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1.
PLoS One ; 19(6): e0305111, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38870239

RESUMO

This study investigates the influence of cadmium (Cd) stress on the micropropagation of Goji Berry (Lycium barbarum L.) across three distinct genotypes (ERU, NQ1, NQ7), employing an array of machine learning (ML) algorithms, including Multilayer Perceptron (MLP), Support Vector Machines (SVM), Random Forest (RF), Gaussian Process (GP), and Extreme Gradient Boosting (XGBoost). The primary motivation is to elucidate genotype-specific responses to Cd stress, which poses significant challenges to agricultural productivity and food safety due to its toxicity. By analyzing the impacts of varying Cd concentrations on plant growth parameters such as proliferation, shoot and root lengths, and root numbers, we aim to develop predictive models that can optimize plant growth under adverse conditions. The ML models revealed complex relationships between Cd exposure and plant physiological changes, with MLP and RF models showing remarkable prediction accuracy (R2 values up to 0.98). Our findings contribute to understanding plant responses to heavy metal stress and offer practical applications in mitigating such stress in plants, demonstrating the potential of ML approaches in advancing plant tissue culture research and sustainable agricultural practices.


Assuntos
Cádmio , Lycium , Aprendizado de Máquina , Estresse Fisiológico , Cádmio/toxicidade , Lycium/efeitos dos fármacos , Lycium/crescimento & desenvolvimento , Estresse Fisiológico/efeitos dos fármacos , Raízes de Plantas/efeitos dos fármacos , Raízes de Plantas/crescimento & desenvolvimento , Genótipo , Frutas/efeitos dos fármacos , Frutas/crescimento & desenvolvimento , Algoritmos
2.
BMC Plant Biol ; 19(1): 169, 2019 Apr 29.
Artigo em Inglês | MEDLINE | ID: mdl-31035916

RESUMO

BACKGROUND: Lycium ruthenicum Murray is an important economic plant in China and contains higher levels of anthocyanins in its fruits than other Lyciums. However, the genetic mechanism of anthocyanin production in this plant is unknown. RESULTS: Based on previous transcriptome analysis, LrAN2 and LbAN2, encoding MYB transcription factors, were isolated from L. ruthenicum and L. barbarum, respectively. Both genes contained two introns, encoded 257 amino acids with two-Aa difference, and carried the unabridged HTH-MYB, MYB-like DNA-binding, and SANT domains. In the phylogenetic trees, LrAN2 and LbAN2 were found to be closely related to NtAN2, which regulates anthocyanin biosynthesis in tobacco. Overexpression of LrAN2 and LbAN2 induced anthocyanin biosynthesis in all tissues of tobacco. The anthocyanin content in the leaves of transgenic lines with LbAN2 was lower than LrAN2. It indicated that the function of LbAN2 was weaker than LrAN2. The AN2 transcript could be detected only in the fruits of L. ruthenicum and increased during fruit development, accompanied by anthocyanin accumulation. In natural population, the alleles LrAN2 and LrAN2 were associated strictly with L. ruthenicum and L. barbarum, respectively. Moreover, an AN2 genetic diversity study suggested that Lyciums with yellow, white, purple, and jujube red fruits were derived from L. ruthenicum. CONCLUSIONS: Two AN2 alleles, from L. ruthenicum and L. barbarum, were functional MYB transcriptor regulating anthocyanin biosynthesis. The functional diversity and high expression level of LrAN2 could be the reason for high anthocyanin content in the fruit of L. ruthenicum. Lyciums with yellow, white, purple, and jujube red fruits were derived from L. ruthenicum based on AN2 sequence diversity. The results may be advantageous in identifying new varieties and breeding new cultivars.


Assuntos
Antocianinas/biossíntese , Genes de Plantas , Lycium/genética , Proteínas de Plantas/genética , Fatores de Transcrição/genética , Alelos , China , Frutas/genética , Frutas/crescimento & desenvolvimento , Genes myb , Variação Genética , Lycium/crescimento & desenvolvimento , Lycium/metabolismo , Proteínas de Plantas/metabolismo , Fatores de Transcrição/metabolismo
3.
Exp Appl Acarol ; 76(3): 325-337, 2018 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-30341476

