06/09/2026
New in Nature Computational Science (2026): MetaSTAARlite — a scalable pipeline for rare-variant meta-analysis at biobank scale, without sharing individual-level data.
The problem it solves: UK Biobank, All of Us, and hospital biobanks each hold large WGS datasets. But data-sharing restrictions make direct pooling legally and logistically difficult. MetaSTAARlite works on summary statistics only — raw genotypes never leave each institution.
Key validation numbers: ✔ 190,110 UK Biobank WGS individuals across three cohorts ✔ Cross-validated with UK Biobank WES (446,933) + All of Us WGS (94,532) ✔ Results highly concordant with individual-level pooled analysis ✔ Compute, memory, and storage scale linearly — biobank-ready
Covers coding + noncoding regions with functional annotation integration.
Read the paper:
MetaSTAARlite provides a scalable and resource-efficient summary statistics-based pipeline for powerful, functionally informed rare-variant meta-analysis of biobank-scale sequencing data.