine-mapping revealed that most pleiotropic loci harbored distinct causal variants for kidney function and Alzheimer disease, indicating horizontal pleiotropy. An APOE {epsilon}4-defining allele (rs429358) was the sole variant with shared causality across both traits. We identified vertical pleiotropy using cis-Mendelian randomization at the PICALM and EFTUD1 loci, providing evidence that kidney function-related genetic variants can causally affect Alzheimer disease risk at specific genomic loci. In contrast, loci such as CD2AP, MAT1A, and SYMPK demonstrated horizontal pleiotropy, reflecting shared upstream biological pathways rather than direct causal mediation. Notably, APOE was the only pleiotropic locus shared between European and African ancestry groups, underscoring marked ancestry-specific genetic architectures with critical implications for risk prediction and therapeutic translation. Alzheimer disease and kidney function share genetic components at specific loci rather than genome-wide, with mixed directional effects and horizontal pleiotropy explaining the absent global correlation despite strong local signals. At a subset of loci, we identified directional effects linking kidney genetic determinants to Alzheimer disease risk using cis-Mendelian randomization, supporting a complex kidney-brain genetic axis. Most overlap reflects horizontal pleiotropy, with limited loci showing vertical pleiotropy. APOE was the only shared locus across ancestries, underscoring ancestry-specific architectures with implications for risk prediction. The multi-scale approach used here also provides a methodological framework for dissecting complex disease relationships missed by traditional genome-wide analyses.
Free Newsletter

Clinical research that matters. Delivered to your inbox.

Join thousands of clinicians and researchers. No spam, unsubscribe anytime.