Functional investigation of five R2R3-MYB transcription factors associated with wood development in Eucalyptus using DAP-seq-ML

dc.contributor.authorTakawira, Lazarus Tichararama
dc.contributor.authorBachir, Ines Hadj
dc.contributor.authorPloyet, Raphael
dc.contributor.authorTulloch, Jade
dc.contributor.authorClemente, Helene San
dc.contributor.authorChristie, Nanette
dc.contributor.authorLadouce, Nathalie
dc.contributor.authorDupas, Annabelle
dc.contributor.authorRai, Avanish
dc.contributor.authorGrima-Pettenati, Jacqueline
dc.contributor.authorMyburg, Alexander Andrew
dc.contributor.authorMizrachi, Eshchar
dc.contributor.authorMounet, Fabien
dc.contributor.authorHussey, Steven Grant
dc.contributor.emailsteven.hussey@fabi.up.ac.za
dc.date.accessioned2024-02-13T04:59:02Z
dc.date.issued2023-10
dc.descriptionDATA AVAILABILITY : Sequencing data were registered at the NCBI SRA database (PRJNA899014 and PRJNA899708).en_US
dc.description.abstractA multi-tiered transcriptional network regulates xylem differentiation and secondary cell wall (SCW) formation in plants, with evidence of both conserved and lineage-specific 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 DAP-seq protocol combined with machine learning for target gene assignment (DAP-seq-ML). We applied this to five TFs including a well-studied SCW master regulator (EgrMYB2; homolog of AtMYB83), a repressor of lignification (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 classifier was developed from Arabidopsis DAP-seq, RNA-seq, chromatin, and conserved noncoding sequence data which demonstrated significantly 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 lignification, while its dominant repression in transgenic Arabidopsis and Populus reduced xylem lignification, stunted growth, and caused downregulation of SCW genes. EgrMYB137 targets overlapped significantly with those of EgrMYB2, suggesting partial functional redundancy. Our results show that DAP-seq-ML identified biologically relevant R2R3-MYB targets supported by the finding that EgrMYB137 promotes SCW lignification in planta. KEY MESSAGE : We combined DAP-seq with machine learning to identify biologically relevant gene targets for five Eucalyptus R2R3-MYB transcription factors linked to wood formation, additionally demonstrating that EgrMYB137 promotes lignification in planta.en_US
dc.description.departmentBiochemistryen_US
dc.description.departmentForestry and Agricultural Biotechnology Institute (FABI)en_US
dc.description.departmentGeneticsen_US
dc.description.departmentMicrobiology and Plant Pathologyen_US
dc.description.departmentPlant Production and Soil Scienceen_US
dc.description.embargo2024-09-03
dc.description.librarianhj2024en_US
dc.description.sdgNoneen_US
dc.description.sponsorshipThe National Research Foundation (NRF), the Department of Science and Innovation, Mondi Ltd and Sappi Ltd.en_US
dc.description.urihttp://link.springer.com/journal/11103en_US
dc.identifier.citationTakawira, L.T., Hadj Bachir, I., Ployet, R. et al. Functional investigation of five R2R3-MYB transcription factors associated with wood development in Eucalyptus using DAP-seq-ML. Plant Molecular Biology 113, 33–57 (2023). https://doi.org/10.1007/s11103-023-01376-y.en_US
dc.identifier.issn0167-4412 (print)
dc.identifier.issn1573-5028 (online)
dc.identifier.other10.1007/s11103-023-01376-y
dc.identifier.urihttp://hdl.handle.net/2263/94500
dc.language.isoenen_US
dc.publisherSpringeren_US
dc.rights© The Author(s), under exclusive licence to Springer Nature B.V. 2023.The original publication is available at : https://link.springer.com/journal/11103.en_US
dc.subjectSecondary cell wall (SCW)en_US
dc.subjectDAP-seqen_US
dc.subjectMachine learningen_US
dc.subjectR2R3-MYBen_US
dc.subjectTranscription factorsen_US
dc.subjectEucalyptusen_US
dc.titleFunctional investigation of five R2R3-MYB transcription factors associated with wood development in Eucalyptus using DAP-seq-MLen_US
dc.typePostprint Articleen_US

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