RESUMO

Phoretic associations between mites and insects commonly occur in patchy and ephemeral habitats. As plants provide stable habitats for herbivores, herbivorous mites are rarely dependent on other animals for phoretic dispersal. However, a phoretic gall mite, Aceria pallida, which is found on plants, seasonally attaches to a herbivorous insect, Bactericera gobica, for overwintering survival. After detachment, the gall mite shares a habitat with its vector and is likely to compete with this vector for plant resources. However, excessive competition works against the sustainability of the seasonal phoretic association. How the gall mite, as an obligate phoretic mite, balances this relationship with its vector during the growing season to achieve phoresy is unknown. Here, the plant-mediated interspecific interaction between the gall mite and the psyllid after detachment was studied in the laboratory and field. The laboratory results showed that infestation by the gall mite had detrimental effects on the survival and development of psyllid nymphs. Meanwhile, the mite population and the gall size were also adversely affected. The results from the field showed that the mean densities of the mite galls and psyllids were lower in the mixed-species infestation treatment than in the single-species infestation treatment across the investigation period. However, the interspecific interaction between the gall mite and the psyllid decreased rather than accelerated leaf abscission caused by the psyllid, which promoted the persistence of the psyllid population and then indirectly contributed to phoretic association. Our results suggest that the plant-mediated competition between the phoretic gall mite and its vector after detachment facilitates the maintenance of the phoretic association.


Assuntos
Hemípteros/fisiologia , Lycium , Ácaros/fisiologia , Simbiose , Animais , Feminino , Hemípteros/crescimento & desenvolvimento , Larva/crescimento & desenvolvimento , Larva/fisiologia , Lycium/crescimento & desenvolvimento , Masculino , Ácaros/crescimento & desenvolvimento , Ninfa/crescimento & desenvolvimento , Ninfa/fisiologia , Tumores de Planta/parasitologia
4.
J Am Coll Nutr ; 35(8): 692-698, 2016.
Artigo em Inglês | MEDLINE | ID: mdl-27710210

RESUMO

OBJECTIVE: Goji fruit extracts, methanol (MGE) and hexane (HGE), were subjected to evaluation as potential source of phenolic antioxidants and antiradical activity. METHODS: Some phenolic compounds (gallic, protocatechuic, vanillic, chlorogenic, coumaric, caffeic and ferulic acid and catechin and rutin), vitamin C and carotenoids were identified and quantified by HPLC. Antioxidant activity was tested by measuring ability to scavenge DPPH and hydroxyl radicals. Also, reducing power of goji fruit extracts was determined. RESULTS: HPLC analysis results showed predominance of gallic acid (40.44 mg/g g.f). Vitamin C content in MGE was 716.91 mg vitC/100 g g.f. IC50DPPH· varied from 26.64 µmolTEAC/g for HGE to 62.15 µmolTEAC/g for MGE, while RP0.5 values varied from 952.23 µmolTEAC/g for MGE to 1360.48 mg/mL for HGE. IC50·OH for MGE was 1844.01 µmolTEAC/g. CONCLUSIONS: Our results support the use of goji fruits as rich sources of phytochemicals for further utilization in the food industry as supplements and functional food ingredients.


Assuntos
Antioxidantes/análise , Frutas/química , Lycium/química , Fenóis/análise , Ácido Ascórbico/análise , Cromatografia Líquida de Alta Pressão , Indústria Alimentícia , Alimento Funcional , Ácido Gálico/análise , Hexanos , Humanos , Lycium/crescimento & desenvolvimento , Metano , Oxirredução , Extratos Vegetais/química , Sérvia
5.
J Sci Food Agric ; 93(2): 310-5, 2013 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-22714393

RESUMO

BACKGROUND: Leaves of Lycium chinense L. are widely used in traditional Chinese medicine and as functional food in China and south-east Asia. Polyphenols are important active compounds in leaves of L. chinense L, but their compositions are still not very clear. Selenium has been reported to increase some components of plants. In this study, the composition of polyphenols of L. chinense leaves were analysed, and the effects of selenium on the polyphenols and other components were studied. RESULTS: The main polyphenols were identified as rutin, chlorogenic acid, quercetin, kaempferol and apigenin-7-O-(6'-O-acetyl) glucose-rhamnose. Chlorogenic acid showed the highest average content of 78.36 g kg⁻¹. Rutin, quercetin and kaempferol were determined at low contents from 3.85 g kg⁻¹ to 7.08 g kg⁻¹. Correlation coefficients between selenium and chlorogenic acid, chlorophyll a, chlorophyll b and carotenoids were: R² = 0.963 (P = 0.002), 0.943 (P = 0.005), 0.957 (P = 0.003) and 0.943 (P = 0.005), respectively. Selenium (0.01-0.05 g kg⁻¹) significantly increased chlorogenic acid, chlorophyll and carotenoids by 200-400% and reduced rutin by 400-900%. CONCLUSION: L. chinense can be an alternative source of chlorogenic acid. Selenium significantly increased chlorogenic acid, chlorophyll a, chlorophyll b and carotenoids, hence increasing the medicinal value of L. chinense leaves. Rutin, quercetin, kaempferol and apigenin-7-O-(6'-O-acetyl) glucose-rhamnose proved to be not significantly influenced by selenium.


