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1.
J Plant Physiol ; 292: 154157, 2024 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-38091889

RESUMO

Potato (Solanum tuberosum L.) is an important food and vegetable crop worldwide. In recent years, the arid environment resulting from climate change has caused a sharp decline in potato yield. To clarify the effect of drought priming at the seedling stage on the tolerance of potato plants to drought stress during tuber expansion, we conducted a pot experiment to investigate the physiological response of the plants generated from seed potatoes of the variety 'Favorita' to varied water supply conditions: normal water supply at the seedling stage (control), normal water supply at the seedling stage and drought stress at the mid-tuber-expansion stage (non-primed), and drought priming at the seedling stage plus drought stress at the mid-tuber-expansion stage (primed). Drought priming resulted in an increase in the number of small vascular bundles in potato plants compared to non-primed plants. It also altered the shape and density of stomata, enhancing water use efficiency and reducing whole-plant transpiration. The primed plants maintained the basal stem cambium for a longer time under drought stress, which gained an extended differentiation ability to generate a greater number of small vascular bundles compared to non-primed plants. Drought priming increased the amount and rate of dry matter translocation, and so reduced the adverse effects on tubers of potato under drought stress. Therefore, drought priming at the seedling stage improved the photosynthetic performance and yield, and probably enhanced the drought tolerance of potato.


Assuntos
Solanum tuberosum , Solanum tuberosum/fisiologia , Plântula , Secas , Fotossíntese , Água
2.
Genes (Basel) ; 13(12)2022 11 30.
Artigo em Inglês | MEDLINE | ID: mdl-36553527

RESUMO

Whether DNA methylation modification affects the gene transcription and expression of potatoes under drought stress is still unknown. In this study, we used comparative transcriptomics to explore the expression pattern of related genes of the drought-tolerant variety Qingshu 9 (Q) and the drought-sensitive variety Atlantic (A) under drought stress and DNA methylation inhibitor treatment. The results showed that there was a significant difference in the number of DEGs between the two varieties' responses to mannitol and 5-azad C, especially when they were co-treated with two reagents, and the gene expression of Q was more sensitive to mannitol after two hours. Furthermore, we found that these differentially expressed genes (DEGs) were significantly enriched in DNA replication, transcription, translation, carbohydrate metabolism, photosynthesis, signal transduction, and glutathione metabolism. These results indicate that the difference in the background of methylation leads to the difference in drought resistance of the two varieties. The complexity of the DNA methylation of variety Q might be higher than that of variety A, and the method of methylation regulation is more refined. This study systematically expands the understanding of the molecular mechanism wherein DNA methylation regulates the response to drought stress.


Assuntos
Solanum tuberosum , Solanum tuberosum/fisiologia , Transcriptoma/genética , Secas , Metilação de DNA/genética , Manitol
3.
J Plant Physiol ; 278: 153790, 2022 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-36130414

RESUMO

Due to the effects of climate change, conditions tend to be increasingly extreme, with water availability being one of the main limiting factors in potato production. The objective of this study was to analyze the differential response of physiological and yield components in six potato varieties under water deficit conditions. For this purpose, a greenhouse trial was carried out with the varieties Agata, Agria, Kennebec, Monalisa, Sante and Zorba. The drought stress was applied in stressed plants 36 days after planting (DAP) by withholding water for 25 days. All measurements were taken at four different times: before stress (T0), 17 days (T1) and 24 days (T2) after stress and five days after re-watering. The physiological parameters evaluated were chlorophyll content and fluorescence, relative leaf water content, stomatal conductance, electrolytic leakage and water potential. After the drought period, the aerial part of half of the plants was cut to evaluate the produced biomass. At the end of the cycle yield components were determined. Stomatal conductance and water potential were the parameters that showed the highest differences between the two hydric conditions, and Monalisa was the variety with the best response in tuber production under stress conditions. Indirect selection based on parameters associated with water stress can be a useful tool in potato breeding programs for the identification of more tolerant varieties.


