Advances in understanding cold tolerance in grapevine

Protein post-translational modifications (PTMS) unlocking resilience to abiotic stress in horticultural crops: A review

Horticultural crops are extensively cultivated throughout the world as crucial economical crops, encompassing fruits, vegetables, ornamentals, medicinal and beverage plants, for purposes such as food supply, special nutrition provision, medical application or aesthetic enjoyment. However, abiotic stress triggered by extreme climate change, such as excessive salt and prolonged drought, directly leads to the decline of nutritional quality of horticultural crops, contributing to the shortage of high-quality fruits. Post-translational modifications of proteins, such as phosphorylation and ubiquitination, can alter protein characteristics by adding specific groups to amino acids, which in turn impacts protein stability to regulate plant growth and development as well as environmental stress. Consequently, the revelation of the molecular mechanism of horticultural crops response to abiotic stress at post-translational modification level (PTMs) has always attracted a lot of scholars, as it is crucial for the development and breeding of climate-resilient apple varieties. At PTMs level, this review focuses on summarizing research advancements in horticultural crops responses to environmental stress, including drought, salt, cold, high temperature and iron (Fe) deficiency, with emphasis on sucrose non-fermentative 1 (SNF1) associated protein kinases (SnRKs) and mitogen-activated protein kinase (MAPK) cascade mediated phosphorylation, E3 ubiquitin ligases and BTB/TAZ subfamily BT2 mediated ubiquitination, SIZ1 SUMO E3 ligase mediated sumoylation, Nitric oxide (NO) mediated S-nitrosylation, and other forms of PTMs including protein glycosylation and lysine acetylation. In conclusion, this review adopts protein modification as an entry point to illuminate the mechanism of key genes regulating abiotic stress at PTMs level, providing a foundation for the cultivation of horticultural crops with superior resistance.

Sensing, Adapting and Thriving: How Fruit Crops Combat Abiotic Stresses

Production of high-yield and high-quality fruits is always the long-term objective of fruit crop cultivation, which, however, is challenged by various abiotic stresses such as drought, extreme temperatures and high salinity, and the adverse impacts of abiotic stresses on fruit crops are exacerbated by climate change in recent years. To cope with these environmental stressors, fruit crops have evolved adaptative strategies involving physiological changes and molecular regulation. In this review, we summarise the relevent changes in photosynthesis, osmotic and reactive oxygen species (ROS) equilibrium, metabolism and protein homeostasis in response to abiotic stresses. Moreover, perception of environmental stimuli as well as recent progress of underlying regulatory mechanisms is also discussed. Based on our current knowledge, possible strategies for stress resilience improvement in fruit crops are accordingly proposed. In addition, we also discuss the challenges in identification of key nodes in plant responses to multiple stresses and development of stress-resilient fruit crops, and addressing these issues in the future would advance our understanding of how fruit crops combat abiotic stresses and facilitate the breeding of superior fruit crops that can adapt to and thrive in the changing environments.

VaEIN3.1-VaERF057-VaFBA1 Module Positively Regulates Cold Tolerance by Accumulating Soluble Sugar in Grapevine

Ethylene-responsive transcription factors (ERFs) were widely found to participate in cold response in plants. But the underlying regulatory mechanism of each cold-induced ERFs remains to be elucidated. Previously, we identified VaERF057 as a cold-induced gene in Vitis amurensis, a cold-hardy wild Vitis species. Here we found that overexpression of VaERF057 (VaERF057-OE) enhanced the freezing tolerance of V. amurensis roots. While VaERF057 knockdown tissues show decreased cold tolerance than control. DAP-seq combined with transcriptome data (VaERF057-OE roots) allowed to identify VaFBA1 (fructose-1,6-bisphosphate aldolase) as a downstream target of VaERF057. VaERF057 can bind to the VaFBA1 promoters and activate its expression. VaERF057-OE roots show increased expression of VaFBA1 and high content of soluble sugar than the control, whereas VaERF057 knockdown tissues showed opposite changes. Results from OE and knockdown material also support the role of VaFBA1 in regulating soluble sugar content and cold tolerance in grapevines. Furthermore, cold-induced expression of VaERF057 was found to be regulated by ethylene-insensitive3-1 (VaEIN3.1). Overexpression of VaEIN3.1 enhanced the transcription of VaERF057 and VaFBA1, the content of soluble sugar and cold tolerance in grapevine. VaEIN3.1 knockdown tissues show opposite trends when compared to VaEIN3.1-OE lines. Together, these results suggested a positive contribution of VaEIN3.1-VaERF057-VaFBA1 module in response to cold stress in grapevine.

