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1.
Anal Biochem ; 645: 114607, 2022 05 15.
Artigo em Inglês | MEDLINE | ID: mdl-35227660

RESUMO

Mitochondria are organelles of bacterial origin historically identified as the cell power plant. In addition to energy, mitochondria produce reactive oxygen species and they have been found to have a key role in cell defense regulation, cell stress and damage. All the investigations regarding the nature of the molecules mediating these processes include compounds from mammalian cell metabolism. We hypothesize that the bacterial origin of mitochondria brings them to produce small fermentation products when cell is subjected to stress. In this work we studied the effect of hyperglycemia on the metabolome of hippocampal HN9.10e neurons, an in vitro model of one of the most vulnerable regions of central nervous system. Targeted metabolites were analyzed in the cell culture medium by liquid chromatography - diode array detection and headspace - gas chromatography - mass spectrometry. Twenty-two low molecular weight metabolites were identified and quantified in the growth medium of the cells, treated with 25, 50 or 75 mM glucose, sampled along 8 days to mimic a prolonged hyperglycemia. The results of statistical analysis showed the clear impairment of neuronal metabolism already after 48 h, represented by a significant reduction of the metabolic activity, together with the production of typical fermentative compounds.


Assuntos
Hiperglicemia , Metaboloma , Animais , Cromatografia Gasosa-Espectrometria de Massas , Glucose/metabolismo , Hiperglicemia/metabolismo , Mamíferos , Metabolômica/métodos , Neurônios/metabolismo
2.
Anal Bioanal Chem ; 414(16): 4667-4675, 2022 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-35587826

RESUMO

Raman spectroscopy is an emerging tool in the research and diagnosis of different diseases, including neurodegenerative disorders. In this work, blood serum samples collected from healthy controls and dementia patients were analysed by Raman spectroscopy to develop a classification model for the diagnosis of dementia of Alzheimer's type (DAT). Raman spectra were processed by means of multivariate tools for multivariate analysis. Lower concentration levels of carotenoids were detected in blood serum from patients, which allowed for a good discrimination with respect to controls, such as 93% of correct predictions on the test set with random forest. We also hypothesize that carotenoid levels might be informative about the severity and progression of the disease, since the intensity of carotenoid signals decreased from the early stage to more severe patients. These encouraging results suggest the possibility to use Raman spectroscopy for the analysis of alternative biofluids (e.g. saliva) and the unobtrusive diagnosis of other neurodegenerative disorders.


Assuntos
Doença de Alzheimer , Doenças Neurodegenerativas , Doença de Alzheimer/diagnóstico , Carotenoides , Humanos , Análise Multivariada , Análise Espectral Raman/métodos
3.
Molecules ; 27(23)2022 Dec 06.
Artigo em Inglês | MEDLINE | ID: mdl-36500725

RESUMO

To improve the capability of non-woven polypropylene-based fabric (NWF-PP) used for face mask production to retain active biomolecules such as polyphenols, the surface functionalization of NWF-PP-directly cut from face masks-was carried out by employing cold plasma with oxygen. The nature/structure of the functional groups, as well as the degree of functionalization, were evaluated by ATR-FTIR and XPS by varying the experimental conditions (generator power, treatment time, and oxygen flow). The effects of plasma activation on mechanical and morphological characteristics were evaluated by stress-strain measurements and SEM analysis. The ability of functionalized NWF-PP to firmly anchor polyphenols extracted from cloves was estimated by ATR-FTIR analysis, IR imaging, extractions in physiological solution, and OIT analysis (before and after extraction), as well as by SEM analysis. All the results obtained converge in showing that, although the plasma treatment causes changes-not only on the surface-with certain detriment to the mechanical performance of the NWF-PP, the incorporated functionalities are able to retain/anchor the active molecules extracted from the cloves, thus stabilizing the treated surfaces against thermo-oxidation even after prolonged extraction.