Assuntos
Carotenoides/biossíntese , Ácido Clorogênico/metabolismo , Clorofila/biossíntese , Lycium/crescimento & desenvolvimento , Folhas de Planta/crescimento & desenvolvimento , Selênio/metabolismo , Regulação para Cima , Carotenoides/química , China , Clorofila A , Regulação para Baixo , Fertilizantes , Flavonoides/química , Flavonoides/metabolismo , Alimento Funcional/análise , Hidroponia , Lycium/metabolismo , Valor Nutritivo , Folhas de Planta/metabolismo , Rutina/metabolismo , Selenito de Sódio/metabolismo
6.
Biocell ; 28(3): 271-277, dic. 2004. ilus, tab
Artigo em Inglês | LILACS | ID: lil-405199

RESUMO

Lycium chilense, a deciduous perennial shrub, is one of the endangered native species of Patagonia due to sheep overgrazing. Chances of recolonization by seeds are scarce due to the limited density of propagules in the soil and very specific requirements for germination. The objective was to develop an in vitro propagation protocol that would help to perform reestablishment of this species in degraded areas of the Patagonian steppe. Seeds came from two provenances with different somatic number due to differences in ploidy level. Defoliated microcuttings were planted in test tubes with different growing media and taken to a growth chamber. Rooting percentage did not differ between origins, but higher values were encountered for medium without hormones. Subcultures increased significantly rooting percentage and reduced time to rooting. The leaves from micropropagated plants were thinner, did not exhibit hairs, and had poorly developed palisade parenchyma and less epicuticular waxes. In vitro leaves had lower stomatal density and their stomata were less functional when compared to acclimated leaves. A repopulation program of Lycium chilense based on microcutting culture, specialy using subcultures, is feasible.


Assuntos
Aclimatação/fisiologia , Técnicas de Cultura de Células , Lycium , Lycium/genética , Morfogênese/fisiologia , Compostos de Benzil/farmacologia , Folhas de Planta/anatomia & histologia , Folhas de Planta/crescimento & desenvolvimento , Folhas de Planta/ultraestrutura , Ácidos Indolacéticos , Lycium/crescimento & desenvolvimento , Microscopia Eletrônica de Varredura , Ácidos Naftalenoacéticos , Raízes de Plantas , Ploidias , Purinas/farmacologia , Reguladores de Crescimento de Plantas/farmacologia , Caules de Planta/crescimento & desenvolvimento , Caules de Planta
7.
Shi Yan Sheng Wu Xue Bao ; 34(3): 191-6, 2001 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-12549220

RESUMO

Levels of three endogenous free polyamines (PAs), Put, Spd and Spm, were detected during organogenesis and somatic embryogenesis (SE) of Lycium barabrum (L.) calli. The predominant forms of PAs in organogenesis and SE were found to be Put and Spd, respectively. In both developmental pathways, the changes of Put content were very similar, i.e., it accumulated quickly in the initial stages of calli differentiation and then decreased; with the further morphogenesis, increase in Put level was also observed. The highest level of Spd was obtained at day 1 of calli organogenesis; while, after 1 day of culture for calli SE, Spd level began to increase and reached a maximum at day 10. The treatments with exogenous PAs had positive effects on both organogenesis and SE, especially those of Spd on organogenesis and SE and Put on SE. However, Put showed no effects on adventitious bud formation. CHA, which inhibits the activity of Spd synthetase, prevented both adventitious bud formation and further development of somatic embryo into plantlet. Although MGBG, a specific inhibitor of S-adenosyl methionine decarboxylases, had little effects on organogenesis, it reduced the number of somatic embryo and the plantlets subsequently regenerated. Such inhibitions could be reversed by Spd (50 mumol/L). These results from organogenesis and SE of the same specie indicate that PAs influenced these two in vitro morphogenesis pathways.


Assuntos
Lycium/crescimento & desenvolvimento , Poliaminas/farmacologia , Lycium/efeitos dos fármacos , Poliaminas/antagonistas & inibidores , Putrescina/farmacologia , Espermidina/farmacologia , Espermina/farmacologia
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