Tissue-specific transcriptomic analysis reveals the molecular mechanisms responsive to cold stress in Poa crymophila, and development of EST-SSR markers linked to cold tolerance candidate genes

BACKGROUND

Poa crymophila is a perennial, cold-tolerant, native grass species, widely distributed in the Qinghai-Tibet Plateau. However, the tissue-specific regulatory mechanisms and key regulatory genes underlying its cold tolerance remain poorly characterized. Therefore, in this study, based on the screening and evaluation of cold tolerance of four Poa species, the cold tolerance mechanism of P. crymophila's roots, stems, and leaves and its cold tolerance candidate genes were investigated through physiological and transcriptomic analyses.

RESULTS

Results of the present study suggested that the cold tolerance of the four Poa species was in the following order: P. crymophila > P. botryoides > P. pratensis var. anceps > P. pratensis. Cold stress significantly changed the physiological characteristics of roots, stems, and leaves of P. crymophila in this study. In addition, the transcriptome results showed that 4434, 8793, and 14,942 differentially expressed genes (DEGs) were identified in roots, stems, and leaves, respectively; however, 464 DEGs were commonly identified in these three tissues. KEGG enrichment analysis showed that these DEGs were mainly enriched in the phenylpropanoid biosynthesis pathway (roots), photosynthesis pathway (stems and leaves), circadian rhythm-plant pathway (stems and leaves), starch and sucrose metabolism pathway (roots, stems, and leaves), and galactose metabolism pathway (roots, stems, and leaves). A total of 392 candidate genes involved in Ca2+ signaling, ROS scavenging system, hormones, circadian clock, photosynthesis, and transcription factors (TFs) were identified in P. crymophila. Weighted gene co-expression network analysis (WGCNA) identified nine hub genes that may be involved in P. crymophila cold response. A total of 200 candidate gene-based EST-SSRs were developed and characterized. Twenty-nine polymorphic EST-SSRs primers were finally used to study genetic diversity of 40 individuals from four Poa species with different cold tolerance characteristics. UPGMA cluster and STRUCTURE analysis showed that the 40 Poa individuals were clustered into three major groups, individual plant with similar cold tolerance tended to group together. Notably, markers P37 (PcGA2ox3) and P148 (PcERF013) could distinguish P. crymophila from P. pratensis var. anceps, P. pratensis, and P. botryoides.

CONCLUSIONS

This study provides new insights into the molecular mechanisms underlying the cold tolerance of P. crymophila, and also lays a foundation for molecular marker-assisted selection for cold tolerance improvement in Poa species.

Time-course transcriptome analysis reveals gene co-expression networks and transposable element responses to cold stress in cotton

BACKGROUND

Cold stress significantly challenges cotton growth and productivity, yet the genetic and molecular mechanisms underlying cold tolerance remain poorly understood.

RESULTS

We employed RNA-seq and iterative weighted gene co-expression network analysis (WGCNA) to investigate gene and transposable element (TE) expression changes at six cold stress time points (0 h, 2 h, 4 h, 6 h, 12 h, 24 h). Thousands of differentially expressed genes (DEGs) were identified, exhibiting time-specific patterns that highlight a phase-dependent transcriptional response. While the A and D subgenomes contributed comparably to DEG numbers, numerous homeologous gene pairs showed differential expression, indicating regulatory divergence. Iterative WGCNA uncovered 125 gene co-expression modules, with some enriched in specific chromosomes or chromosomal regions, suggesting localized regulatory hotspots for cold stress response. Notably, transcription factors, including MYB73, ERF017, MYB30, and OBP1, emerged as central regulators within these modules. Analysis of 11 plant hormone-related genes revealed dynamic expression, with ethylene (ETH) and cytokinins (CK) playing significant roles in stress-responsive pathways. Furthermore, we documented over 15,000 expressed TEs, with differentially expressed TEs forming five distinct clusters. TE families, such as LTR/Copia, demonstrated significant enrichment in these expression clusters, suggesting their potential role as modulators of gene expression under cold stress.

CONCLUSIONS

These findings provide valuable insights into the complex regulatory networks underlying cold stress response in cotton, highlighting key molecular components involved in cold stress regulation. This study provides potential genetic targets for breeding strategies aimed at enhancing cold tolerance in cotton.