Assuntos
Gases em Plasma , Polifenóis , Polipropilenos/química , Oxigênio
4.
Inorg Chem ; 59(23): 17497-17508, 2020 Dec 07.
Artigo em Inglês | MEDLINE | ID: mdl-33205950

RESUMO

A series of 2,3-dicarboxylato-5-acetyl-4-aminoselenophenes, 5a-j, was obtained via the uncommon assembly of building blocks on a diiron platform, starting from commercial [Fe2Cp2(CO)4] through the stepwise formation of diiron complexes [2a-d]CF3SO3, 3a-d, and 4a-j. The selenophene-substituted bridging alkylidene ligand in 4a-j is removed from coordination upon treatment with water in air under mild conditions (ambient temperature in most cases), affording 5a-j in good to excellent yields. This process is highly selective and is accompanied by the disruption of the organometallic scaffold: cyclopentadiene (CpH) and lepidocrocite (γ-FeO(OH)) were identified by NMR and Raman analyses at the end of one representative reaction. The straightforward cleavage of the linkage between a bridging Fischer alkylidene and two (or more) metal centers, as observed here, is an unprecedented reaction in organometallic chemistry: in the present case, the carbene function is converted to a ketone which is incorporated into the organic product. DFT calculations and electrochemical experiments were carried out to give insight into the release of the selenophene-alkylidene ligand. Compounds 5a-j were fully characterized by elemental analysis, mass spectrometry, IR, and multinuclear NMR spectroscopy and by X-ray diffraction and cyclic voltammetry in one case.

5.
Anal Chem ; 91(13): 8595-8601, 2019 Jul 02.
Artigo em Inglês | MEDLINE | ID: mdl-31149812

RESUMO

In this article, we compare two analytical methods that have been recently proposed: the columnar density Saha-Boltzmann plot method of Cristoforetti and Tognoni (Cristoforetti, G.; Tognoni, E. Spectrochim. Acta, Part B, 2013, 79-80, 63-71) and the C-sigma model of Aragon and Aguilera (Aragon, C.; Aguilera, J. A. J. Quant. Spectrosc. Radiat. Trans. 2014, 149, 90-102). Both methods are based on the exploitation of self-absorbed lines for the characterization of plasmas in laser-induced breakdown spectroscopy experiments. However, although the two methods can be safely applied in many cases, their usefulness is limited in many practical cases of interest because of the intrinsic constraints of the used plasma model or because of the complexity of the numerical treatment. The two methods are presented here and critically discussed. Finally, an extended C-sigma approach is proposed to merge the advantages of the two methods, overcoming their intrinsic limitations and simplifying the numerical treatment.

6.
Anal Bioanal Chem ; 411(28): 7551-7562, 2019 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-31641822

RESUMO

In this work, a straightforward analytical approach based on headspace solid-phase microextraction coupled with gas chromatography-mass spectrometry was developed for the analysis of salivary volatile organic compounds without any prior derivatization step. With a sample volume of 500 µL, optimal conditions were achieved by allowing the sample to equilibrate for 10 min at 50 °C and then extracting the samples for 10 min at the same temperature, using a carboxen/polydimethylsiloxane fibre. The method allowed the simultaneous identification and quantification of 20 compounds in sample headspace, including short-chain fatty acids and their derivatives which are commonly analysed after analyte derivatization. The proof of applicability of the methodology was performed with a case study regarding the analysis of the dynamics of volatile metabolites in saliva of a single subject undergoing 5-day treatment with rifaximin antibiotic. Non-stimulated saliva samples were collected over 3 weeks from a nominally healthy volunteer before, during, and after antibiotic treatment. The variations of some metabolites, known to be produced by the microbiota and by bacteria that are susceptible to antibiotics, suggest that the study of the dynamics of salivary metabolites can be an excellent indirect method for analysing the gut microbiota. This approach is novel from an analytical standpoint, and it encourages further studies combining saliva metabolite profiles and gut microbiota dynamics. Graphical abstract.


