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Saito T, Wang S, Ohkawa K, Ohara H, Kondo S. Deep learning with a small dataset predicts chromatin remodelling contribution to winter dormancy of apple axillary buds. TREE PHYSIOLOGY 2024; 44:tpae072. [PMID: 38905284 DOI: 10.1093/treephys/tpae072] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/28/2024] [Revised: 05/31/2024] [Accepted: 06/20/2024] [Indexed: 06/23/2024]
Abstract
Epigenetic changes serve as a cellular memory for cumulative cold recognition in both herbaceous and tree species, including bud dormancy. However, most studies have discussed predicted chromatin structure with respect to histone marks. In the present study, we investigated the structural dynamics of bona fide chromatin to determine how plants recognize prolonged chilling during the initial stage of bud dormancy. The vegetative axillary buds of the 'Fuji' apple, which shows typical low temperature-dependent, but not photoperiod, dormancy induction, were used for the chromatin structure and transcriptional change analyses. The results were integrated using a deep-learning model and interpreted using statistical models, including Bayesian estimation. Although our model was constructed using a small dataset of two time points, chromatin remodelling due to random changes was excluded. The involvement of most nucleosome structural changes in transcriptional changes and the pivotal contribution of cold-driven circadian rhythm-dependent pathways regulated by the mobility of cis-regulatory elements were predicted. These findings may help to develop potential genetic targets for breeding species with less bud dormancy to overcome the effects of short winters during global warming. Our artificial intelligence concept can improve epigenetic analysis using a small dataset, especially in non-model plants with immature genome databases.
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Affiliation(s)
- Takanori Saito
- Graduate School of Horticulture, Chiba University, Matsudo 271-8510, Japan
| | - Shanshan Wang
- Graduate School of Horticulture, Chiba University, Matsudo 271-8510, Japan
| | - Katsuya Ohkawa
- Graduate School of Horticulture, Chiba University, Matsudo 271-8510, Japan
| | - Hitoshi Ohara
- Graduate School of Horticulture, Chiba University, Matsudo 271-8510, Japan
- Center for Environment, Health and Field Sciences, Chiba University, Kashiwa-no-ha 277-0882, Japan
| | - Satoru Kondo
- Graduate School of Horticulture, Chiba University, Matsudo 271-8510, Japan
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Luo Z, Jones D, Philp-Wright S, Putterill J, Snowden KC. Transcriptomic analysis implicates ABA signaling and carbon supply in the differential outgrowth of petunia axillary buds. BMC PLANT BIOLOGY 2023; 23:482. [PMID: 37814235 PMCID: PMC10563266 DOI: 10.1186/s12870-023-04505-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/24/2023] [Accepted: 10/03/2023] [Indexed: 10/11/2023]
Abstract
BACKGROUND Shoot branching of flowering plants exhibits phenotypic plasticity and variability. This plasticity is determined by the activity of axillary meristems, which in turn is influenced by endogenous and exogenous cues such as nutrients and light. In many species, not all buds on the main shoot develop into branches despite favorable growing conditions. In petunia, basal axillary buds (buds 1-3) typically do not grow out to form branches, while more apical axillary buds (buds 6 and 7) are competent to grow. RESULTS The genetic regulation of buds was explored using transcriptome analyses of petunia axillary buds at different positions on the main stem. To suppress or promote bud outgrowth, we grew the plants in media with differing phosphate (P) levels. Using RNA-seq, we found many (> 5000) differentially expressed genes between bud 6 or 7, and bud 2. In addition, more genes were differentially expressed when we transferred the plants from low P to high P medium, compared with shifting from high P to low P medium. Buds 6 and 7 had increased transcript abundance of cytokinin and auxin-related genes, whereas the basal non-growing buds (bud 2 and to a lesser extent bud 3) had higher expression of strigolactone, abscisic acid, and dormancy-related genes, suggesting the outgrowth of these basal buds was actively suppressed. Consistent with this, the expression of ABA associated genes decreased significantly in apical buds after stimulating growth by switching the medium from low P to high P. Furthermore, comparisons between our data and transcriptome data from other species suggest that the suppression of outgrowth of bud 2 was correlated with a limited supply of carbon to these axillary buds. Candidate genes that might repress bud outgrowth were identified by co-expression analysis. CONCLUSIONS Plants need to balance growth of axillary buds into branches to fit with available resources while allowing some buds to remain dormant to grow after the loss of plant parts or in response to a change in environmental conditions. Here we demonstrate that different buds on the same plant with different developmental potentials have quite different transcriptome profiles.
