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1.
Anal Chem ; 82(14): 6048-55, 2010 Jul 15.
Artigo em Inglês | MEDLINE | ID: mdl-20557115

RESUMO

The potential of analytical chemistry to predict sensory qualities of food materials is a major current theme. Standard practice is cross-validation (CV), where a set of chemical and associated sensory data is partitioned so chemometric models can be developed on training subsets, and validated on held-out subsets. CV demonstrates prediction, but is an unlikely scenario for industrial operations, where concomitant data acquisition for model development and test materials would be unwieldy. We evaluated cocoa materials of diverse provenance, and analyzed on different dates to those used in model development. Liquor extracts were analyzed by flow-injection electrospray-mass spectrometry (FIE-MS), a novel method for sensory quality prediction. FIE-MS enabled prediction of sensory qualities described by trained human panelists. Optimal models came from the Weka data-mining algorithm SimpleLinearRegression, which learns a model for the attribute giving minimal training error, which was (-)-epicatechin. This flavonoid likewise dominated partial least-squares (PLS)-regression models. Refinements of PLS (orthogonal-PLS or orthogonal signal correction) gave poorer generalization to different test sets, as did support vector machines, whose hyperparameters could not be optimized in training to avoid overfitting. In conclusion, if chemometric overfitting is avoided, chemical analysis can predict sensory qualities of food materials under operationally realistic conditions.


Assuntos
Cacau/química , Limiar Sensorial , Espectrometria de Massas por Ionização por Electrospray/métodos , Algoritmos , Catequina/química , Humanos , Análise dos Mínimos Quadrados , Análise de Componente Principal
2.
Plant Physiol ; 135(2): 1040-9, 2004 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-15173571

RESUMO

The growth of Arabidopsis plants in chilling conditions could be related to their levels of salicylic acid (SA). Plants with the SA hydroxylase NahG transgene grew at similar rates to Col-0 wild types at 23 degrees C, and growth of both genotypes was slowed by transfer to 5 degrees C. However, at 5 degrees C, NahG plants displayed relative growth rates about one-third greater than Col-0, so that by 2 months NahG plants were typically 2.7-fold larger. This resulted primarily from greater cell expansion in NahG rosette leaves. Specific leaf areas and leaf area ratios remained similar in both genotypes. Net assimilation rates were similar in both genotypes at 23 degrees C, but higher in NahG at 5 degrees C. Chlorophyll fluorescence measurements revealed no PSII photodamage in chilled leaves of either genotype. Col-0 shoots at 5 degrees C accumulated SA, particularly in glucosylated form. SA in NahG shoots showed similar tendencies at 5 degrees C, but at greatly depleted levels. Catechol was not detected as a metabolite of the NahG transgene product. We also examined growth and SA levels in SA signaling and metabolism mutants at 5 degrees C. The partially SA-insensitive npr1 mutant displayed growth intermediate between NahG and Col-0, while the SA-deficient eds5 mutant behaved like NahG. In contrast, the cpr1 mutant at 5 degrees C accumulated very high levels of SA and its growth was much more inhibited than wild type. At both temperatures, cpr1 was the only SA-responsive genotype in which oxidative damage (measured as thiobarbituric acid-reactive substances) was significantly different from wild type.


Assuntos
Aclimatação/fisiologia , Arabidopsis/crescimento & desenvolvimento , Temperatura Baixa , Ácido Salicílico/metabolismo , Aclimatação/efeitos dos fármacos , Arabidopsis/efeitos dos fármacos , Arabidopsis/genética , Mutação , Estresse Oxidativo/efeitos dos fármacos , Complexo de Proteína do Fotossistema II/efeitos dos fármacos , Complexo de Proteína do Fotossistema II/metabolismo , Plantas Geneticamente Modificadas , Ácido Salicílico/farmacologia
3.
Plant J ; 38(3): 432-47, 2004 May.
Artigo em Inglês | MEDLINE | ID: mdl-15086804

RESUMO

Salicylic acid (SA) is reported to protect plants from heat shock (HS), but insufficient is known about its role in thermotolerance or how this relates to SA signaling in pathogen resistance. We tested thermotolerance and expression of pathogenesis-related (PR) and HS proteins (HSPs) in Arabidopsis thaliana genotypes with modified SA signaling: plants with the SA hydroxylase NahG transgene, the nonexpresser of PR proteins (npr1) mutant, and the constitutive expressers of PR proteins (cpr1 and cpr5) mutants. At all growth stages from seeds to 3-week-old plants, we found evidence for SA-dependent signaling in basal thermotolerance (i.e. tolerance of HS without prior heat acclimation). Endogenous SA correlated with basal thermotolerance, with the SA-deficient NahG and SA-accumulating cpr5 genotypes having lowest and highest thermotolerance, respectively. SA promoted thermotolerance during the HS itself and subsequent recovery. Recovery from HS apparently involved an NPR1-dependent pathway but thermotolerance during HS did not. SA reduced electrolyte leakage, indicating that it induced membrane thermoprotection. PR-1 and Hsp17.6 were induced by SA or HS, indicating common factors in pathogen and HS responses. SA-induced Hsp17.6 expression had a different dose-response to PR-1 expression. HS-induced Hsp17.6 protein appeared more slowly in NahG. However, SA only partially induced HSPs. Hsp17.6 induction by HS was more substantial than by SA, and we found no SA effect on Hsp101 expression. All genotypes, including NahG and npr1, were capable of expression of HSPs and acquisition of HS tolerance by prior heat acclimation. Although SA promotes basal thermotolerance, it is not essential for acquired thermotolerance.


Assuntos
Aclimatação/efeitos dos fármacos , Arabidopsis/fisiologia , Ácido Salicílico/farmacologia , Transdução de Sinais/efeitos dos fármacos , Aclimatação/fisiologia , Arabidopsis/efeitos dos fármacos , Arabidopsis/genética , Proteínas de Arabidopsis/genética , Proteínas de Arabidopsis/metabolismo , Regulação da Expressão Gênica de Plantas , Proteínas de Choque Térmico/genética , Proteínas de Choque Térmico/metabolismo , Temperatura Alta , Chaperonas Moleculares/genética , Chaperonas Moleculares/metabolismo , Mutação , Transdução de Sinais/fisiologia
4.
Antonie Van Leeuwenhoek ; 83(2): 175-81, 2003.
Artigo em Inglês | MEDLINE | ID: mdl-12785311

RESUMO

A series of hydrophilic aromatic and semi-aromatic betaines related to trigonelline was synthesized and tested for antimicrobial activity. 4-Methylthiazolium betaine was the only one that showed significant antibacterial activity towards Escherichia coli under hyperosmotic conditions. None of the tested betaines showed any evidence of osmoprotection or urea protection.


Assuntos
Betaína/síntese química , Betaína/farmacologia , Escherichia coli/efeitos dos fármacos , Escherichia coli/fisiologia , Staphylococcus aureus/efeitos dos fármacos , Staphylococcus aureus/fisiologia , Alcaloides/química , Alcaloides/metabolismo , Alcaloides/farmacologia , Animais , Betaína/química , Linhagem Celular , Cães , Escherichia coli/crescimento & desenvolvimento , Espectroscopia de Ressonância Magnética , Testes de Sensibilidade Microbiana/métodos , Concentração Osmolar , Pressão Osmótica , Staphylococcus aureus/crescimento & desenvolvimento , Ureia
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