Evaluation of Reduced Fungicide Applications for Disease Management in Cold-Climate Wine Grapes in Wisconsin

Cold-climate wine grapes are produced on 8,000 ha in the North Central region of the United States. Wisconsin has experienced considerable growth, with a 26% increase in acerage since 2017. Chemical management of fungal diseases in cold-climate, interspecific hybrid grapes mirrors that of traditional Vitis vinifera cultivars despite significant differences in disease susceptibility. Most cold-climate cultivars display disease tolerance or resistance to key pathogens such as Plasmopara viticola (downy mildew), Erysiphe nectar (powdery mildew), and Phyllosticta ampelicida (black rot). Current fungicide programs in Wisconsin's cold-climate grape industry underutilize genetic resistance, resulting in overreliance on at-risk fungicides and an increased threat of fungicide resistance development. In vineyard trials, the impacts of a reduced fungicide application number compared with current grower standard spray programs were assessed for disease incidence and severity for five diseases: anthracnose, black rot, downy mildew, Phomopsis cane and leaf spot, and powdery mildew. In 2022, with moderate disease pressure at both vineyard sites, there were no significant differences observed when fewer fungicides (six or five applications versus four applications) were applied. In 2023, higher disease incidence was observed in the "Standard" spray program at one study location that received a greater number of fungicide applications. In both years, grape cultivar was a significant factor, with the cv. LaCrosse displaying greater average disease severity than cv. St. Pepin in both the "Standard" and "Reduced" programs. These findings present a promising opportunity for cold-climate grape growers to reduce the number of fungicide applications while maintaining disease control and marketable yield.

Genome-wide identification of light-harvesting chlorophyll a/b-binding (LHC) gene family in tomato and functional analysis of SlLhcb1.11 and SlELIP1 under cold stress

Light-harvesting chlorophyll a/b-binding (LHC) proteins, as the antenna complex, collect and transfer light energy to the reaction centers of PSII. They are crucial for abiotic stress responses, especially in the photoprotection under cold stress. However, members of the LHC gene family in tomato (Solanum lycopersicum L.) have not yet been identified. In this study, a total of 39 SlLHC proteins containing the chlorophyll a/b binding domain or light-harvesting-like domain were identified, and classified into four subfamilies: Lhc, Lil, PsbS, and FCII. Further qRT-PCR analysis showed SlLhcb1.11 was inhibited and SlELIP1 was induced at low temperature (4 °C). Subsequently, the result of VIGS experiment showed that silencing SlLhcb1.11 or SlELIP1 genes resulted in lighter leaf color, reduced chlorophyll content, compromised photosynthesis, and decreased cold tolerance in tomato plants. These findings offer novel insights into the structure and function of SlLHC genes, thereby contributing to genetic resources for the development of cold-tolerant tomato germplasm.

The ubiquitin ligase VviPUB19 negatively regulates grape cold tolerance by affecting the stability of ICEs and CBFs

Cold stress seriously affects plant growth and development. The ubiquitination system plays an important role by degrading and modifying substrates at the protein level. In this study, the U-box type ubiquitin ligase VviPUB19 gene was induced by low temperature (4°C) in grapevine. In Arabidopsis thaliana, the pub19 mutant, a homologous mutation of VviPUB19, exhibited enhanced cold tolerance, and the resistance phenotype of the mutant could be attenuated by VviPUB19. VviPUB19-overexpressing grape lines exhibited lower cold tolerance. Furthermore, it was revealed that VviPUB19 interacted with the cold-related transcription factors VviICE1, 2, and 3 and VviCBF1 and 2, and was involved in the degradation of them. This is the first time that an E3 ligase (VviPUB19) that interacts with CBFs and affects its protein stability has been identified. It was also shown that VviICE1, 2, and 3 positively regulated VviPUB19 promoter activity. Therefore, our results suggest that VviPUB19 reduces grape cold tolerance via participating in the CBF-dependent pathway.

