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1.
Anal Chem ; 96(6): 2719-2726, 2024 02 13.
Artículo en Inglés | MEDLINE | ID: mdl-38294352

RESUMEN

Aptamers are recognition elements increasingly used for the development of biosensing strategies, especially in the detection of proteins or small molecule targets. Lysozyme, which is recognized as an important biomarker for various diseases and a major allergenic protein found in egg whites, is one of the main analytical targets of aptamer-based biosensors. However, since aptamer-based strategies can be prone to artifacts and data misinterpretation, rigorous strategies for multifaceted characterization of the aptamer-target interaction are needed. In this work, a multitechnique approach has been devised to get further insights into the binding performance of the anti-lysozyme DNA aptamers commonly used in the literature. To study molecular interactions between lysozyme and different anti-lysozyme DNA aptamers, measurements based on a magneto-electrochemical apta-assay, circular dichroism spectroscopy, fluorescence spectroscopy, and asymmetrical flow field-flow fractionation were performed. The reliability and versatility of the approach were proved by investigating a SELEX-selected RNA aptamer reported in the literature, that acts as a positive control. The results confirmed that an interaction in the low micromolar range is present in the investigated binding buffers, and the binding is not associated with a conformational change of either the protein or the DNA aptamer. The similar behavior of the anti-lysozyme DNA aptamers compared to that of randomized sequences and polythymine, used as negative controls, showed nonsequence-specific interactions. This study demonstrates that severe testing of aptamers resulting from SELEX selection is the unique way to push these biorecognition elements toward reliable and reproducible results in the analytical field.


Asunto(s)
Aptámeros de Nucleótidos , Aptámeros de Nucleótidos/química , Muramidasa , Reproducibilidad de los Resultados , Técnica SELEX de Producción de Aptámeros/métodos , Anticuerpos Antinucleares
2.
Sensors (Basel) ; 24(11)2024 Jun 02.
Artículo en Inglés | MEDLINE | ID: mdl-38894376

RESUMEN

The potential of a voltametric E-tongue coupled with a custom data pre-processing stage to improve the performance of machine learning techniques for rapid discrimination of tomato purées between cultivars of different economic value has been investigated. To this aim, a sensor array with screen-printed carbon electrodes modified with gold nanoparticles (GNP), copper nanoparticles (CNP) and bulk gold subsequently modified with poly(3,4-ethylenedioxythiophene) (PEDOT), was developed to acquire data to be transformed by a custom pre-processing pipeline and then processed by a set of commonly used classifiers. The GNP and CNP-modified electrodes, selected based on their sensitivity to soluble monosaccharides, demonstrated good ability in discriminating samples of different cultivars. Among the different data analysis methods tested, Linear Discriminant Analysis (LDA) proved to be particularly suitable, obtaining an average F1 score of 99.26%. The pre-processing stage was beneficial in reducing the number of input features, decreasing the computational cost, i.e., the number of computing operations to be performed, of the entire method and aiding future cost-efficient hardware implementation. These findings proved that coupling the multi-sensing platform featuring properly modified sensors with the custom pre-processing method developed and LDA provided an optimal tradeoff between analytical problem solving and reliable chemical information, as well as accuracy and computational complexity. These results can be preliminary to the design of hardware solutions that could be embedded into low-cost portable devices.


Asunto(s)
Oro , Aprendizaje Automático , Solanum lycopersicum , Solanum lycopersicum/clasificación , Solanum lycopersicum/química , Oro/química , Análisis Discriminante , Nariz Electrónica , Nanopartículas del Metal/química , Electrodos , Polímeros/química , Cobre/química , Compuestos Bicíclicos Heterocíclicos con Puentes/química
3.
Int J Mol Sci ; 25(10)2024 May 16.
Artículo en Inglés | MEDLINE | ID: mdl-38791471

