Pyramiding superior haplotypes and epistatic alleles to accelerate wood quality and yield improvement in poplar breeding

•A novel marker-assisted selection approach improves industrial pulpwood products.•Multi-omics analyses reveal the pleiotropy of wood-related genes in Populus.•Pyramiding gene module was designed to improve industrial pulpwood traits.•Simulating haplotype- and phenotype-based selection in early-period breeding.