Assuntos
Cromatografia Gasosa-Espectrometria de Massas/métodos , Microbioma Gastrointestinal , Saliva/química , Microextração em Fase Sólida/métodos , Compostos Orgânicos Voláteis/análise , Antibacterianos/administração & dosagem , Humanos , Limite de Detecção , Reprodutibilidade dos Testes
7.
Anal Bioanal Chem ; 411(16): 3435-3445, 2019 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-31093694

RESUMO

A high-precision exact-matching quadruple isotope dilution method (ID4MS) was employed for the quantitation of nitrate in an air-dried spinach powder Certified Reference Material (CRM). The analyte was extracted in hot water following addition of 15NO[Formula: see text] internal standard. The blend was then treated with sulfamic acid to remove nitrite and with triethyloxonium tetrafluoroborate to promote aqueous conversion of nitrate into volatile EtONO2. The derivative was analyzed by headspace GC-MS with 3-min elution time. The method performance was validated with a series of tests which demonstrated adequate selectivity and ruggedness. This method supported the development of novel SPIN-1 CRM giving a modest contribution to its uncertainty (uchar = 0.85%). With respect to previous attempts, the SPIN-1 was proven stable, homogeneous (uhom = 0.44%), and suitable for spinach monitoring under EU regulations. On dried basis, the nitrate content of SPIN-1 was found to be 22.53 ± 0.43 mg/g (Uc = 1.9%, k = 2). The material was also used in an inter-laboratory study where four laboratories employed a total of ten measurement methods. Graphical Abstract SPIN-1 Certified Reference Material for nitrate in spinach powder.

8.
Nanotechnology ; 28(5): 055706, 2017 Feb 03.
Artigo em Inglês | MEDLINE | ID: mdl-28029112

RESUMO

Halloysite nanotubes (HNTs) are considered as ideal materials for biotechnological and medical applications. An important feature of halloysite is that it has a different surface chemistry on the inner and outer sides of the tubes. This property means that negatively-charged molecules can be selectively loaded inside the halloysite nanoscale its lumen. Loaded HNTs can be used for the controlled or sustained release of proteins, drugs, bioactive molecules and other agents. We studied the interaction between HNTs and bovine serum albumin, α lactalbumin and ß -lactoglobulin loaded into HTNs using Fourier transform infrared spectroscopy and thermogravimetry. These techniques enabled us to study the protein conformation and thermal stability, respectively, and to estimate the amount of protein loaded into the HNTs. TEM images confirmed the loading of proteins into HTNs.

9.
Anal Biochem ; 483: 27-33, 2015 Aug 15.
Artigo em Inglês | MEDLINE | ID: mdl-25944418

RESUMO

The aim of our study was to investigate how denaturing agents commonly used in protein analysis influence the labeling between a reactive molecule and proteins. For this reason, we investigated the labeling of ovalbumin (OVA) as a globular model protein with p-hydroxymercurybenzoate (pHMB) in its native state (phosphate buffer solution) and in different denaturing conditions (8 molL(-1) urea, 3 molL(-1) guanidinium thiocyanate, 6 molL(-1) guanidinium chloride, 0.2% sodium dodecyl sulfate, and 20% methanol). In addition to chemical denaturation, thermal denaturation was also tested. The protein was pre-column simultaneously denatured and derivatized, and the pHMB-labeled denatured OVA complexes were analyzed by size exclusion chromatography (SEC) coupled online with chemical vapor generation-atomic fluorescence spectrometry (CVG-AFS). The number of -SH groups titrated greatly depends on the protein structure in solution. Indeed, we found that, depending on the adopted denaturing conditions, OVA gave different aggregate species that influence the complexation process. The results were compared with those obtained by a common alternative procedure for the titration of -SH groups that employs monobromobimane (mBBr) as tagging molecule and molecular fluorescence spectroscopy as detection technique. We also investigated the labeling kinetics for denatured OVA and pHMB, finding that the 4 thiolic groups of OVA have a very different reactivity toward mercury labeling, in agreement with previous studies.


