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1.
Food Chem ; 408: 135135, 2023 May 15.
Artículo en Inglés | MEDLINE | ID: mdl-36527922

RESUMEN

Atmospheric solids analysis probe-mass spectrometry (ASAP-MS), an ambient mass spectrometry technique, was used to differentiate spring and autumn Tieguanyin teas. Two configurations were used to obtain their chemical fingerprints - ASAP attached to a high-resolution quadrupole time-of-flight mass spectrometer (i.e., ASAP-QTOF) and to a single-quadrupole mass spectrometer (i.e., Radian™ ASAP™ mass spectrometer). Then, orthogonal projections to latent structures-discriminant analysis was conducted to identify features that held promise in differentiating harvest seasons. Four machine learning models - decision tree, linear discriminant analysis, support vector machine, and k-nearest neighbour - were built using these features, and high classification accuracy of up to 100% was achieved. The markers were putatively identified using their accurate masses and MS/MS fragmentation patterns from ASAP-QTOF. This approach was successfully transferred to the Radian ASAP MS, which is more deployable in the field. Overall, this study demonstrated the potential of ASAP-MS as a rapid fingerprinting tool for differentiating spring and autumn Tieguanyin.


Asunto(s)
Espectrometría de Masas en Tándem , Estaciones del Año , Análisis Discriminante , Análisis por Conglomerados
2.
Front Nutr ; 9: 881865, 2022.
Artículo en Inglés | MEDLINE | ID: mdl-35651510

RESUMEN

Tieguanyin oolong tea (TOT), a semi-oxidized tea originating from Anxi county in China, is categorized into jade TOT, medium-baked TOT, and deep-baked TOT, based on different baking processes. To study the effects of baking, chemical analysis, sensory evaluation, and bioactivity assessments of the three TOTs were conducted. The results indicated that the baking process promoted the formation of colored macromolecules (e.g., theabrownins), which affected the color of tea infusion. Free amino acids underwent the Maillard reaction and generated specific Maillard reaction products, such as 5-hydroxymethylfurfural and furfural, which modified the taste and aroma. Floral and fresh volatiles were remarkably reduced, while multiple new volatiles were produced, forming a typically baked aroma. The antioxidant activity and antibacterial activity were reduced after baking, which might be associated with the decrease of monomeric catechins. These results provide a scientific basis for understanding the changes caused by the baking process.

3.
Guang Pu Xue Yu Guang Pu Fen Xi ; 36(9): 2774-9, 2016 Sep.
Artículo en Chino | MEDLINE | ID: mdl-30084593

RESUMEN

Near-infrared(NIR)As a fast and non-destructive testing technology, spectroscopy techniques is very suitable for pharmaceutical discrimination. Autoencoder network, as a hot research topic, has drawn widespread attention in machine learning research in recent years. Compared with traditional surface learning algorithm models, Autoencoder network has more powerful modeling capability as a typical deep networks model. Based on the unsupervised greedy layer-wise pre-training, autoencoder trains the network layer by layer while minimizing the error in reconstructing. Each layer is pre-trained with an unsupervised learning algorithm, learning a nonlinear transformation of the input of each layer which is the output of the previous layer. Pre-whitening process could get the inner structural features of the data more effectively. The supervised fine-tuning is followed with the unsupervised pre-training which sets the stage for a final training phase. The deep architecture is fine-tuned with respect to a supervised training criterion with gradient-based optimization. In this paper, firstly, the preprocessing step and pre-whitening transformation were used to treat near-infrared spectroscopy data of erythromycin ethylsuccinate, The pre-whitening transformation would reduce the correlation of the features, which gave each feature the same variance. Experimental results showed that the pre-whitening process had improved the classification accuracy of Sparse Denoising Autoencoder (SDAE) effectively. The SDAE with two hidden layers combined with pre-whitening was used to build the classification model for the identification of counterfeit pharmaceutical. The BP neural networks was compared with SVM algorithm for the classification accuracy and mean absolute difference (MAD). SDAE algorithm had higher classification accuracy than BP neural networks which had the same network structure with the SDAE networks, and SDAE algorithm also performed better than the SVM algorithm when the train datasets achieved a certain amount. As to the generalization performances, SDAE algorithm had less mean absolute difference of classification accuracy than SVM and BP Neural Networks. This result showed that SDAE algorithm could be effectively used to discriminate the counterfeit pharmaceutical.