Assuntos
Secas , Solanum tuberosum , Clorofila , Melhoramento Vegetal , Tubérculos/fisiologia , Solanum tuberosum/fisiologia , Estresse Fisiológico
4.
Genes (Basel) ; 13(8)2022 08 01.
Artigo em Inglês | MEDLINE | ID: mdl-36011289

RESUMO

The study was conducted with C31 and C80 genotypes of the potato (Solanum tuberosum L.), which are tolerant and susceptible to phosphite (Phi, H2PO3), respectively. To decipher the molecular mechanisms underlying tolerance and susceptibility to Phi in the potato, RNA sequencing was used to study the global transcriptional patterns of the two genotypes. Media were prepared with 0.25 and 0.50 mM Phi, No-phosphorus (P), and 1.25 mM (phosphate, Pi as control). The values of fragments per kilobase of exon per million mapped fragments of the samples were also subjected to a principal component analysis, grouping the biological replicates of each sample. Using stringent criteria, a minimum of 819 differential (DEGs) were detected in both C80-Phi-0.25_vs_C80-Phi-0.50 (comprising 517 upregulated and 302 downregulated) and C80-Phi-0.50_vs_C80-Phi-0.25 (comprising 302 upregulated and 517 downregulated) and a maximum of 5214 DEGs in both C31-Con_vs_C31-Phi-0.25 (comprising 1947 upregulated and 3267 downregulated) and C31-Phi-0.25_vs_C31-Con (comprising 3267 upregulated and 1947 downregulated). DEGs related to the ribosome, plant hormone signal transduction, photosynthesis, and plant-pathogen interaction performed important functions under Phi stress, as shown by the Kyoto Encyclopedia of Genes and Genomes annotation. The expressions of transcription factors increased significantly in C31 compared with C80. For example, the expressions of Soltu.DM.01G047240, Soltu.DM.08G015900, Soltu.DM.06G012130, and Soltu.DM.08G012710 increased under P deficiency conditions (Phi-0.25, Phi-0.50, and No-P) relative to the control (P sufficiency) in C31. This study adds to the growing body of transcriptome data on Phi stress and provides important clues to the Phi tolerance response of the C31 genotype.


Assuntos
Fosfitos , Solanum tuberosum , Vias Biossintéticas , Perfilação da Expressão Gênica , Regulação da Expressão Gênica de Plantas , Fosfitos/metabolismo , Solanum tuberosum/fisiologia , Fatores de Transcrição/genética , Fatores de Transcrição/metabolismo
5.
BMC Plant Biol ; 22(1): 381, 2022 Aug 01.
Artigo em Inglês | MEDLINE | ID: mdl-35909124

RESUMO

BACKGROUND: Potato (Solanum tuberosum) is the fourth most important food crop in the world and plays an important role in food security. Drought stress has a significantly negative impact on potato growth and production. There are several publications involved drought stress in potato, this research contributes to enrich the knowledge. RESULTS: In this study, next-generation sequencing (NGS) and single-molecule real-time (SMRT) sequencing technology were used to study the transcription profiles in potato in response to 20%PEG6000 simulates drought stress. The leaves of the variety "Désirée" from in vitro plantlets after drought stress at six time points from 0 to 48 hours were used to perform NGS and SMRT sequencing. According to the sequencing data, a total of 12,798 differentially expressed genes (DEGs) were identified in six time points. The real-time (RT)-PCR results are significantly correlated with the sequencing data, confirming the accuracy of the sequencing data. Gene ontology and KEGG analysis show that these DEGs participate in response to drought stress through galactose metabolism, fatty acid metabolism, plant-pathogen interaction, glutathione metabolism and other pathways. Through the analysis of alternative splicing of 66,888 transcripts, the functional pathways of these transcripts were enriched, and 51,098 transcripts were newly discovered from alternative splicing events and 47,994 transcripts were functionally annotated. Moreover, 3445 lncRNAs were predicted and enrichment analysis of corresponding target genes was also performed. Additionally, Alternative polyadenylation was analyzed by TADIS, and 26,153 poly (A) sites from 13,010 genes were detected in the Iso-Seq data. CONCLUSION: Our research greatly enhanced potato drought-induced gene annotations and provides transcriptome-wide insights into the molecular basis of potato drought resistance.


Assuntos
Secas , Solanum tuberosum , Perfilação da Expressão Gênica , Regulação da Expressão Gênica de Plantas , Proteínas de Plantas/genética , RNA/metabolismo , Análise de Sequência de RNA , Solanum tuberosum/fisiologia , Estresse Fisiológico/genética , Transcriptoma
6.
BMC Plant Biol ; 22(1): 125, 2022 Mar 18.
Artigo em Inglês | MEDLINE | ID: mdl-35300606