Overexpression of the Vitis amurensis Ca2+-binding protein gene VamCP1 in Arabidopsis thaliana and grapevine improves cold tolerance

Calcium ions (Ca2+) are important second messengers and are known to participate in cold signal transduction. In the current study, we characterized a Ca2+-binding protein gene, VamCP1, from the extremely cold-tolerant grape species Vitis amurensis. VamCP1 expression varied among organs but was highest in leaves following cold treatment, peaking 24 h after treatment onset. VamCP1 was found to localize to the plasma membrane and nucleus and the gene showed transcriptional autoactivation activity. Overexpression of VamCP1 in Arabidopsis thaliana and grapevine (V. vinifera) resulted in transgenic plants that were more tolerant to cold stress than the wild type. This correlated with reduced accumulation of reactive oxygen species (ROS), elevated activity of antioxidant enzymes and proline content, as well as lower levels of malondialdehyde and electrolyte leakage. Additionally, the expression of genes related to cold tolerance, including C-repeat binding factors (CBF) and cold-regulated (COR) genes, was higher in the transgenic lines. Taken together, our results indicate that overexpression of VamCP1 enhanced cold tolerance in plants by promoting the upregulation of genes related to cold tolerance and scavenging of excessive ROS. These findings provide a foundation for the molecular breeding of cold-tolerant grapevine.

VvbZIP22 regulates quercetin synthesis to enhances cold resistance in grape

Grapes are one of the important fruit crops widely cultivated in the world, with high nutritional and economic value. However, with the intensification of global warming, extreme low temperature has seriously affected the development of the grape industry. Quercetin is a highly antioxidant active substance that can enhance the tolerance of plants to external environmental stress, but its function and mechanism in response to low-temperature stress in grapes are still unclear. Here, we found that grapes accumulate more quercetin under low-temperature stress, and exogenous quercetin can significantly improve the cold resistance of grapes. The key quercetin synthesis gene VvFLS1 (flavanol synthase 1) is up-regulated after low-temperature treatment, and overexpression of VvFLS1 increases quercetin content and enhances the cold resistance of grape. Yeast one-hybrid and dual luciferase reporter systems demonstrate that VvbZIP22 (basic-leucine zipper 22) directly binds to the VvFLS1 promoter, and VvbZIP22 has cold-induced expression characteristics. Overexpression of VvbZIP22 significantly improves the cold resistance of grape. The above results indicate that quercetin plays an important role in the response of grapes to low-temperature stress. Under low temperature, VvbZIP22 can mediate quercetin synthesis through regulating VvFLS1, alleviate oxidative damage, and improve the cold resistance of grapes.

Tissue-specific chromatin accessibility and transcriptional regulation in maize cold stress response

Maize, a vital crop globally, faces significant yield losses due to its sensitivity to cold stress, especially in temperate regions. Understanding the molecular mechanisms governing maize response to cold stress is crucial for developing strategies to enhance cold tolerance. However, the precise chromatin-level regulatory mechanisms involved remain largely unknown. In this study, we employed DNase-seq and RNA-seq techniques to investigate chromatin accessibility and gene expression changes in maize root, stem, and leaf tissues subjected to cold treatment. We discovered widespread changes in chromatin accessibility and gene expression across these tissues, with strong tissue specificity. Cold stress-induced DNase I hypersensitive sites (coiDHSs) were associated with differentially expressed genes, suggesting a direct link between chromatin accessibility and gene regulation under cold stress. Motif enrichment analysis identified ERF transcription factors (TFs) as central regulators conserved across tissues, with ERF5 emerging as pivotal in the cold response regulatory network. Additionally, TF co-localization analysis highlighted six TF pairs (ERF115-SHN3, ERF9-LEP, ERF7-SHN3, LEP-SHN3, LOB-SHN3, and AS2-LOB) conserved across tissues but showing tissue-specific binding preferences. These findings indicate intricate regulatory networks in maize cold response. Overall, our study provides insights into the chromatin-level regulatory mechanisms underpinning maize adaptive response to cold stress, offering potential targets for enhancing cold tolerance in agricultural contexts.

Physiological and transcriptomic characterization of cold acclimation in endodormant grapevine under different temperature regimes

It is essential for the survival of grapevines in cool climate viticultural regions where vines properly acclimate in late fall and early winter and develop freezing tolerance. Climate change-associated abnormities in temperature during the dormant season, including oscillations between prolonged warmth in late fall and extreme cold in midwinter, impact cold acclimation and threaten the sustainability of the grape and wine industry. We conducted two experiments in controlled environment to investigate the impacts of different temperature regimes on cold acclimation ability in endodormant grapevine buds through a combination of freezing tolerance-based physiological and RNA-seq-based transcriptomic monitoring. Results show that exposure to a constant temperature, whether warm (22 and 11°C), moderate (7°C), or cool (4 and 2°C) was insufficient for triggering cold acclimation and increasing freezing tolerance in dormant buds. However, when the same buds were exposed to temperature cycling (7±5°C), acclimation occurred, and freezing tolerance was increased by 5°C. We characterized the transcriptomic response of endodormant buds to high and low temperatures and temperature cycling and identified new potential roles for the ethylene pathway, starch and sugar metabolism, phenylpropanoid regulation, and protein metabolism in the genetic control of endodormancy maintenance. Despite clear evidence of temperature-responsive transcription in endodormant buds, our current understanding of the genetic control of cold acclimation remains a challenge when generalizing across grapevine tissues and phenological stages.