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Affiliation(s)
- Zhiwei Luo
- The New Zealand Institute for Plant and Food Research Limited, Auckland, New Zealand
- School of Biological Sciences, University of Auckland, Auckland, New Zealand
| | - Dan Jones
- NetValue Limited, Hamilton, New Zealand
| | - Sarah Philp-Wright
- School of Biological Sciences, University of Auckland, Auckland, New Zealand
| | - Joanna Putterill
- School of Biological Sciences, University of Auckland, Auckland, New Zealand
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Hermawaty D, Cahn J, Lister R, Considine MJ. Systematic evaluation of chromatin immunoprecipitation sequencing to study histone occupancy in dormancy transitions of grapevine buds. TREE PHYSIOLOGY 2023; 43:675-689. [PMID: 36637421 PMCID: PMC10094961 DOI: 10.1093/treephys/tpac146] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/07/2022] [Revised: 11/17/2022] [Accepted: 12/21/2022] [Indexed: 05/03/2023]
Abstract
The regulation of DNA accessibility by histone modification has emerged as a paradigm of developmental and environmental programming. Chromatin immunoprecipitation followed by sequencing (ChIP-seq) is a versatile tool to investigate in vivo protein-DNA interaction and has enabled advances in mechanistic understanding of physiologies. The technique has been successfully demonstrated in several plant species and tissues; however, it has remained challenging in woody tissues, in particular complex structures such as perennating buds. Here we developed a ChIP method specifically for mature dormant buds of grapevine (Vitis vinifera cv. Cabernet Sauvignon). Each step of the protocol was systematically optimized, including crosslinking, chromatin extraction, sonication and antibody validation. Analysis of histone H3-enriched DNA was performed to evaluate the success of the protocol and identify occupancy of histone H3 along grapevine bud chromatin. To our best knowledge, this is the first ChIP experiment protocol optimized for the grapevine bud system.
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Affiliation(s)
- Dina Hermawaty
- The UWA Institute of Agriculture, The University of Western Australia, M082/35 Striling Hwy, Perth, WA 6009, Australia
| | - Jonathan Cahn
- ARC Centre of Excellence in Plant Energy Biology, The University of Western Australia, M310/35 Striling Hwy, Perth, WA 6009, Australia
| | - Ryan Lister
- ARC Centre of Excellence in Plant Energy Biology, The University of Western Australia, M310/35 Striling Hwy, Perth, WA 6009, Australia
| | - Michael J Considine
- The UWA Institute of Agriculture, The University of Western Australia, M082/35 Striling Hwy, Perth, WA 6009, Australia
- ARC Centre of Excellence in Plant Energy Biology, The University of Western Australia, M310/35 Striling Hwy, Perth, WA 6009, Australia
- Horticulture and Irrigated Agriculture, Department of Primary Industries and Regional Development, 1 Nash St, Perth, 6000, Australia
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Fan X, Zou X, Fu L, Yang Y, Li M, Wang C, Sun H. The RING-H2 gene LdXERICO plays a negative role in dormancy release regulated by low temperature in Lilium davidii var. unicolor. HORTICULTURE RESEARCH 2023; 10:uhad030. [PMID: 37799625 PMCID: PMC10548414 DOI: 10.1093/hr/uhad030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/26/2022] [Accepted: 02/14/2023] [Indexed: 10/07/2023]
Abstract
Dormancy regulation is the basis of the sustainable development of the lily industry. Therefore, basic research on lily dormancy is crucial for innovation in lily cultivation and breeding. Previous studies revealed that dormancy release largely depends on abscisic acid (ABA) degradation. However, the key genes and potential regulatory network remain unclear. We used exogenous ABA and ABA inhibitors to elucidate the effect of ABA on lily dormancy. Based on the results of weighted gene coexpression network analysis (WGCNA), the hub gene LdXERICO was identified in modules highly related to endogenous ABA, and a large number of coexpressed genes were identified. LdXERICO was induced by exogenous ABA and expressed at higher levels in tissues with vigorous physiological activity. Silencing LdXERICO increased the low-temperature sensitivity of bulblets and