RESUMO

BACKGROUND: Potato (Solanum tuberosum L.) is one of the world's most important crops, the cultivated potato is frost-sensitive, and low-temperature severely influences potato production. However, the mechanism by which potato responds to low-temperature stress is unclear. In this research, we apply a combination of second-generation sequencing and third-generation sequencing technologies to sequence full-length transcriptomes in low-temperature-sensitive cultivars to identify the important genes and main pathways related to low-temperature resistance. RESULTS: In this study, we obtained 41,016 high-quality transcripts, which included 15,189 putative new transcripts. Amongst them, we identified 11,665 open reading frames, 6085 simple sequence repeats out of the potato dataset. We used public available genomic contigs to analyze the gene features, simple sequence repeat, and alternative splicing event of 24,658 non-redundant transcript sequences, predicted the coding sequence and identified the alternative polyadenylation. We performed cluster analysis, GO, and KEGG functional analysis of 4518 genes that were differentially expressed between the different low-temperature treatments. We examined 36 transcription factor families and identified 542 transcription factors in the differentially expressed genes, and 64 transcription factors were found in the AP2 transcription factor family which was the most. We measured the malondialdehyde, soluble sugar, and proline contents and the expression genes changed associated with low temperature resistance in the low-temperature treated leaves. We also tentatively speculate that StLPIN10369.5 and StCDPK16 may play a central coordinating role in the response of potatoes to low temperature stress. CONCLUSIONS: Overall, this study provided the first large-scale full-length transcriptome sequencing of potato and will facilitate structure-function genetic and comparative genomics studies of this important crop.


Assuntos
Solanum tuberosum , Perfilação da Expressão Gênica , Plântula/genética , Solanum tuberosum/fisiologia , Temperatura , Transcriptoma
7.
Plant J ; 108(4): 1131-1144, 2021 11.
Artigo em Inglês | MEDLINE | ID: mdl-34606658

RESUMO

The B-box (BBX) proteins are zinc-finger transcription factors with a key role in growth and developmental regulatory networks mediated by light. AtBBX21 overexpressing (BBX21-OE) potato (Solanum tuberosum) plants, cultivated in optimal water conditions, have a higher photosynthesis rate and stomatal conductance without penalty in water use efficiency (WUE) and with a higher tuber yield. In this work, we cultivated potato plants in two water regimes: 100 and 35% field capacity of water restriction that imposed leaf water potentials between -0.3 and -1.2 MPa for vegetative and tuber growth during 14 or 28 days, respectively. We found that 42-day-old plants of BBX21-OE were more tolerant to water restriction with higher levels of chlorophylls and tuber yield than wild-type spunta (WT) plants. In addition, the BBX21-OE lines showed higher photosynthesis rates and WUE under water restriction during the morning. Mechanistically, we found that BBX21-OE lines were more tolerant to moderated drought by enhancing mesophyll conductance (gm ) and maximum capacity of electron transport (Jmax ), and by reducing abscisic acid (ABA) sensitivity in plant tissues. By RNA-seq analysis, we found 204 genes whose expression decreased by drought in WT plants and expressed independently of the water condition in BBX21-OE lines as SAP12, MYB73, EGYP1, TIP2-1 and DREB2A, and expressions were confirmed by quantitative polymerase chain reaction. These results suggest that BBX21 interplays with the ABA and growth signaling networks, improving the photosynthetic behavior in suboptimal water conditions with an increase in potato tuber yield.


Assuntos
Ácido Abscísico/metabolismo , Fotossíntese , Reguladores de Crescimento de Plantas/metabolismo , Solanum tuberosum/genética , Fatores de Transcrição/metabolismo , Água/metabolismo , Clorofila/metabolismo , Cloroplastos/metabolismo , Secas , Transporte de Elétrons , Folhas de Planta/genética , Folhas de Planta/fisiologia , Proteínas de Plantas/genética , Proteínas de Plantas/metabolismo , Tubérculos/genética , Tubérculos/fisiologia , Transdução de Sinais , Solanum tuberosum/fisiologia , Fatores de Transcrição/genética
8.
Sci Rep ; 11(1): 18284, 2021 09 14.
Artigo em Inglês | MEDLINE | ID: mdl-34521910

RESUMO

The Aldehyde dehydrogenase (ALDH) superfamily comprises a group of enzymes involved in the scavenging of toxic aldehyde molecules by converting them into their corresponding non-toxic carboxylic acids. A genome-wide study in potato identified a total of 22 ALDH genes grouped into ten families that are presented unevenly throughout all the 12 chromosomes. Based on the evolutionary analysis of ALDH proteins from different plant species, ALDH2 and ALDH3 were found to be the most abundant families in the plant, while ALDH18 was found to be the most distantly related one. Gene expression analysis revealed that the expression of StALDH genes is highly tissue-specific and divergent in various abiotic, biotic, and hormonal treatments. Structural modelling and functional analysis of selected StALDH members revealed conservancy in their secondary structures and cofactor binding sites. Taken together, our findings provide comprehensive information on the ALDH gene family in potato that will help in developing a framework for further functional studies.


