A multi-tiered transcriptional network regulates xylem differentiation and secondary cell wall (SCW) formation in plants, with evidence of both conserved and lineage-speci c SCW network architecture. We aimed to elucidate the roles of selected R2R3-MYB transcription factors (TFs) linked to Eucalyptus wood formation by identifying genome-wide TF binding sites and direct target genes through an improved DAPseq protocol combined with machine learning for target gene assignment (DAP-seq-ML). We applied this to ve TFs including a well-studied SCW master regulator (EgrMYB2; homolog of AtMYB83), a repressor of ligni cation (EgrMYB1; homolog of AtMYB4), a TF affecting SCW thickness and vessel density (EgrMYB137; homolog of PtrMYB074) and two TFs with unclear roles in SCW regulation (EgrMYB135 and EgrMYB122). Each DAP-seq TF peak set (average 12,613 peaks) was enriched for canonical R2R3-MYB binding motifs. To improve the reliability of target gene assignment to peaks, a random forest classi er was developed from ArabidopsisDAP-seq, RNA-seq, chromatin, and conserved noncoding sequence data which demonstrated signi cantly higher precision and recall to the baseline method of assigning genes to proximal peaks. EgrMYB1, EgrMYB2 and EgrMYB137 predicted targets showed clear enrichment for SCW-related biological processes. As validation, EgrMYB137 overexpression in transgenic Eucalyptus hairy roots increased xylem ligni cation, while its dominant repression in transgenic Arabidopsis and Populus reduced xylem ligni cation, stunted growth, and caused downregulation of SCW genes. EgrMYB137 targets overlapped signi cantly with those of EgrMYB2, suggesting partial functional redundancy. Our results show that DAP-seq-ML identi ed biologically relevant R2R3-MYB targets supported by the nding that EgrMYB137 promotes SCW ligni cation in planta.
Key MessageWe combined DAP-seq with machine learning to identify biologically relevant gene targets for ve Eucalyptus R2R3-MYB transcription factors linked to wood formation, additionally demonstrating that EgrMYB137 promotes ligni cation in planta.