Phased-assembly-driven pangenome graphs for structural variant genotyping and complex trait mapping in dairy cattle

L Liu Yang Y Yahui Gao K Kristen L. Kuhn N Nayan Bhowmik W Wenli Li (State Key Laboratory for Crop Stress Resistance and High-Efficiency Production, Shaanxi Key Laboratory of Natural Products & Chemical Biology, College of Chemistry & Pharmacy, Northwest A&F University, 3 Taicheng Road, Yangling, Shaanxi 712100, China) G Geoffrey Zanton L Lingzhao Fang J John B. Cole C Congjun Li R Ransom L. Baldwin, VI C Curtis P. Van Tassell B Benjamin D. Rosen L Li Ma T Timothy P. L. Smith G George E. Liu

Abstract

Abstract Structural variants are an underexplored source of genetic diversity. As part of the FarmGTEx Project, here we report a Holstein breed-specific pangenome graph (H20D) using Minigraph-Cactus and 40 phased haploid assemblies from 20 cows. H20D outperforms both assembly- and read-based long-read callers, and far exceeds short-read approaches, identifying over 10,000 additional structural variants per sample. It also significantly improves structural variant detection and genotyping relative to graphs built across breeds or from fewer/unphased assemblies, with particular advantages in complex regions. Using H20D, we genotype variants in 173 cattle and performed a GWAS, where a larger fraction of structural variants than SNPs reach genome-wide significance, implicating them as potential causal variants. Together, these results demonstrate the power of phased, within-breed pangenome graphs for accurate SV genotyping and trait mapping in dairy cattle.

Article Details

Volume / Issue Vol. 17, Issue 1
Published January 30, 2026
ISSN 2041-1723
Publisher Nature Portfolio

Journal Info

Nature Communications

Nature Portfolio

ISSN: 2041-1723 Open Access Life Sciences

Authors (15)

L

Liu Yang

Y

Yahui Gao

K

Kristen L. Kuhn

N

Nayan Bhowmik

W

Wenli Li

State Key Laboratory for Crop Stress Resistance and High-Efficiency Production, Shaanxi Key Laboratory of Natural Products & Chemical Biology, College of Chemistry & Pharmacy, Northwest A&F University, 3 Taicheng Road, Yangling, Shaanxi 712100, China

G

Geoffrey Zanton

L

Lingzhao Fang

J

John B. Cole

C

Congjun Li

R

Ransom L. Baldwin, VI

C

Curtis P. Van Tassell

B

Benjamin D. Rosen

L

Li Ma

T

Timothy P. L. Smith

G

George E. Liu