RESUMEN

Given the widespread use of esters and polyesters in products like cosmetics, fishing nets, lubricants and adhesives, whose specific application(s) may cause their dispersion in open environments, there is a critical need for stringent eco-design criteria based on biodegradability and ecotoxicity evidence. Our approach integrates experimental and computational methods based on short oligomers, offering a screening tool for the rapid identification of sustainable monomers and oligomers, with a special focus on bio-based alternates. We provide insights into the relationships between the chemical structure and properties of bio-based oligomers in terms of biodegradability in marine environments and toxicity in benchmark organisms. The experimental results reveal that the considered aromatic monomers (terephthalic acid and 2,5-furandicarboxylic acid) accumulate under the tested conditions (OECD 306), although some slight biodegradation is observable when the inoculum derives from sites affected by industrial and urban pollution, which suggests that ecosystems adapt to non-natural chemical pollutants. While clean seas are more susceptible to toxic chemical buildup, biotic catalytic activities offer promise for plastic pollution mitigation. Without prejudice to the fact that biodegradability inherently signifies a desirable trait in plastic products, nor that it automatically grants them a sustainable "license", this study is intended to facilitate the rational design of new polymers and materials on the basis of specific uses and applications.


Asunto(s)
Biodegradación Ambiental , Poliésteres/química , Organismos Acuáticos , Contaminantes Químicos del Agua/química , Contaminantes Químicos del Agua/toxicidad , Ácidos Ftálicos/química , Ácidos Ftálicos/toxicidad , Ácidos Ftálicos/metabolismo
4.
Anal Bioanal Chem ; 415(1): 119-135, 2023 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-36367573

RESUMEN

Traditional techniques for food analysis are based on off-line laboratory methods that are expensive and time-consuming and often require qualified personnel. Despite the high standards of accuracy and metrological traceability, these well-established methods do not facilitate real-time process monitoring and timely on-site decision-making as required for food safety and quality control. The future of food testing includes rapid, cost-effective, portable, and simple methods for both qualitative screening and quantification of food contaminants, as well as continuous, real-time measurement in production lines. Process automatization through process analytical technologies (PAT) is an increasing trend in the food industry as a way to achieve improved product quality, safety, and consistency, reduced production cycle times, minimal product waste or reworks, and the possibility for real-time product release. Novel methods of analysis for point-of-need (PON) screening could greatly improve food testing by allowing non-experts, such as consumers, to test in situ food products using portable instruments, smartphones, or even visual naked-eye inspections, or farmers and small producers to monitor products in the field. This requires the attention of the research community and devices manufacturers to ensure reliability of measurement results from PAT strategy and PON tests through the demonstration and critical evaluation of performance characteristics. The fitness for purpose of methods in real-life conditions is a priority that should not be overlooked in order to maintain an effective and harmonized food safety policy.


Asunto(s)
Inocuidad de los Alimentos , Reproducibilidad de los Resultados , Inocuidad de los Alimentos/métodos , Control de Calidad , Estándares de Referencia
5.
Anal Chem ; 94(12): 5075-5083, 2022 03 29.
Artículo en Inglés | MEDLINE | ID: mdl-35303407

RESUMEN

Carbon nanotube (CNT)-based electrodes are cheap, highly performing, and robust platforms for the fabrication of electrochemical sensors. Engineering programmable DNA nanotechnologies on the CNT surface can support the construction of new electrochemical DNA sensors providing an amperometric output in response to biomolecular recognition. This is a significant challenge, since it requires gaining control of specific hybridization processes and functional DNA systems at the interface, while limiting DNA physisorption on the electrode surface, which contributes to nonspecific signal. In this study, we provide design rules to program dynamic DNA structures at the surface of single-walled carbon nanotubes electrodes, showing that specific DNA interactions can be monitored through measurement of the current signal provided by redox-tagged DNA strands. We propose the use of pyrene as a backfilling agent to reduce nonspecific adsorption of reporter DNA strands and demonstrate the controlled formation of DNA duplexes on the electrode surface, which we then apply in the design and conduction of programmable DNA strand displacement reactions. Expanding on this aspect, we report the development of novel amperometric hybridization platforms based on artificial DNA structures templated by the small molecule melamine. These platforms enable dynamic strand exchange reactions orthogonal to conventional toehold-mediated strand displacement and may support new strategies in electrochemical sensing of biomolecular targets, combining the physicochemical properties of nanostructured carbon-based materials with programmable nucleic acid hybridization.