Assuntos
Aldeído Desidrogenase/genética , Solanum tuberosum/genética , Aldeído Desidrogenase/metabolismo , Cromossomos de Plantas/genética , Evolução Molecular , Genes de Plantas/genética , Genoma de Planta/genética , Filogenia , Alinhamento de Sequência , Solanum tuberosum/enzimologia , Solanum tuberosum/crescimento & desenvolvimento , Solanum tuberosum/fisiologia , Estresse Fisiológico
9.
Int J Biol Macromol ; 188: 892-903, 2021 Oct 01.
Artigo em Inglês | MEDLINE | ID: mdl-34352321

RESUMO

Oligopeptides transporter (OPT) can maintain intracellular metal homeostat, however, their evolutionary characteristics, as well as their expression patterns in heavy metal exposure, remain unclear. Compared with previous OPT family identification, we identified 94 OPT genes (including 21 in potato) in potato and 4 other plants by HMMER program based on OPT domain (PF03169) for the first time. Secondly, conserved and special OPTs were found through comprehensive analysis. Thirdly, spatio-temporal tissue specific expression patterns and co-expression frameworks of potato OPT genes under different heavy metal stress were constructed. These data can provide excellent gene resources for food security and soil remediation.


Assuntos
Regulação da Expressão Gênica de Plantas , Redes Reguladoras de Genes , Genes de Plantas , Metais Pesados/toxicidade , Família Multigênica , Solanum tuberosum/genética , Estresse Fisiológico/genética , Cromossomos de Plantas/genética , Sequência Conservada/genética , Duplicação Gênica , Perfilação da Expressão Gênica , Regulação da Expressão Gênica de Plantas/efeitos dos fármacos , Redes Reguladoras de Genes/efeitos dos fármacos , Motivos de Nucleotídeos/genética , Filogenia , Regiões Promotoras Genéticas/genética , Solanum tuberosum/efeitos dos fármacos , Solanum tuberosum/fisiologia , Estresse Fisiológico/efeitos dos fármacos , Sintenia/genética
10.
Plant J ; 108(1): 81-92, 2021 10.
Artigo em Inglês | MEDLINE | ID: mdl-34273198

RESUMO

Steroidal glycoalkaloids (SGAs) are toxic specialized metabolites found in members of the Solanaceae, such as Solanum tuberosum (potato) and Solanum lycopersicum (tomato). The major potato SGAs are α-solanine and α-chaconine, which are biosynthesized from cholesterol. Previously, we have characterized two cytochrome P450 monooxygenases and a 2-oxoglutarate-dependent dioxygenase that function in hydroxylation at the C-22, C-26 and C-16α positions, but the aminotransferase responsible for the introduction of a nitrogen moiety into the steroidal skeleton remains uncharacterized. Here, we show that PGA4 encoding a putative γ-aminobutyrate aminotransferase is involved in SGA biosynthesis in potatoes. The PGA4 transcript was expressed at high levels in tuber sprouts, in which SGAs are abundant. Silencing the PGA4 gene decreased potato SGA levels and instead caused the accumulation of furostanol saponins. Analysis of the tomato PGA4 ortholog, GAME12, essentially provided the same results. Recombinant PGA4 protein exhibited catalysis of transamination at the C-26 position of 22-hydroxy-26-oxocholesterol using γ-aminobutyric acid as an amino donor. Solanum stipuloideum (PI 498120), a tuber-bearing wild potato species lacking SGA, was found to have a defective PGA4 gene expressing the truncated transcripts, and transformation of PI 498120 with functional PGA4 resulted in the complementation of SGA production. These findings indicate that PGA4 is a key enzyme for transamination in SGA biosynthesis. The disruption of PGA4 function by genome editing will be a viable approach for accumulating valuable steroidal saponins in SGA-free potatoes.


Assuntos
4-Aminobutirato Transaminase/metabolismo , Solanina/análogos & derivados , Solanum tuberosum/genética , 4-Aminobutirato Transaminase/genética , Edição de Genes , Hidroxilação , Cetocolesteróis/biossíntese , Cetocolesteróis/química , Proteínas de Plantas/genética , Proteínas de Plantas/metabolismo , Tubérculos/enzimologia , Tubérculos/genética , Tubérculos/fisiologia , Saponinas/biossíntese , Saponinas/química , Solanina/química , Solanina/metabolismo , Solanum tuberosum/enzimologia , Solanum tuberosum/fisiologia
11.
Int J Mol Sci ; 22(11)2021 Jun 07.
Artigo em Inglês | MEDLINE | ID: mdl-34200118