Asunto(s)
Algoritmos , Redes Neurales de la Computación , Aprendizaje Automático , Espectroscopía Infrarroja Corta
4.
J Comp Neurol ; 523(18): 2738-51, 2015 Dec 15.
Artículo en Inglés | MEDLINE | ID: mdl-26183901

RESUMEN

Comparative embryonic studies are the most effective way to discern phylogenetic changes. To gain insight into the constitution and evolution of mammalian somatosensory thalamic nuclei, we first studied how calbindin (CB) and parvalbumin (PV) immunoreactivities appear during embryonic development in the first-order relaying somatosensory nuclei, i.e., the ventral posteromedial (VPM) and posterolateral (VPL) nuclei, and their neighboring higher-order modulatory regions, including the ventromedial or ventrolateral nucleus, posterior, and the reticular nucleus. The results indicated that cell bodies that were immunoreactive for CB were found earlier (embryonic day 12 [E12]) in the dorsal thalamus than were cells positive for PV (E14), and the adult somatosensory thalamus was characterized by complementary CB and PV distributions with PV dominance in the first-order relaying nuclei and CB dominance in the higher-order regions. We then labeled proliferating cells with [(3) H]-thymidine from E11 to 19 and found that the onset of neurogenesis began later (E12) in the first-order relaying nuclei than in the higher-order regions (E11). Using double-labeling with [(3) H]-thymidine autoradiography and CB or PV immunohistochemistry, we found that CB neurons were born earlier (E11-12) than PV neurons (E12-13) in the studied areas. Thus, similar to auditory nuclei, the first and the higher-order somatosensory nuclei exhibited significant distinctions in CB/PV immunohistochemistry and birthdates during embryonic development. These data, combined with the results of a cladistic analysis of the thalamic somatosensory nuclei, are discussed from an evolutionary perspective of sensory nuclei.


Asunto(s)
Calbindinas/metabolismo , Neurogénesis , Parvalbúminas/metabolismo , Núcleos Talámicos/citología , Núcleos Talámicos/metabolismo , Factores de Edad , Análisis de Varianza , Animales , Animales Recién Nacidos , Autorradiografía , Embrión de Mamíferos , Ratones , Neuronas , Núcleos Talámicos/embriología , Núcleos Talámicos/crecimiento & desarrollo , Timidina/metabolismo , Tritio/metabolismo
5.
Food Technol Biotechnol ; 53(2): 180-189, 2015 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-27904347

RESUMEN

In order to attenuate the bitter taste and improve the aroma of the summer tieguanyin oolong tea from the Chinese Anxi county, the effects of processing treatment with exogenous laccase and α-galactosidase on tea sensory quality and related compounds were investigated. The solutions of laccase and/or α-galactosidase were sprayed on the tea leaves before the first drying process. The sensory evaluation results showed that the sensory quality of the tea was significantly enhanced with the enzymatic treatment. The combined application of laccase at 8.25 and α-galactosidase at 22 U per kg of fresh tea shoots achieved the most satisfying sensory quality. Further analysis of flavour-related constituents was carried out by HPLC and GC-MS. The HPLC analysis showed that the contents of catechins and total polyphenols were reduced, compared to the untreated group, by 11.9 and 13.3% respectively, and the total soluble sugars and water extract content were increased by 19.4 and 6.6% respectively, after the treatment with both enzymes. The decrease of catechins and total polyphenols reduced the bitterness and astringency of the summer tea, while the increase of total soluble sugars and water extract content improved the sweetness and mellow taste. The aromatic compound data from GC-MS showed that the total essential oil content in these tea samples co-treated with laccase and α-galactosidase increased significantly, in which aldehydes, alcohols, esters and alkenes increased by 23.28, 37.05, 20.10 and 38.99%, respectively. Our data suggest that the exogenous enzymatic treatment can enhance the summer oolong tea quality, especially its taste and aroma.