accelerated bulblet sprouting. LdXERICO rescued the ABA insensitivity of xerico mutants during seed germination in Arabidopsis, suggesting that it promotes seed dormancy and supporting overexpression studies on lily bulblets. The significant increase in ABA levels in transgenic Arabidopsis expressing LdXERICO indicated that LdXERICO played a role by promoting ABA synthesis. We generated three transgenic lines by overexpressing LdICE1 in Arabidopsis thaliana and showed that, in contrast to LdXERICO, LdICE1 positively regulated dormancy release. Finally, qRT-PCR confirmed that LdXERICO was epistatic to LdICE1 for dormancy release. We propose that LdXERICO, an essential gene in dormancy regulation through the ABA-related pathway, has a complex regulatory network involving temperature signals. This study provides a theoretical basis for further exploring the mechanism of bulb dormancy release.
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Affiliation(s)
- Xinyue Fan
- Key Laboratory of Protected Horticulture of Education Ministry, College of Horticulture, Shenyang Agricultural University, Shenyang 110866, China
| | - Xiaoman Zou
- Key Laboratory of Protected Horticulture of Education Ministry, College of Horticulture, Shenyang Agricultural University, Shenyang 110866, China
| | - Linlan Fu
- Key Laboratory of Protected Horticulture of Education Ministry, College of Horticulture, Shenyang Agricultural University, Shenyang 110866, China
| | - Yue Yang
- Key Laboratory of Protected Horticulture of Education Ministry, College of Horticulture, Shenyang Agricultural University, Shenyang 110866, China
| | - Min Li
- Key Laboratory of Protected Horticulture of Education Ministry, College of Horticulture, Shenyang Agricultural University, Shenyang 110866, China
| | - Chunxia Wang
- Key Laboratory of Protected Horticulture of Education Ministry, College of Horticulture, Shenyang Agricultural University, Shenyang 110866, China
| | - Hongmei Sun
- Key Laboratory of Protected Horticulture of Education Ministry, College of Horticulture, Shenyang Agricultural University, Shenyang 110866, China
- National and Local Joint Engineering Research Center of Northern Horticultural Facilities Design and Application Technology, Shenyang 110866, China
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Porcher A, Guérin V, Macherel D, Lebrec A, Satour P, Lothier J, Vian A. High Expression of ALTERNATIVE OXIDASE 2 in Latent Axillary Buds Suggests Its Key Role in Quiescence Maintenance in Rosebush. PLANT & CELL PHYSIOLOGY 2023; 64:165-175. [PMID: 36287074 DOI: 10.1093/pcp/pcac153] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/27/2022] [Revised: 10/21/2022] [Accepted: 10/25/2022] [Indexed: 06/16/2023]
Abstract
Most vegetative axes remain quiescent as dormant axillary buds until metabolic and hormonal signals, driven by environmental changes, trigger bud outgrowth. While the resumption of growth activity is well documented, the establishment and maintenance of quiescence is comparatively poorly understood, despite its major importance in the adaptation of plants to the seasonal cycle or in the establishment of their shape. Here, using the rosebush Rosa hybrida 'Radrazz' as a plant model, we highlighted that the quiescent state was the consequence of an internal and active energy control of buds, under the influence of hormonal factors previously identified in the bud outgrowth process. We found that the quiescent state in the non-growing vegetative axis of dormant axillary buds displayed a low energy state along with a high expression of the ALTERNATIVE OXIDASE 2 (AOX2) and the accumulation of the corresponding protein. Conversely, AOX2 expression and protein amount strongly decreased during bud burst as energy status shifted to a high state, allowing growth. Since AOX2 can deviate electrons from the cytochrome pathway in the mitochondrial respiratory chain, it could drastically reduce the formation of ATP, which would result in a low energy status unfavorable for growth activities. We provide evidence that the presence/absence of AOX2 in quiescent/growing vegetative axes of buds was under hormonal control and thus may constitute the mechanistic basis of both quiescence and sink strength manifestation, two important aspects of budbreak.