RESUMO

Drought represents a major abiotic stress factor negatively affecting growth, yield and tuber quality of potatoes. Quantitative trait locus (QTL) analyses were performed in cultivated potatoes for drought tolerance index DRYM (deviation of relative starch yield from the experimental median), tuber starch content, tuber starch yield, tuber fresh weight, selected transcripts and metabolites under control and drought stress conditions. Eight genomic regions of major interest for drought tolerance were identified, three representing standalone DRYM QTL. Candidate genes, e.g., from signaling pathways for ethylene, abscisic acid and brassinosteroids, and genes encoding cell wall remodeling enzymes were identified within DRYM QTL. Co-localizations of DRYM QTL and QTL for tuber starch content, tuber starch yield and tuber fresh weight with underlying genes of the carbohydrate metabolism were observed. Overlaps of DRYM QTL with metabolite QTL for ribitol or galactinol may indicate trade-offs between starch and compatible solute biosynthesis. Expression QTL confirmed the drought stress relevance of selected transcripts by overlaps with DRYM QTL. Bulked segregant analyses combined with next-generation sequencing (BSAseq) were used to identify mutations in genes under the DRYM QTL on linkage group 3. Future analyses of identified genes for drought tolerance will give a better insight into drought tolerance in potatoes.


Assuntos
Cromossomos de Plantas/genética , Secas , Genoma de Planta , Polimorfismo de Nucleotídeo Único , Locos de Características Quantitativas , Solanum tuberosum/genética , Tetraploidia , Mapeamento Cromossômico , Ligação Genética , Genômica , Fenótipo , Tubérculos/genética , Solanum tuberosum/fisiologia
12.
Plant Cell Rep ; 40(9): 1603-1615, 2021 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-34041586

RESUMO

Plants have developed sophisticated and complex epigenetic regulation-based mechanisms to maintain stable growth and development under diverse environmental conditions. Histone deacetylases (HDACs) are important epigenetic regulators in eukaryotes that are involved in the deacetylation of lysine residues of histone H3 and H4 proteins. Plants have developed a unique HDAC family, HD2, in addition to the RPD3 and Sir2 families, which are also present in other eukaryotes. HD2s are well conserved plant-specific HDACs, which were first identified as nucleolar phosphoproteins in maize. The HD2 family plays important roles not only in fundamental developmental processes, including seed germination, root and leaf development, floral transition, and seed development but also in regulating plant responses to biotic and abiotic stresses. Some of the HD2 members coordinate with each other to function. The HD2 family proteins also show functional association with RPD3-type HDACs and other transcription factors as a part of repression complexes in gene regulatory networks involved in environmental stress responses. This review aims to analyse and summarise recent research progress in the HD2 family, and to describe their role in plant growth and development and in response to different environmental stresses.


Assuntos
Histona Desacetilases/metabolismo , Fenômenos Fisiológicos Vegetais , Proteínas de Plantas/metabolismo , Estresse Fisiológico/fisiologia , Evolução Molecular , Regulação da Expressão Gênica de Plantas , Histona Desacetilases/genética , Solanum lycopersicum/enzimologia , Solanum lycopersicum/fisiologia , Oryza/enzimologia , Oryza/fisiologia , Fosfoproteínas/metabolismo , Desenvolvimento Vegetal , Proteínas de Plantas/genética , Solanum tuberosum/enzimologia , Solanum tuberosum/fisiologia
13.
Genes (Basel) ; 12(4)2021 03 28.
Artigo em Inglês | MEDLINE | ID: mdl-33800602

RESUMO

Potato is regarded as drought sensitive and most vulnerable to climate changes. Its cultivation in drought prone regions or under conditions of more frequent drought periods, especially in subtropical areas, requires intensive research to improve drought tolerance in order to guarantee high yields under limited water supplies. A candidate gene approach was used to develop functional simple sequence repeat (SSR) markers for association studies in potato with the aim to enhance breeding for drought tolerance. SSR primer combinations, mostly surrounding interrupted complex and compound repeats, were derived from 103 candidate genes for drought tolerance. Validation of the SSRs was performed in an association panel representing 34 mainly starch potato cultivars. Seventy-five out of 154 SSR primer combinations (49%) resulted in polymorphic, highly reproducible banding patterns with polymorphic information content (PIC) values between 0.11 and 0.90. Five SSR markers identified allelic differences between the potato cultivars that showed significant associations with drought sensitivity. In all cases, the group of drought-sensitive cultivars showed predominantly an additional allele, indicating that selection against these alleles by marker-assisted breeding might confer drought tolerance. Further studies of these differences in the candidate genes will elucidate their role for an improved performance of potatoes under water-limited conditions.


