Integrated multi‐omics analyses provide new insights into genomic variation landscape and regulatory network candidate genes associated with walnut endocarp

SUMMARY Persian walnut ( Juglans regia ) is an economically important nut oil tree; the fruit has a hard endocarp/shell to protect seeds, thus playing a key role in its evolution, and the shell thickness is an important trait for walnut breeding. However, the genomic landscape and the gene regulatory networks associated with walnut shell development remain to be systematically elucidated. Here, we report a high‐quality genome assembly of the walnut cultivar ‘Xiangling’ and construct a graphic structure pan‐genome of eight Juglans species to reveal the genetic variations at the genome level. We re‐sequence 285 accessions to characterize the genomic variation landscape. Through genome‐wide association studies (GWAS), we identified 19 loci associated with more than 268 loci that underwent selection during walnut domestication and improvement. Multi‐omics analyses, including transcriptomics, metabolomics, DNA methylation, and spatial transcriptomics across eleven developmental stages, revealed several candidate genes related to secondary cell biosynthesis and lignin accumulation. This integrated multi‐omics approach revealed several candidate genes associated with secondary cell biosynthesis and lignin accumulation, such as UGP , MYB308, MYB83 , NAC043 , NAC073 , CCoAOMT1 , CCoAOMT7 , CHS2 , CESA7 , LAC7 , COBL4 , and IRX12 . Overexpression of JrUGP and JrMYB308 in Arabidopsis thaliana confirmed their roles in lignin biosynthesis and cell wall thickening. Consequently, our comprehensive multi‐omics findings offer novel insights into walnut genetic variation and network regulation of endocarp development and shell thickness, which enable further genome‐informed breeding strategies for walnut cultivar improvement.