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

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dc.contributor.author Takawira, Lazarus Tichararama
dc.contributor.author Bachir, Ines Hadj
dc.contributor.author Ployet, Raphael
dc.contributor.author Tulloch, Jade
dc.contributor.author Clemente, Helene San
dc.contributor.author Christie, Nanette
dc.contributor.author Ladouce, Nathalie
dc.contributor.author Dupas, Annabelle
dc.contributor.author Rai, Avanish
dc.contributor.author Grima-Pettenati, Jacqueline
dc.contributor.author Myburg, Alexander Andrew
dc.contributor.author Mizrachi, Eshchar
dc.contributor.author Mounet, Fabien
dc.contributor.author Hussey, Steven Grant
dc.date.accessioned 2024-02-13T04:59:02Z
dc.date.issued 2023-10
dc.description DATA AVAILABILITY : Sequencing data were registered at the NCBI SRA database (PRJNA899014 and PRJNA899708). en_US
dc.description.abstract A 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.department Biochemistry en_US
dc.description.department Forestry and Agricultural Biotechnology Institute (FABI) en_US
dc.description.department Genetics en_US
dc.description.department Microbiology and Plant Pathology en_US
dc.description.department Plant Production and Soil Science en_US
dc.description.embargo 2024-09-03
dc.description.librarian hj2024 en_US
dc.description.sdg None en_US
dc.description.sponsorship The National Research Foundation (NRF), the Department of Science and Innovation, Mondi Ltd and Sappi Ltd. en_US
dc.description.uri http://link.springer.com/journal/11103 en_US
dc.identifier.citation Takawira, 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.issn 0167-4412 (print)
dc.identifier.issn 1573-5028 (online)
dc.identifier.other 10.1007/s11103-023-01376-y
dc.identifier.uri http://hdl.handle.net/2263/94500
dc.language.iso en en_US
dc.publisher Springer en_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.subject Secondary cell wall (SCW) en_US
dc.subject DAP-seq en_US
dc.subject Machine learning en_US
dc.subject R2R3-MYB en_US
dc.subject Transcription factors en_US
dc.subject Eucalyptus en_US
dc.title Functional investigation of five R2R3-MYB transcription factors associated with wood development in Eucalyptus using DAP-seq-ML en_US
dc.type Postprint Article en_US


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