Assuntos
Hidroximercuribenzoatos/metabolismo , Mercúrio/metabolismo , Ovalbumina/metabolismo , Desnaturação Proteica , Coloração e Rotulagem , Animais , Galinhas , Cromatografia em Gel , Hidroximercuribenzoatos/química , Cinética , Mercúrio/química , Dodecilsulfato de Sódio/química
10.
Anal Chem ; 86(4): 2251-6, 2014 Feb 18.
Artigo em Inglês | MEDLINE | ID: mdl-24502672

RESUMO

We optimized a hyphenated system based on size exclusion chromatography coupled to a microwave/UV mercury oxidation system and an atomic fluorescence detector (SEC-CVG-AFS) for the online oxidation of free and protein-complexed p-hydroxymercuribenzoic acid (pHMB) without the employment of chemical oxidizing agents. This system has been applied to the study of labeling of thiolic groups of native ovalbumin (OVA) as a function of protein concentration. We found that the protein concentration strongly affects the species distribution of OVA, the number of thiolic groups titrated in each species, and thus, the accuracy in the determination of the total number of thiolic groups. The amount of titrated sulfhydryl groups in the protein concentration range investigated (5-100 µmol L(-1)) varied from 2.40 ± 0.01 to 1.85 ± 0.05 for the monomeric form of OVA and from 4.63 ± 0.01 to 5.63 ± 0.05 for the total OVA, which represents more than four theoretical number of reduced Cys. This information is important from the analytical point of view because it suggests that, unless to operate with diluted concentration of protein, the number of titrated thiolic groups results from both the aspecific interaction of the probe with aggregates species and to the specific bond of the probe with the accessible -SH groups.


Assuntos
Cromatografia em Gel/métodos , Mercúrio/química , Ovalbumina/análise , Espectrofotometria Atômica/métodos , Compostos de Sulfidrila/análise , Animais , Galinhas , Estrutura Secundária de Proteína , Espectrometria de Fluorescência/métodos
11.
Analyst ; 139(17): 4124-53, 2014 Sep 07.
Artigo em Inglês | MEDLINE | ID: mdl-24977348

RESUMO

The absolute and relative quantitation of proteins plays a fundamental role in modern proteomics, as it is the key to understand still unresolved biological questions in medical and pharmaceutical applications. Highly sensitive analytical methods are required to quantify proteins in biological samples and to correlate their concentration levels with several diseases. Enzyme-linked immunosorbent assay (ELISA) and Western blot represent specific strategies for protein quantitation. However, these approaches are impractical for quantitative studies: the availability of high quality ELISAs for biomarker candidates is limited, and the performance characteristics of many commercially marketed ELISAs are poorly documented or unknown. The development of ELISA or Western blot is also expensive and time-consuming. The limitations of these strategies, combined with the large numbers of biomarker candidates emerging from genomic and proteomic discovery studies, have created the need for alternative strategies for quantitation of targeted proteins. A widely explored approach to identify and quantify intact proteins is based on (i) the detection of endogenous metals covalently bound to the protein structure or (ii) the labelling of proteins with metallic probes. The development of several hyphenated analytical techniques for metal quantitation has led to new possibilities for the quantitative analysis of proteins. In the present review, we attempt to provide a full coverage of current methodologies for protein quantitation based on the detection of endogenous metal(loid)s or chemical labeling with metal(loid)s, highlighting, to the best of our knowledge, their merits and limits.