6.
Guang Pu Xue Yu Guang Pu Fen Xi ; 34(10): 2815-20, 2014 Oct.
Artículo en Chino | MEDLINE | ID: mdl-25739231

RESUMEN

As an effective technique to identify counterfeit drugs, Near Infrared Spectroscopy has been successfully used in the drug management of grass-roots units, with classifier modeling of Pattern Recognition. Due to a major disadvantage of the characteristic overlap and complexity, the wide bandwidth and the weak absorption of the Spectroscopy signals, it seems difficult to give a satisfactory solutions for the modeling problem. To address those problems, in the present paper, a summation wavelet extreme learning machine algorithm (SWELM(CS)) combined with Cuckoo research was adopted for drug discrimination by NIRS. Specifically, Extreme Learning Machine (ELM) was selected as the classifier model because of its properties of fast learning and insensitivity, to improve the accuracy and generalization performances of the classifier model; An inverse hyperbolic sine and a Morlet-wavelet are used as dual activation functions to improve convergence speed, and a combination of activation functions makes the network more adequate to deal with dynamic systems; Due to ELM' s weights and hidden layer threshold generated randomly, it leads to network instability, so Cuckoo Search was adapted to optimize model parameters; SWELM(CS) improves stability of the classifier model. Besides, SWELM(CS) is based on the ELM algorithm for fast learning and insensitivity; the dual activation functions and proper choice of activation functions enhances the capability of the network to face low and high frequency signals simultaneously; it has high stability of classification by Cuckoo Research. This compact structure of the dual activation functions constitutes a kernel framework by extracting signal features and signal simultaneously, which can be generalized to other machine learning fields to obtain a good accuracy and generalization performances. Drug samples of near in- frared spectroscopy produced by Xian-Janssen Pharmaceutical Ltd were adopted as the main objects in this paper. Experiments for binary classification and multi-label classification were conducted, and the conclusion proved that the proposed method has more stable performance, higher classification accuracy and lower sensitivity to training samples than the existing ones, such as the BP neural network, ELM and-ELM by particle swarm optimization.


Asunto(s)
Inteligencia Artificial , Preparaciones Farmacéuticas/análisis , Espectroscopía Infrarroja Corta , Algoritmos , Modelos Teóricos , Redes Neurales de la Computación , Programas Informáticos , Análisis de Ondículas
7.
J Pharm Biomed Anal ; 51(1): 12-7, 2010 Jan 05.
Artículo en Inglés | MEDLINE | ID: mdl-19665331

RESUMEN

A NIR identification system consisting of two proposed models (Model I and Model II) has been developed for the analysis of 10 different products of macrolides tablets from different manufacturers. A total of 253 batches of the 10 products from 93 manufacturers in China were used for the system construction. First, a universal classification model (termed Model I) was constructed for 10 products using all the samples with the objective to distinguish the macrolides homologues which have the similar molecular structures. Secondly, 10 models (termed Model II) were developed separately for each product by using their samples. For each type of macrolides products, the two qualitative models are used in tandem as an identification system in mobile labs. Only when Model I and Model II both show acceptance results can an unknown sample be identified as "genuine". Internal and external validation showed almost 100% correct identity. Our study has shown that the analytical accuracy can be greatly improved when using this identification system and it will be efficient for quickly prescreening the drug quality in the open market and distribution channels.


Asunto(s)
Macrólidos/análisis , Modelos Químicos , Espectroscopía Infrarroja Corta/métodos , Calibración , China , Control de Calidad , Comprimidos
8.
Bioorg Med Chem Lett ; 19(3): 755-8, 2009 Feb 01.
Artículo en Inglés | MEDLINE | ID: mdl-19111465

RESUMEN

3-Haloacylamino benzoylureas (3-HBUs) consist of a new family of tubulin ligands that kill cancer cells through mitotic arrest. In exploring the structure-activity relationship (SAR), 17 analogues defined through variations of formylurea at the 1-position of the aromatic ring were synthesized. SAR analysis revealed that (i) the p-pi conjugation between the aromatic ring and formylurea was essential; (ii) suitable aryl substitutions at the N'-end increased anticancer activity with a mechanism different from that of parent compounds; and (iii) introduction of pyridyl at the N'-end provided an opportunity of making soluble salts to improve bioavailability. Among the analogues, 16c bearing 3,4,5-trimethoxyphenyl and 16g bearing 2-pyridyl at the N'-end showed an enhanced activity and were active in hepatoma cells that were resistant to tubulin ligands including the parent compounds. Furthermore, 16c and 16g killed cancer cells with a mechanism independent of mitotic arrest, indicating a change of action mode.