Receptor-like kinase ERECTA negatively regulates anthocyanin accumulation in grape

Receptor-like kinase (ERECTA, ER) is essential for mediating growth, development, and stress response signaling pathway in plants. In this study, we investigated the effect of VvER on anthocyanin synthesis as a regulatory factor in transgenic grape callus in response to chilling stress. Results showed that overexpression of VvER reduced the expression of transcription factors VvMYBA1, VvMYB5b, VvMYC2, and VvWDR1, as well as the structural genes VvCHS, VvCHI, VvDFR, VvLDOX, and VvUFGT, and inhibited the anthocyanins synthesis of grape callus at 25℃. VvER reduced proline content and antioxidant enzymes activities of superoxide dismutase (SOD) and peroxidase (POD), and inhibited the expression of anthocyanin synthesis genes to reduce the cold resistance of grape callus. In transgenic Arabidopsis, overexpression of VvER promoted the elongation of Arabidopsis rosettes and sprigs. Under strong light treatment, VvER inhibited the accumulation of anthocyanins in Arabidopsis; Transient expression in strawberry fruit showed that VvER inhibited the synthesis of anthocyanin in strawberry fruit by inhibiting the expression of FaCHI, FaCHS, FaDFR and FaUFGT under low temperature treatment at 10°C, but not under the normal temperature of 25℃. Using Yeast two-hybrid, we found that VvER interacted with transcription factor proteins including VvMYBA1, VvMYB5b and VvWDR1. Furthermore, VvER led to the repression of VvUFGT promoter activity and decreased the anthocyanin biosynthesis genes expression by downregulation MBW complex activity. Totally, VvER could inhibit anthocyanin biosynthesis and involve in the grape plant susceptible to cold stress for grape cultivation in northern China.

Volatomic differences among Vitis amurensis cultivars and its hybrids with V. vinifera revealed the effects of genotype, region, and vintage on grape aroma

Vitis amurensis grape, an East Asian Vitis species, has excellent cold and disease resistance and exhibits high winemaking potential. In this study, the aroma compounds in grapes from five V. amurensis cultivars ('Beiguohong', 'Beiguolan', 'Shuangfeng', 'Shuanghong', 'Shuangyou') and three interspecific hybrids ('Beibinghong', 'Xuelanhong', 'Zuoyouhong') from two regions (Zuojia and Ji'an, Jilin, China) were identified via HS-SPME-GC/MS. The results showed that V. amurensis grapes had a greater concentration of aroma compounds than the interspecific hybrid berries. 'Beibinghong' was relatively rich in terpenes, although their concentrations were all lower than the threshold. 'Shuangfeng' contained more concentrations of free C6/C9 compounds, alcohols, aromatics and aldehydes/ketones than the other cultivars. The aroma characteristics of 'Beiguolan' and 'Shuanghong' were relatively similar. The grapes from the lower temperature and more fertile soil of Zuojia contained more C6/C9 compounds, norisoprenoids and alcohols, while aromatics were more abundant in the grapes from Ji'an, which was warmer than the Zuojia region. Herbaceous, floral, fruity and sweet were the main aroma series of V. amurensis grapes. Our study could provide a reference for the development and utilization of V. amurensis grapes and lay a foundation for the development of wild grape cultivars and the production of wines with characteristic styles.

Dynamic DNA methylation modifications in the cold stress response of cassava

Cassava, a crucial tropical crop, faces challenges from cold stress, necessitating an exploration of its molecular response. Here, we investigated the role of DNA methylation in moderating the response to moderate cold stress (10 °C) in cassava. Using whole-genome bisulfite sequencing, we examined DNA methylation patterns in leaf blades and petioles under control conditions, 5 h, and 48 h of cold stress. Tissue-specific responses were observed, with leaf blades exhibiting subtle changes, while petioles displayed a pronounced decrease in methylation levels under cold stress. We identified cold stress-induced differentially methylated regions (DMRs) that demonstrated both tissue and treatment specificity. Importantly, these DMRs were enriched in genes with altered expression, implying functional relevance. The cold-response transcription factor ERF105 associated with DMRs emerged as a significant and conserved regulator across tissues and treatments. Furthermore, we investigated DNA methylation dynamics in transposable elements, emphasizing the sensitivity of MITEs with bHLH binding motifs to cold stress. These findings provide insights into the epigenetic regulation of response to cold stress in cassava, contributing to an understanding of the molecular mechanisms underlying stress adaptation in this tropical plant.