Assuntos
Cromatografia Líquida/métodos , Eletroforese/métodos , Espectrometria de Massas/métodos , Metais/análise , Proteínas/química , Espectrofotometria Atômica/métodos , Animais , Humanos , Metalotioneína/química , Modelos Moleculares , Proteômica/métodos
12.
Materials (Basel) ; 17(2)2024 Jan 12.
Artigo em Inglês | MEDLINE | ID: mdl-38255545

RESUMO

Green chemistry emphasizes the isolation of biologically active compounds from plants and biomass to produce renewable, bio-based products and materials through sustainability and circularity-driven innovation processes. In this work, we have investigated the extraction of rosmarinic acid (RA), a phenolic acid with several biological properties, from aromatic herbs using ultrasounds and low environmental risk natural deep eutectic solvents (NADES). Various solvent mixtures have been investigated, and the parameters influencing the process have been studied by a mixture-process experimental design to identify the optimal RA extraction conditions. The extraction yield has been calculated by HPLC-diode array analysis. The lactic acid:ethylene glycol mixture using an ultrasound-assisted process has been found to be the most versatile solvent system, giving RA yields 127-160% higher than hydroalcoholic extraction (70% ethanol). The deep eutectic solvent nature of lactic acid:ethylene glycol has been demonstrated for the first time by multi-technique characterization (1H-NMR and 13C-NMR, DSC, and W absorption properties). The aqueous raw extract has been directly incorporated into poly(vinyl alcohol) to obtain films with potential antibacterial properties for applications in the field of food and pharmaceutical packaging.

13.
Food Chem ; 455: 139856, 2024 May 28.
Artigo em Inglês | MEDLINE | ID: mdl-38823144

RESUMO

The global prevalence of obesity more than doubled between 1990 and 2022. By 2022, 2.5 billion adults aged 18 and older were overweight, with over 890 million of them living with obesity. The urgent need for understanding the impact of high-fat diet, together with the demanding of analytical methods with low energy/chemicals consumption, can be fulfilled by rapid, high-throughput spectroscopic techniques. To understand the impact of high-fat diet on the metabolic signatures of mouse cecal contents, we characterized metabolite variations in two diet-groups (standard vs high-fat diet) using FTIR spectroscopy and multivariate analysis. Their cecal content showed distinct spectral features corresponding to high- and low-molecular-weight metabolites. Further quantification of 13 low-molecular-weight metabolites using liquid chromatography showed significant reduction in the production of short chain fatty acids and amino acids associated with high-fat diet samples. These findings demonstrated the potential of spectroscopy to follow changes in gut metabolites.

14.
Anal Chem ; 85(24): 12152-7, 2013 Dec 17.
Artigo em Inglês | MEDLINE | ID: mdl-24266505

RESUMO

A novel method is presented for the characterization and determination of thiolic proteins. After the labeling with p-hydroxymercurybenzoate, the pHMB-labeled proteins underwent on-line oxidation with a novel microwave (MW)/UV photochemical reactor, followed by cold vapor generation-atomic fluorescence spectrometry (CVG-AFS) detection. The MW/UV process led to the conversion of pHMB to Hg(II) with a yield of 89.0 ± 0.5% without using chemical oxidizing reagents and avoiding the use of toxic carcinogenic compounds. Hg(II) was reduced to Hg(0) in a knotted reaction coil with NaBH4 solution, stripped from the solution by an argon flow and detected. The chromatographic method for labeled thiolic peptides was linear in the 0.2-100 µmol L(-1) range, with a LOD as mercury of 57 nmol L(-1). This system has proven to be a useful interface for liquid chromatography coupled with CVG-AFS in the determination and characterization of thiolic proteins. This method has been applied to the determination of thiolic peptides after tryptic digestion of serum albumins from different species (human, bovine, rat, horse, and sheep).


Assuntos
Temperatura Baixa , Hidroximercuribenzoatos/química , Micro-Ondas , Processos Fotoquímicos , Proteínas/análise , Proteínas/química , Espectrometria de Fluorescência/métodos , Animais , Bovinos , Cromatografia de Fase Reversa , Análise de Injeção de Fluxo , Humanos , Oxirredução , Proteínas/metabolismo , Ratos , Tripsina/metabolismo , Raios Ultravioleta , Volatilização
15.
Anal Chim Acta ; 1269: 341427, 2023 Aug 15.
Artigo em Inglês | MEDLINE | ID: mdl-37290860