Asunto(s)
Antineoplásicos/síntesis química , Química Farmacéutica/métodos , Neoplasias/tratamiento farmacológico , Urea/análogos & derivados , Urea/química , Urea/síntesis química , Antineoplásicos/farmacología , Ácidos Carboxílicos/química , Proliferación Celular , Diseño de Fármacos , Evaluación Preclínica de Medicamentos , Humanos , Concentración 50 Inhibidora , Mitosis , Modelos Químicos , Conformación Molecular , Relación Estructura-Actividad
9.
Anal Chim Acta ; 630(2): 131-40, 2008 Dec 23.
Artículo en Inglés | MEDLINE | ID: mdl-19012824

RESUMEN

In present work, we investigated the feasibility of universal calibration models for moisture content determination of a much complicated products system of powder injections to simulate the process of building universal models for drug preparations with same INN (International Nonproprietary Name) from diverse formulations and sources. We also extended the applicability of universal model by model updating and calibration transfer. Firstly, a moisture content quantitative model for ceftriaxone sodium for injection was developed, the results show that calibration model established for products of some manufacturers is also available for the products of others. Then, we further constructed a multiplex calibration model for seven cephalosporins for injection ranging from 0.40 to 9.90%, yielding RMSECV and RMSEP of 0.283 and 0.261, respectively. However, this multiplex model could not predict samples of another cephalosporin (ceftezole sodium) and one penicillins (penicillin G procaine) for injection accurately. With regard to such limits and the extension of universal models, two solutions are proposed: model updating (MU) and calibration transfer. Overall, model updating is a robust method for the analytical problem under consideration. When timely model updating is impractical, piecewise direct standardization (PDS) algorithm is more desirable and applied to transfer calibration model between different powder injections. Both two solutions have proven to be effective to extend the applicability of original universal models for the new products emerging.


Asunto(s)
Modelos Químicos , Polvos/química , Espectroscopía Infrarroja Corta/métodos , beta-Lactamas/química , Calibración/normas , Reproducibilidad de los Resultados
10.
Fen Zi Xi Bao Sheng Wu Xue Bao ; 39(3): 229-35, 2006 Jun.
Artículo en Chino | MEDLINE | ID: mdl-16944597

RESUMEN

The production of labeled precursors in adult female Melanocorypha mongolica and Lonchura striata were investigated by using bromodeoxyuridine (BrdU) and ABC immunohistochemical method to mark new synthesized DNA. Then, the distribution of newborn precursor was compared between the two kinds of songbirds. The results reveal that: 1) During 1-4 days after BrdU intramuscular injection, there were a great number of labeled cells in lateral ventricular zone (LVZ),and forming proliferation 'hot spots' in the ventricular zone (VZ) of the ventral striatum and neostriatum. The newborn labeled precursor in the two adult songbirds originated from ventricular zone in telencephalon. In the two adult songbirds, there were a great number of labeled precursors in the ventricular zone (VZ) of the medial striatum and lateral striatum and forming proliferation 'the first hot spots'; in the top of LVZ and forming proliferation 'the second hot spots'. In Melanocorypha mongolica,there were a lot of labeled precursors in the tail of VZ in lateral striatum and forming proliferation 'the third hot spots'. But in Lonchura striata, there were a small number BrdU labeled precursors in the tail of VZ. 2) From 5 days after BrdU intramuscular injection in Melanocorypha mongolica, a great number of labeled precursors in the LVZ began to migrate into the other region of the telencephalon. During 5-30 day after BrdU intramuscular injection, some of labeled cells emerged into the nucleus of high vocal center (HVc), and robust nucleus of the archistriatum (RA) in Melanocorypha mongolica. But there were no BrdU labeled cells in the HVc and RA in female Lonchura striata during the 30 days after BrdU intramuscular injection. New neurons, which are added to HVc and RA continuously in adult female Melanocorypha mongolica, may be necessary for learning the new songs of adult male birds. HVc and RA of adult Lonchura striata have few new neurons to replace older neurons.


Asunto(s)
Bromodesoxiuridina/farmacología , Sistema Nervioso/efectos de los fármacos , Neuronas/efectos de los fármacos , Telencéfalo/efectos de los fármacos , Animales , Animales Recién Nacidos , ADN/biosíntesis , Femenino , Inmunohistoquímica , Modelos Neurológicos , Sistema Nervioso/patología , Neuronas/patología , Pájaros Cantores/anatomía & histología , Telencéfalo/anatomía & histología
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