Functions of Basic Helix-Loop-Helix (bHLH) Proteins in the Regulation of Plant Responses to Cold, Drought, Salt, and Iron Deficiency: A Comprehensive Review

Abiotic stresses including cold, drought, salt, and iron deficiency severely impair plant development, crop productivity, and geographic distribution. Several bodies of research have shed light on the pleiotropic functions of BASIC HELIX-LOOP-HELIX (bHLH) proteins in plant responses to these abiotic stresses. In this review, we mention the regulatory roles of bHLH TFs in response to stresses such as cold, drought, salt resistance, and iron deficiency, as well as in enhancing grain yield in plants, especially crops. The bHLH proteins bind to E/G-box motifs in the target promoter and interact with various other factors to form a complex regulatory network. Through this network, they cooperatively activate or repress the transcription of downstream genes, thereby regulating various stress responses. Finally, we present some perspectives for future research focusing on the molecular mechanisms that integrate and coordinate these abiotic stresses. Understanding these molecular mechanisms is crucial for the development of stress-tolerant crops.

Multi-omics analysis reveals the biosynthesis of flavonoids during the browning process of Malus sieversii explants

Malus sieversii is a precious apple germplasm resource. Browning of explants is one of the most important factors limiting the survival rate of plant tissue culture. In order to explore the molecular mechanism of the browning degree of different strains of Malus sieversii, we compared the dynamic changes of Malus sieversii and Malus robusta Rehd. during the whole browning process using a multi-group method. A total of 44 048 differentially expressed genes (DEGs) were identified by transcriptome analysis on the DNBSEQ-T7 sequencing platform. KEGG enrichment analysis showed that the DEGs were significantly enriched in the flavonoid biosynthesis pathway. In addition, metabonomic analysis showed that (-)-epicatechin, astragalin, chrysin, irigenin, isoquercitrin, naringenin, neobavaisoflavone and prunin exhibited different degrees of free radical scavenging ability in the tissue culture browning process, and their accumulation in different varieties led to differences in the browning degree among varieties. Comprehensive transcriptome and metabonomics analysis of the data related to flavonoid biosynthesis showed that PAL, 4CL, F3H, CYP73A, CHS, CHI, ANS, DFR and PGT1 were the key genes for flavonoid accumulation during browning. In addition, WGCNA analysis revealed a strong correlation between the known flavonoid structure genes and the selected transcriptional genes. Protein interaction predictions demonstrated that 19 transcription factors (7 MYBs and 12 bHLHs) and 8 flavonoid structural genes had targeted relationships. The results show that the interspecific differential expression of flavonoid genes is the key influencing factor of the difference in browning degree between Malus sieversii and Malus robusta Rehd., providing a theoretical basis for further study on the regulation of flavonoid biosynthesis.

Machine learning extracts marks of thiamine's role in cold acclimation in the transcriptome of Vitis vinifera

Introduction

The escalating challenge of climate change has underscored the critical need to understand cold defense mechanisms in cultivated grapevine Vitis vinifera. Temperature variations can affect the growth and overall health of vine.

Methods

We used Self Organizing Maps machine learning method to analyze gene expression data from leaves of five Vitis vinifera cultivars each treated by four different temperature conditions. The algorithm generated sample-specific "portraits" of the normalized gene expression data, revealing distinct patterns related to the temperature conditions applied.

Results

Our analysis unveiled a connection with vitamin B1 (thiamine) biosynthesis, suggesting a link between temperature regulation and thiamine metabolism, in agreement with thiamine related stress response established in Arabidopsis before. Furthermore, we found that epigenetic mechanisms play a crucial role in regulating the expression of stress-responsive genes at low temperatures in grapevines.

Discussion

Application of Self Organizing Maps portrayal to vine transcriptomics identified modules of coregulated genes triggered under cold stress. Our machine learning approach provides a promising option for transcriptomics studies in plants.