RESUMO

The mechanisms controlling the generation of PbH4 by reaction of inorganic Pb(II) with aqueous NaBH4 were investigated both in the presence and in the absence of the additive K3Fe(CN)6. For the first time PbH4 has been identified in analytical chemical vapor generation (CVG) by using gas chromatographic mass spectrometry (GC-MS), which allows the use of deuterium labelled experiments. In the absence of the additive, under reaction conditions typically employed for trace lead determination by CVG, Pb(II) is converted to solid species and no volatile lead species can be detected by either atomic or mass spectrometry for Pb(II) concentration up to 100 mg L-1. In alkaline conditions Pb(II) substrates are unreactive towards NaBH4. In the presence of K3Fe(CN)6, deuterium labelled experiments clearly indicated that the generated PbH4 is formed by the direct transfer of hydride from borane to lead atoms. Kinetic experiments were carried out to evaluate the rate of reduction of K3Fe(CN)6 by NaBH4, the rate of hydrolysis of NaBH4 both in the presence and in the absence of K3Fe(CN)6, and the rate of dihydrogen evolution following NaBH4 hydrolysis. The effect of delayed addition of Pb(II) to NaBH4-HCl- K3Fe(CN)6, and K3Fe(CN)6 to NaBH4-HCl-Pb(II) reaction mixtures on the efficiency of plumbane generation was investigated by continuous flow CVG coupled with atomic fluorescence spectrometry. The collected evidences, complemented with thermodynamic considerations and literature data, have made it possible to clarify long-standing controversial aspects related to the mechanism of plumbane generation and the role of K3Fe(CN)6 additive.


Assuntos
Boranos , Chumbo , Deutério , Espectrometria de Massas/métodos , Espectrometria de Fluorescência/métodos , Gases
16.
Metabolites ; 13(3)2023 Mar 08.
Artigo em Inglês | MEDLINE | ID: mdl-36984834

RESUMO

Saliva is an easily sampled matrix containing a variety of biochemical information, which can be correlated with the individual health status. The fast, straightforward analysis of saliva by vibrational (ATR-FTIR and Raman) spectroscopy is a good premise for large-scale preclinical studies to aid translation into clinics. In this work, the effects of saliva collection (spitting/swab) and processing (two different deproteinization procedures) were explored by principal component analysis (PCA) of ATR-FTIR and Raman data and by investigating the effects on the main saliva metabolites by reversed-phase chromatography (RPC-HPLC-DAD). Our results show that, depending on the bioanalytical information needed, special care must be taken when saliva is collected with swabs because the polymeric material significantly interacts with some saliva components. Moreover, the analysis of saliva before and after deproteinization by FTIR and Raman spectroscopy allows to obtain complementary biological information.

17.
Metallomics ; 15(1)2023 01 10.
Artigo em Inglês | MEDLINE | ID: mdl-36515681

RESUMO

Diiron vinyliminium complexes constitute a large family of organometallics displaying a promising anticancer potential. The complexes [Fe2Cp2(CO)(µ-CO){µ-η1:η3-C(R3)C(R4)CN(R1)(R2)}]CF3SO3 (2a-c, 4a-d) were synthesized, assessed for their behavior in aqueous solutions (D2O solubility, Log Pow, stability in D2O/Me2SO-d6 mixture at 37°C over 48 h) and investigated for their antiproliferative activity against A2780 and A2780cisR ovarian cancer cell lines and the nontumoral one Balb/3T3 clone A31. Cytotoxicity data collected for 50 vinyliminium complexes were correlated with the structural properties (i.e. the different R1-R4 substituents) using the partial least squares methodology. A clear positive correlation emerged between the octanol-water partition coefficient and the relative antiproliferative activity on ovarian cancer cell lines, both of which appear as uncorrelated to the cancer cell selectivity. However, the different effects played by the R1-R4 substituents allow tracing guidelines for the development of novel, more effective compounds. Based on these results, three additional complexes (4p-r) were designed, synthesized and biologically investigated, revealing their ability to hamper thioredoxin reductase enzyme and to induce cancer cell production of reactive oxygen species.