Assuntos
Repetições de Microssatélites , Solanum tuberosum/fisiologia , Estresse Fisiológico , Biologia Computacional/métodos , DNA de Plantas/genética , Secas , Estudos de Associação Genética , Melhoramento Vegetal , Solanum tuberosum/genética
14.
Plant J ; 107(1): 77-99, 2021 07.
Artigo em Inglês | MEDLINE | ID: mdl-33860574

RESUMO

Wounding during mechanical harvesting and post-harvest handling results in tuber desiccation and provides an entry point for pathogens resulting in substantial post​-harvest crop losses. Poor wound healing is a major culprit of these losses. Wound tissue in potato (Solanum tuberosum) tubers, and all higher plants, is composed of a large proportion of suberin that is deposited in a specialized tissue called the wound periderm. However, the genetic regulatory pathway controlling wound-induced suberization remains unknown. Here, we implicate two potato transcription factors, StMYB102 (PGSC0003DMG400011250) and StMYB74 (PGSC0003DMG400022399), as regulators of wound suberin biosynthesis and deposition. Using targeted metabolomics and transcript profiling from the wound healing tissues of two commercial potato cultivars, as well as heterologous expression, we provide evidence for the molecular-genetic basis of the differential wound suberization capacities of different potato cultivars. Our results suggest that (i) the export of suberin from the cytosol to the apoplast and ligno-suberin deposition may be limiting factors for wound suberization, (ii) StMYB74 and StMYB102 are important regulators of the wound suberization process in tubers, and (iii) polymorphisms in StMYB102 may influence cultivar-specific wound suberization capacity. These results represent an important step in understanding the regulated biosynthesis and deposition of wound suberin and provide a practical foundation for targeted breeding approaches aimed at improving potato tuber storage life.


Assuntos
Lipídeos/biossíntese , Proteínas de Plantas/genética , Tubérculos/fisiologia , Solanum tuberosum/fisiologia , Regulação da Expressão Gênica de Plantas , Lipídeos/genética , Fenóis/metabolismo , Células Vegetais , Tubérculos/genética , Polimorfismo Genético , Solanum tuberosum/citologia , Solanum tuberosum/genética , Fatores de Transcrição/genética , Ceras/metabolismo
15.
BMC Plant Biol ; 21(1): 198, 2021 Apr 24.
Artigo em Inglês | MEDLINE | ID: mdl-33894758

RESUMO

BACKGROUND: Scientific literature carries a wealth of information crucial for research, but only a fraction of it is present as structured information in databases and therefore can be analyzed using traditional data analysis tools. Natural language processing (NLP) is often and successfully employed to support humans by distilling relevant information from large corpora of free text and structuring it in a way that lends itself to further computational analyses. For this pilot, we developed a pipeline that uses NLP on biological literature to produce knowledge networks. We focused on the flesh color of potato, a well-studied trait with known associations, and we investigated whether these knowledge networks can assist us in formulating new hypotheses on the underlying biological processes. RESULTS: We trained an NLP model based on a manually annotated corpus of 34 full-text potato articles, to recognize relevant biological entities and relationships between them in text (genes, proteins, metabolites and traits). This model detected the number of biological entities with a precision of 97.65% and a recall of 88.91% on the training set. We conducted a time series analysis on 4023 PubMed abstract of plant genetics-based articles which focus on 4 major Solanaceous crops (tomato, potato, eggplant and capsicum), to determine that the networks contained both previously known and contemporaneously unknown leads to subsequently discovered biological phenomena relating to flesh color. A novel time-based analysis of these networks indicates a connection between our trait and a candidate gene (zeaxanthin epoxidase) already two years prior to explicit statements of that connection in the literature. CONCLUSIONS: Our time-based analysis indicates that network-assisted hypothesis generation shows promise for knowledge discovery, data integration and hypothesis generation in scientific research.


