Illumina whole-genome sequencing provides greater insight into genetic signals behind common diseases--according to Nature study
Rhea-AI Summary
Illumina (NASDAQ: ILMN) and collaborators published a Nature study on Nov 12, 2025 showing whole-genome sequencing (WGS) with DRAGEN capture nearly 90% of genetic signal across 34 common diseases and traits, addressing the "missing heritability" gap. The analysis used 347,630 WGS samples from UK Biobank and replication in the Alliance for Genomic Discovery.
Key findings: WGS outperformed whole-exome sequencing and arrays, with WES explaining 17.5% of genetic variance, arrays missing 20–40% of some rare alleles, and WGS recovering >30% of rare-variant heritability for HDL and LDL. Advanced AI tools (PrimateAI-3D, DRAGEN) improved rare-variant interpretation and drug-target discovery.
Positive
- WGS captured nearly 90% genetic signal across 34 traits
- Analysis of 347,630 WGS samples from UK Biobank
- WES explained only 17.5% of genetic variance (WGS superior)
- Array methods missed 20–40% of subset rare alleles
- WGS recovered >b30% of rare-variant heritability for HDL and LDL
- Findings replicated in Alliance for Genomic Discovery
Negative
- None.
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Study shows that rare variants captured by Illumina WGS with DRAGEN™ variant calling explain most of the "missing heritability" in complex human diseases and traits, including those related to blood pressure and cholesterol
Results demonstrate the advantages of WGS over WES and genotyping arrays for assessing genetic risk and identifying drug target candidates.
"This study shows how Illumina's whole-genome sequencing, powered by DRAGEN secondary analysis and cutting-edge statistical and deep-learning tools, get more out of large cohort studies," said Rami Mehio, senior vice president and general manager of BioInsight at Illumina. "Our top-performing WGS reveals much more of the genetic signals underlying common diseases, offering researchers AI driven insights that can predict disease risk and identify drug targets."
Solving for missing heritability
Heritability is a critical parameter for researchers, giving them an upper limit for genetics-based risk predictions and pointing them toward traits to target for drug discovery and development. Heritability estimates from large, biobank-based genetic studies typically do not match estimates from family-based genetic studies. The gap between these findings is known as "missing heritability." In the study, analysis of WGS data fully captures heritability for 25 of the 34 selected traits. This includes traits associated with clinical indicators like blood pressure and cholesterol levels as well as physical characteristics like waist-to-height ratio.
"Quantifying the relative contribution of rare and common variants behind this heritability gap gives researchers better strategies to identify genes to target for drug development and discovery," said Loic Yengo, professor of statistical genomics at The University of
The ambitious study, the largest of its kind to date, analyzed 347,630 WGS samples from the
"Population-level genomic datasets like
WGS proves superior to other methods in detecting common and rare variants
The study shows WGS outperformed other genotyping methods in detecting common and rare disease variants, including those with downstream clinical implications. For a subset of rare alleles, array-based methods missed between
WES, a powerful tool for analyzing the protein-coding regions of the genome, was shown to capture only a fraction of the genetic effects, explaining just
WGS-based GWAS uncovered an outsized number of rare variant associations related to lipid traits, like cholesterol levels. Over
Recognizing the growing importance of insights from large genomic datasets, Illumina recently launched BioInsight to leverage sequencing, data analysis, software, and AI. You can learn more about BioInsight, and how it can empower your research, here.
About Illumina
Illumina is improving human health by unlocking the power of the genome. Our focus on innovation has established us as a global leader in DNA sequencing and array-based technologies, serving customers in the research, clinical, and applied markets. Our products are used for applications in the life sciences, oncology, reproductive health, agriculture, and other emerging segments. To learn more, visit illumina.com and connect with us on X, Facebook, LinkedIn, Instagram, TikTok, and YouTube.
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SOURCE Illumina, Inc.