Asunto(s)
Nanotubos de Carbono , ADN/química , Electrodos , Nanotecnología , Nanotubos de Carbono/química , Hibridación de Ácido Nucleico
6.
Anal Bioanal Chem ; 414(1): 63-74, 2022 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-34245326

RESUMEN

An outlook on the current status of different strategies for magnetic micro- and nanosized bead functionalization with aptamers as prominent bioreceptors is given with a focus on electrochemical and optical apta-assays, as well as on aptamer-modified magnetic bead-based miniaturized extraction techniques in food control. Critical aspects that affect interaction of aptamers with target molecules, as well as the possible side effects caused by aptamer interaction with other molecules due to non-specific binding, are discussed. Challenges concerning the real potential and limitations of aptamers as bioreceptors when facing analytical problems in food control are addressed.


Asunto(s)
Aptámeros de Nucleótidos/química , Análisis de los Alimentos/métodos , Fenómenos Magnéticos , Microesferas , Técnicas Biosensibles , Microbiología de Alimentos , Oro , Nanocompuestos
7.
Sensors (Basel) ; 22(14)2022 Jul 21.
Artículo en Inglés | MEDLINE | ID: mdl-35891142

RESUMEN

Innovative and highly performing smart voltammetric immunosensors for rapid and effective serological tests aimed at the determination of SARS-CoV-2 antibodies were developed and validated in human serum matrix. Two immunosensors were developed for the determination of immunoglobulins directed against either the nucleocapsid or the spike viral antigen proteins. The immunosensors were realized using disposable screen-printed electrodes modified with nanostructured materials for the immobilization of the antigens. Fast quantitative detection was achieved, with analysis duration being around 1 h. Signal readout was carried out through a smart, compact and battery-powered potentiostat, based on a Wi-Fi protocol and devised for the Internet of Things (IoT) paradigm. This device is used for the acquisition, storage and sharing of clinical data. Outstanding immunosensors' sensitivity, specificity and accuracy (100%) were assessed, according to the diagnostic guidelines for epidemiological data. The overall performance of the sensing devices, combined with the portability of the IoT-based device, enables their suitability as a high-throughput diagnostic tool. Both of the immunosensors were validated using clinical human serum specimens from SARS-CoV-2 infected patients, provided by IRCCS Ospedale San Raffaele.


Asunto(s)
Técnicas Biosensibles , COVID-19 , Vacunas , Anticuerpos Antivirales , Técnicas Biosensibles/métodos , COVID-19/diagnóstico , Humanos , Inmunoensayo , Sistemas de Atención de Punto , SARS-CoV-2 , Sensibilidad y Especificidad , Pruebas Serológicas
8.
Sensors (Basel) ; 20(7)2020 Apr 03.
Artículo en Inglés | MEDLINE | ID: mdl-32260240

RESUMEN

Nowadays, analytical techniques are moving towards the development of smart biosensing strategies for the point-of-care accurate screening of disease biomarkers, such as human epididymis protein 4 (HE4), a recently discovered serum marker for early ovarian cancer diagnosis. In this context, the present work represents the first implementation of a competitive enzyme-labelled magneto-immunoassay exploiting a homemade IoT Wi-Fi cloud-based portable potentiostat for differential pulse voltammetry readout. The electrochemical device was specifically designed to be capable of autonomous calibration and data processing, switching between calibration, and measurement modes: in particular, firstly, a baseline estimation algorithm is applied for correct peak computation, then calibration function is built by interpolating data with a four-parameter logistic function. The calibration function parameters are stored on the cloud for inverse prediction to determine the concentration of unknown samples. Interpolation function calibration and concentration evaluation are performed directly on-board, thus reducing the power consumption. The analytical device was validated in human serum, demonstrating good sensing performance for analysis of HE4 with detection and quantitation limits in human serum of 3.5 and 29.2 pM, respectively, reaching the sensitivity that is required for diagnostic purposes, with high potential for applications as portable and smart diagnostic tool for point-of-care testing.