Assuntos
Mineração de Dados , Processamento de Linguagem Natural , Tubérculos/fisiologia , Solanum tuberosum/fisiologia , Cor , Pigmentos Biológicos
16.
Plant Physiol ; 187(2): 618-631, 2021 10 05.
Artigo em Inglês | MEDLINE | ID: mdl-33823032

RESUMO

Environmental stresses are among the major factors that limit crop productivity and plant growth. Various nondestructive approaches for monitoring plant stress states have been developed. However, early sensing of the initial biochemical events during stress responses remains a significant challenge. In this work, we established whole-plant redox imaging using potato (Solanum tuberosum) plants expressing a chloroplast-targeted redox-sensitive green fluorescence protein 2 (roGFP2), which reports the glutathione redox potential (EGSH). Ratiometric imaging analysis demonstrated the probe response to redox perturbations induced by H2O2, DTT, or a GSH biosynthesis inhibitor. We mapped alterations in the chloroplast EGSH under several stress conditions including, high-light (HL), cold, and drought. An extremely high increase in chloroplast EGSH was observed under the combination of HL and low temperatures, conditions that specifically induce PSI photoinhibition. Intriguingly, we noted a higher reduced state in newly developed compared with mature leaves under steady-state and stress conditions, suggesting a graded stress sensitivity as part of the plant strategies for coping with stress. The presented observations suggest that whole-plant redox imaging can serve as a powerful tool for the basic understanding of plant stress responses and applied agricultural research, such as toward improving phenotyping capabilities in breeding programs and early detection of stress responses in the field.


Assuntos
Técnicas Biossensoriais , Solanum tuberosum/fisiologia , Estresse Fisiológico , Oxirredução
17.
Sci Rep ; 11(1): 8344, 2021 04 16.
Artigo em Inglês | MEDLINE | ID: mdl-33863959

RESUMO

Knowledge regarding genetic diversity and population structure of breeding materials is essential for crop improvement. The Texas A&M University Potato Breeding Program has a collection of advanced clones selected and maintained in-vitro over a 40-year period. Little is known about its genetic makeup and usefulness for the current breeding program. In this study, 214 potato clones were genotyped with the Infinium Illumina 22 K V3 Potato Array. After filtering, a total of 10,106 single nucleotide polymorphic (SNP) markers were used for analysis. Heterozygosity varied by SNP, with an overall average of 0.59. Three groups of tetraploid clones primarily based on potato market classes, were detected using STRUCTURE software and confirmed by discriminant analysis of principal components. The highest coefficient of differentiation observed between the groups was 0.14. Signatures of selection were uncovered in genes controlling potato flesh and skin color, length of plant cycle and tuberization, and carbohydrate metabolism. A core set of 43 clones was obtained using Core Hunter 3 to develop a sub-collection that retains similar genetic diversity as the whole population, minimize redundancies, and facilitates long-term conservation of genetic resources. The comprehensive molecular characterization of our breeding clone bank collection contributes to understanding the genetic diversity of existing potato resources. This analysis could be applied to other breeding programs and assist in the selection of parents, fingerprinting, protection, and management of the breeding collections.


Assuntos
Células Clonais , Variação Genética/genética , Melhoramento Vegetal/métodos , Solanum tuberosum/genética , Metabolismo dos Carboidratos , Produção Agrícola , Genótipo , Polimorfismo de Nucleotídeo Único , Solanum tuberosum/metabolismo , Solanum tuberosum/fisiologia , Estados Unidos
18.
Ecotoxicol Environ Saf ; 208: 111661, 2021 Jan 15.
Artigo em Inglês | MEDLINE | ID: mdl-33396171

RESUMO

NRAMP family genes participate in the absorption and transport of heavy metals such as cadmium (Cd), zinc (Zn), copper (Cu), lead (Pb), iron (Fe) and manganese (Mn) and play an important role in the response to heavy metal stress. There is an abundance of research on these genes in bacteria, plants and fungi, although not in S. tuberosum. A total of 48 members(potato(5), Arabidopsis(7), Tomato(9), pepper(9), rice(12) and tobacco(6)) were identified from 6 species (potato (Solanum tuberosum), Arabidopsis thaliana, Tomato (Solanum lycopersicum), pepper (Capsicum annuum), rice (Oryza sativa) and tobacco (Nicotiana attenuate)) and were classified into four subgroups. Across NRAMP gene family members, there are 15 highly conserved motifs that have similar genetic structures and characteristics. In addition, a total of 16 pairs of colinear genes were found in eight species. Analysis of cis-elements indicated that, in response to abiotic stress, NRAMPs are mainly regulated by phytohormones and transcription factors. In addition, analysis of expression profiles indicated that StNRAMP4 is mainly expressed in the roots. According to a qRT-PCR-based analysis of the StNRAMP family, with the exception of Pb2+ stress, StNRAMPs positively responded to stress from Cu2+, Cd2+, Zn2+ and Ni2+ and The expression patterns is similar of StNRAMP2, under Pb2+, and Cu2+ treatment, the relative expression peaked at 24 h. the relative expression peaked at 12 h and was upregulated 428-fold in the roots under Ni2+ stress. Under Cd2+ stress, StNRAMP3 was upregulated 28-fold in the leaves. StNRAMP1, StNRAMP4 and StNRAMP5 showed significant upregulation under Cu2+, Cd2+ and Zn2+ stress, respectively. Expression of StNRAMPs could be specifically induced by heavy metals, implying their possible role in the transport and absorption of heavy metals. This research explains the colinear characteristics of NRAMPs in several food crop species, which is useful for providing important genetic resources for cultivating food crop that accumulate low amounts of heavy metals and for explaining the biological functions of NRAMPs in plants.