Assuntos
Neoplasias Ovarianas , Humanos , Feminino , Linhagem Celular Tumoral , Ligantes , Cristalografia por Raios X , Neoplasias Ovarianas/tratamento farmacológico , Espécies Reativas de Oxigênio
18.
Sci Rep ; 13(1): 16283, 2023 Sep 28.
Artigo em Inglês | MEDLINE | ID: mdl-37770570

RESUMO

Pyrolysis in an inert atmosphere is a widely applied route to convert tannery wastes into reusable materials. In the present study, the Cr(III) conversion into the toxic hexavalent form in the pyrolyzed tannery waste referred to as KEU was investigated. Ageing experiments and leaching tests demonstrated that the Cr(III)-Cr(VI) inter-conversion occurs in the presence of air at ambient temperature, enhanced by wet environmental conditions. Microstructural analysis revealed that the Cr-primary mineral assemblage formed during pyrolysis (Cr-bearing srebrodolskite and Cr-magnetite spinel) destabilized upon spray water cooling in the last stage of the process. In the evolution from the higher to the lower temperature mineralogy, Cr is incorporated into newly formed CrOOH flakes which likely react in air forming extractable Cr(VI) species. This property transforms KEU from an inert waste to a hazardous material when exposed to ordinary ambient conditions.

19.
Appl Spectrosc ; 76(8): 959-966, 2022 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-35291826

RESUMO

The introduction of "deep learning" algorithms for feature identification in digital imaging has paved the way for artificial intelligence applications that up to a decade ago were considered technologically impossible to achieve, from the development of driverless vehicles to the fully automated diagnostics of cancer and other diseases from histological images. The success of deep learning applications has, in turn, attracted the attention of several researchers for the possible use of these methods in chemometrics, applied to the analysis of complex phenomena as, for example, the optical emission of laser-induced plasmas. In this paper, we will discuss the advantages and disadvantages of convolutional neural networks, one of the most diffused deep learning techniques, in laser-induced breakdown spectroscopy (LIBS) applications (classification and quantitative analysis), to understand the real potential of "deep LIBS" in practical everyday use. In particular, the comparison with the results obtained using "shallow" artificial neural networks will be presented and discussed, taking as a case study the analysis of six bronze samples of known composition.


Assuntos
Inteligência Artificial , Redes Neurais de Computação , Algoritmos , Análise Espectral
20.
Artigo em Inglês | MEDLINE | ID: mdl-35627569

RESUMO

Background. Salivary metabolomics is garnering increasing attention in the health field because of easy, minimally invasive saliva sampling. Dihydrouracil (DHU) is a metabolite of pyrimidine metabolism present in urine, plasma, and saliva and of fluoropyrimidines-based chemotherapeutics. Its fast quantification would help in the identification of patients with higher risk of fluoropyrimidine-induced toxicity and inborn errors of pyrimidine metabolism. Few studies consider DHU as the main salivary metabolite, but reports of its concentration levels in saliva are scarce. We propose the direct determination of DHU in saliva by reversed-phase high-performance liquid chromatography (RP-HPLC-UV detector) as a simple, rapid procedure for non-invasive screening. Methods. The method used was validated and applied to 176 saliva samples collected from 21 nominally healthy volunteers and 4 saliva samples from metastatic colorectal cancer patients before and after receiving 5-fluorouracil chemotherapy. Results. DHU levels in all samples analyzed were in the µmol L-1 range or below proving that DHU is not the main metabolite in saliva and confirming the results found in the literature with LC-MS/MS instrumentation. Any increase of DHU due to metabolism dysfunctions can be suggestive of disease and easily monitored in saliva using common, low-cost instrumentation available also for population screening.


Assuntos
Saliva , Espectrometria de Massas em Tandem , Cromatografia Líquida , Humanos , Saliva/química , Espectrometria de Massas em Tandem/métodos , Uracila/análogos & derivados
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