Asunto(s)
Biomarcadores de Tumor/sangre , Técnicas Electroquímicas , Inmunoensayo/métodos , Neoplasias Ováricas/diagnóstico , Proteína 2 de Dominio del Núcleo de Cuatro Disulfuros WAP/análisis , Algoritmos , Biomarcadores de Tumor/normas , Calibración , Femenino , Humanos , Inmunoensayo/normas , Internet de las Cosas , Límite de Detección , Magnetismo , Sistemas de Atención de Punto , Proteína 2 de Dominio del Núcleo de Cuatro Disulfuros WAP/normas
9.
Sensors (Basel) ; 19(3)2019 Jan 30.
Artículo en Inglés | MEDLINE | ID: mdl-30704111

RESUMEN

A new amperometric sandwich-format genosensor has been implemented on single-walled carbon nanotubes screen printed electrodes (SWCNT-SPEs) and compared in terms of performance with analogous genoassays developed using the same methodology on non-nanostructured glassy carbon platforms (GC-SPE). The working principle of the genosensors is based on the covalent immobilization of Peptide Nucleic Acid (PNA) capture probes (CP) on the electrode surface, carried out through the carboxylic functions present on SWCNT-SPEs (carboxylated SWCNT) or electrochemically induced on GC-SPEs. The sequence of the CP was complementary to a 20-mer portion of the target DNA; a second biotin-tagged PNA signalling probe (SP), with sequence complementary to a different contiguous portion of the target DNA, was used to obtain a sandwich hybrid with an Alkaline Phosphatase-streptavidin conjugate (ALP-Strp). Comparison of the responses obtained from the SWCNT-SPEs with those produced from the non-nanostructured substrates evidenced the remarkable enhancement effect given by the nanostructured electrode platforms, achieved both in terms of loading capability of PNA probes and amplification of the electron transfer phenomena exploited for the signal transduction, giving rise to more than four-fold higher sensitivity when using SWCNT-SPEs. The nanostructured substrate allowed to reach limit of detection (LOD) of 71 pM and limit of quantitation (LOQ) of 256 pM, while the corresponding values obtained with GC-SPEs were 430 pM and 1.43 nM, respectively.

10.
Soft Matter ; 12(24): 5353-8, 2016 Jun 28.
Artículo en Inglés | MEDLINE | ID: mdl-27203360

RESUMEN

Controlled phase separation in a polymer film, with subsequent morphology rearrangement on the micro-scale, provides novel perspectives in smart materials. Based on our experience on supramolecularly compatibilised polymer blends consisting of polystyrene and poly(butyl methacrylate), we demonstrate here physical segregation of the blend in the solid state by the application of an electrochemical stimulus. The thereby occurring changes in film morphology, namely the appearance of voids and grains, have been characterised by atomic force microscopy in spin coated and in Langmuir-Schaefer deposited films.