Assuntos
Metais Pesados/metabolismo , Proteínas de Plantas/genética , Proteínas de Plantas/metabolismo , Solanum tuberosum/fisiologia , Estresse Fisiológico/genética , Regulação da Expressão Gênica de Plantas , Genoma de Planta/genética , Família Multigênica , Elementos Reguladores de Transcrição , Solanum tuberosum/genética , Solanum tuberosum/metabolismo
19.
Plant Cell Rep ; 40(3): 491-506, 2021 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-33388892

RESUMO

KEY MESSAGE: StMAPK11 overexpression promotes potato growth, physiological activities and photosynthesis under drought conditions. Mitogen-activated protein kinases (MAPKs) are import regulators of MAPK pathway in plants under drought condition. However, the critical role in potato (Solanum tuberosum L.) drought resistance is not fully understood. In this study, we aimed to explore the role of StMAPK11 under drought stress. The result of RT-qPCR for assay of StMAPKs expression demonstrated that 15 StMAPKs were differentially expressed in leaves, flowers, petioles, stamens, pistils, stems, stolons, roots, tubers and tuber peels of potato. StMAPKs was dynamically modulated by abiotic stresses and plant hormone treatments, and StMAPK11 was apparently up-regulated under drought conditions. Therefore, the vectors pCPB-StMAPK11 and pCPBI121-miRmapk11 for over-expression and down-regulation of StMAPK11 were constructed, respectively, and introduced into potato cultivar Atlantic. The result showed that StMAPK11 promoted potato growth under drought conditions, as well as the physiological activities evidenced by changes in SOD, CAT and POD activity and H2O2, proline and MDA content. StMAPK11 up-regulation intensified drought resistance of potato plant by elevating antioxidant activities and photosynthesis. Moreover, we consolidated the protective role of StMAPK11 in tobacco and Arabidopsis against drought stress. The result could provide new insights into the function of StMAPK11 in drought response and its possible mechanisms.


Assuntos
Secas , Proteína Quinase 11 Ativada por Mitógeno/metabolismo , Fotossíntese/fisiologia , Proteínas de Plantas/metabolismo , Solanum tuberosum/fisiologia , Arabidopsis/genética , Arabidopsis/crescimento & desenvolvimento , Enzimas/metabolismo , Regulação da Expressão Gênica de Plantas , Peróxido de Hidrogênio/metabolismo , Proteína Quinase 11 Ativada por Mitógeno/genética , Proteínas de Plantas/genética , Plantas Geneticamente Modificadas , Prolina/metabolismo , Estresse Fisiológico , /crescimento & desenvolvimento
20.
Plant Cell Environ ; 44(3): 792-806, 2021 03.
Artigo em Inglês | MEDLINE | ID: mdl-33314152

RESUMO

Yield of harvestable plant organs depends on photosynthetic assimilate production in source leaves, long-distance sucrose transport and sink-strength. While photosynthesis optimization has received considerable interest for optimizing plant yield, the potential for improving long-distance sucrose transport has received far less attention. Interestingly, a recent potato study demonstrates that the tuberigen StSP6A binds to and reduces activity of the StSWEET11 sucrose exporter. While the study suggested that reducing phloem sucrose efflux may enhance tuber yield, the precise mechanism and physiological relevance of this effect remained an open question. Here, we develop the first mechanistic model for sucrose transport, parameterized for potato plants. The model incorporates SWEET-mediated sucrose export, SUT-mediated sucrose retrieval from the apoplast and StSP6A-StSWEET11 interactions. Using this model, we were able to substantiate the physiological relevance of the StSP6A-StSWEET11 interaction in the long-distance phloem for potato tuber yield, as well as to show the non-linear nature of this effect.


Assuntos
Proteínas de Membrana Transportadoras/metabolismo , Floema/metabolismo , Proteínas de Plantas/metabolismo , Solanum tuberosum/metabolismo , Sacarose/metabolismo , Proteínas de Membrana Transportadoras/fisiologia , Modelos Biológicos , Floema/fisiologia , Proteínas de Plantas/fisiologia , Solanum tuberosum/fisiologia
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