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Affiliation(s)
- Alexis Porcher
- Institut Agro Rennes-Angers, INRAE, IRHS, SFR QUASAV, University of Angers, 42 Rue Georges Morel, Angers 49000, France
| | - Vincent Guérin
- Institut Agro Rennes-Angers, INRAE, IRHS, SFR QUASAV, University of Angers, 42 Rue Georges Morel, Angers 49000, France
| | - David Macherel
- Institut Agro Rennes-Angers, INRAE, IRHS, SFR QUASAV, University of Angers, 42 Rue Georges Morel, Angers 49000, France
| | - Anita Lebrec
- Institut Agro Rennes-Angers, INRAE, IRHS, SFR QUASAV, University of Angers, 42 Rue Georges Morel, Angers 49000, France
| | - Pascale Satour
- Institut Agro Rennes-Angers, INRAE, IRHS, SFR QUASAV, University of Angers, 42 Rue Georges Morel, Angers 49000, France
| | - Jérémy Lothier
- Institut Agro Rennes-Angers, INRAE, IRHS, SFR QUASAV, University of Angers, 42 Rue Georges Morel, Angers 49000, France
| | - Alain Vian
- Institut Agro Rennes-Angers, INRAE, IRHS, SFR QUASAV, University of Angers, 42 Rue Georges Morel, Angers 49000, France
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Velappan Y, Considine JA, Signorelli S, Considine MJ. Contrasting seasonal dynamics of dormancy, respiratory metabolism and cell cycle state in grapevine buds of a subtropical and Mediterranean climate. Food Energy Secur 2022. [DOI: 10.1002/fes3.431] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Affiliation(s)
- Yazhini Velappan
- The UWA Institute of Agriculture, The University of Western Australia Perth WA Australia
- The Centre of Excellence in Plant Energy Biology The University of Western Australia Perth WA Australia
| | - John A. Considine
- The UWA Institute of Agriculture, The University of Western Australia Perth WA Australia
| | - Santiago Signorelli
- Laboratorio de Bioquímica, Departamento de Biología Vegetal, Facultad de Agronomía Universidad de la República Montevideo Uruguay
| | - Michael J. Considine
- The UWA Institute of Agriculture, The University of Western Australia Perth WA Australia
- The UWA School of Agriculture and Environment, The University of Western Australia Perth WA Australia
- Department of Primary Industries and Regional Development South Perth WA Australia
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Metabolites in Cherry Buds to Detect Winter Dormancy. Metabolites 2022; 12:metabo12030247. [PMID: 35323690 PMCID: PMC8951522 DOI: 10.3390/metabo12030247] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2022] [Revised: 03/11/2022] [Accepted: 03/14/2022] [Indexed: 02/05/2023] Open
Abstract
Winter dormancy is still a “black box” in phenological models, because it evades simple observation. This study presents the first step in the identification of suitable metabolites which could indicate the timing and length of dormancy phases for the sweet cherry cultivar ‘Summit’. Global metabolite profiling detected 445 named metabolites in flower buds, which can be assigned to different substance groups such as amino acids, carbohydrates, phytohormones, lipids, nucleotides, peptides and some secondary metabolites. During the phases of endo- and ecodormancy, the energy metabolism in the form of glycolysis and the tricarboxylic acid (TCA) cycle was shut down to a minimum. However, the beginning of ontogenetic development was closely related to the up-regulation of the carbohydrate metabolism and thus to the generation of energy for the growth and development of the sweet cherry buds. From the 445 metabolites found in cherry buds, seven were selected which could be suitable markers for the ecodormancy phase, whose duration is limited by the date of endodormancy release (t1) and the beginning of ontogenetic development (t1*). With the exception of abscisic acid (ABA), which has been proven to control bud dormancy, all of these metabolites show nearly constant intensity during this phase.
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