11.
Anal Bioanal Chem ; 408(26): 7289-98, 2016 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-27023219

RESUMEN

The first competitive disposable amperometric immunosensor based on gliadin-functionalized carbon/nanogold screen-printed electrodes was developed for rapid determination of celiotoxic prolamins. To date, no competitive spectrophotometric or electrochemical immunoassays have yet been successfully applied to gluten detection in processed food samples, which require the use of complex prolamin extraction solutions containing additives with denaturing, reducing and disaggregating functions. Thus, in this work, great effort was put into the optimization and performance evaluation of the immunosensor in terms of suitability as a screening tool for analysis of cereal-based food samples. For this purpose, aqueous ethanol or complex extraction mixtures, as the patented Cocktail Solution®, were proved effective in the extraction of gliadin. Good sensitivity was achieved after optimization of the immunocompetitive assay, giving limit of detection and limit of quantitation of 8 and 22 ng/ml of gliadin, respectively, for ethanol extracts. The immunosensor was proved to be suitable also for samples extracted with Cocktail Solution® after a proper dilution. Analysis of real samples of different flours proved the suitability of the immunosensing device as a powerful tool for safety assessment of raw materials used for the formulation of dietary products for celiac disease patients. This immunosensor combines good analytical performance using a very simplified set-up protocol with suitability for rapid screening analysis performed using inexpensive and portable instrumentation. Graphical abstract Depiction of the development and working principle of the competitive immunosensor.


Asunto(s)
Técnicas Biosensibles/métodos , Grano Comestible/química , Análisis de los Alimentos/métodos , Gliadina/análisis , Técnicas Biosensibles/economía , Técnicas Biosensibles/instrumentación , Carbono/química , Enfermedad Celíaca/etiología , Enfermedad Celíaca/prevención & control , Electrodos , Diseño de Equipo , Análisis de los Alimentos/economía , Análisis de los Alimentos/instrumentación , Gliadina/química , Oro/química , Humanos , Proteínas Inmovilizadas/análisis , Proteínas Inmovilizadas/química , Inmunoensayo/economía , Inmunoensayo/instrumentación , Inmunoensayo/métodos , Límite de Detección , Nanopartículas del Metal/química
12.
Ecotoxicol Environ Saf ; 132: 1-8, 2016 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-27235834

RESUMEN

The evaluation of toxicity due to persistent pollutants in anoxic aquatic environments has met with various problems, as most test organisms can not withstand oxygen lack and exposure to free sulfide. We evaluated the suitability of the eggs of the brackish copepod Acartia tonsa for bioassays in anoxic/sulfidic conditions: when exposed to deep hypoxia and free sulfide, the eggs become quiescent and are able to resume hatching after restoring normoxic conditions. Tests with cadmium and nickel were performed in normoxic and deeply hypoxic conditions and in anoxic water containing H2S or H2S+FeSO4 on an equimolar basis. Active and quiescent eggs showed equivalent sensitivity to the metals, both suffering significant reductions in hatching success at 89µM Cd and 17µM Ni. As expected on the basis of the SEM/AVS model, Cd toxicity was almost completely suppressed in presence of sulfides. Dissolved Cd concentration drastically dropped and hatching success was generally >80%, as against values <6% observed in sulfide-free water, indicating that the applied experimental procedure can simulate metal-sulfide interaction. Ni toxicity was only slightly reduced by the presence of sulfides. High dissolved Ni concentrations were detected and mean hatching percentages were ≤32%, suggesting that Ni bioavailability/toxicity was only partially controlled by excess reactive sulfides. The results suggest that A. tonsa eggs could be a useful biomonitor to evaluate toxicity due persistent contaminants in anoxic conditions and the role of sulfides in reducing metal bioavailability/toxicity.


Asunto(s)
Cadmio/toxicidad , Copépodos/efectos de los fármacos , Níquel/toxicidad , Óvulo/efectos de los fármacos , Contaminantes Químicos del Agua/toxicidad , Animales , Disponibilidad Biológica , Sedimentos Geológicos/química , Intoxicación por Metales Pesados , Intoxicación , Sulfuros/análisis
13.
Talanta ; 279: 126577, 2024 Jul 19.
Artículo en Inglés | MEDLINE | ID: mdl-39032457

RESUMEN

The first magnetic ligand-based electrochemical assay aimed at the determination of BRD4 was developed and validated. BRD4 is an epigenetic regulator of great interest in oncology in relation to its overexpression observed in the pathogenesis of several cancer diseases. BRD4 also represents a major target for the development of innovative treatments aimed at protein inhibition or degradation. Despite the relevance of BRD4 both for diagnostics and therapeutic purposes, current methodologies for its determination are limited to commercial ELISA kits. We present a novel magnetic ligand-based assay for the electrochemical determination of BRD4. The developed assay is based on the use of a small synthetic fragment of the natural protein ligand for BRD4 as receptor, thus exploiting the intrinsic biological protein-protein recognition mechanism. In addition, the assay features the use of magnetic beads as immobilization platforms and peroxidase-conjugated monoclonal anti-BRD4 antibody for the generation of the electrochemical signal. The ligand-based assay shows outstanding performance in terms of rapidity, with results achievable in less than 20 min, no matrix effect when applied to human plasma or cell lysate samples, and excellent specificity. The proposed method exhibits a limit of detection of 2.66 nM and a response range tunable as a function of the amount of immobilized receptor. The developed ligand-based assay was successfully applied to the accurate determination of BRD4 in untreated cell lysates, as proven by the ELISA reference method. The good performance of the proposed bioassay for determination of BRD4 showed potential application of this strategy in convenient point-of-care testing.

14.
Anal Bioanal Chem ; 405(2-3): 737-43, 2013 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-22678758

RESUMEN

A new amperometric immunosensor for 2,4,6-trinitrotoluene based on the working principle of competitive enzyme-linked immunosorbent assay was developed and characterised. An electrodeposited nanogold substrate was functionalised by deposition of self-assembled monolayers of 2-aminoethanethiol as linkers for the subsequent immobilisation of polyamidoaminic dendrimers. Our approach makes use of those dendrimers to anchor a trinitrobenzene-ovalbumin conjugate on the electrode surface. The immunosensor was tested and validated for the determination of 2,4,6-trinitrotoluene showing high selectivity with respect to other nitroaromatic compounds, a limit of detection of 4.8 ng/mL and a limit of quantitation of 6 ng/mL. The immunosensor was tested for the quantification of the analyte in spiked soils and in a real sample of post-blast soil, evidencing a good recovery rate (113 %).


Asunto(s)
Técnicas Biosensibles/métodos , Ovalbúmina/química , Contaminantes del Suelo/análisis , Trinitrotolueno/análisis , Técnicas Biosensibles/instrumentación , Dendrímeros/química , Oro/química , Nanopartículas del Metal/química
15.
Anal Bioanal Chem ; 403(8): 2411-8, 2012 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-22453604

RESUMEN

A molecularly imprinted polymer with trinitrotoluene as the template molecule was synthesized and used as the novel coating for solid-phase microextraction of the nitroaromatic explosive 2,4,6-trinitrotoluene for its selective determination. The fiber was characterized in terms of coating thickness, morphology, intra- and inter-batch repeatability and extraction efficiency. An average thickness of 50 ± 4 µm with a uniform distribution of the coating was obtained. Good performances of the developed procedure in term of both intra-batch and inter-batch repeatability with relative standard deviations <8% were obtained. Finally, detection and quantitation limits in the low nanogram per kilogram levels were achieved proving the superior extraction capability of the developed coating, obtaining gas chromatography-mass spectrometry responses about two times higher than those achieved using commercial devices.

16.
ACS Appl Mater Interfaces ; 14(17): 19204-19211, 2022 May 04.
Artículo en Inglés | MEDLINE | ID: mdl-35446532

RESUMEN

Efficient and timely testing has taken center stage in the management, control, and monitoring of the current COVID-19 pandemic. Simple, rapid, cost-effective diagnostics are needed that can complement current polymerase chain reaction-based methods and lateral flow immunoassays. Here, we report the development of an electrochemical sensing platform based on single-walled carbon nanotube screen-printed electrodes (SWCNT-SPEs) functionalized with a redox-tagged DNA aptamer that specifically binds to the receptor binding domain of the SARS-CoV-2 spike protein S1 subunit. Single-step, reagentless detection of the S1 protein is achieved through a binding-induced, concentration-dependent folding of the DNA aptamer that reduces the efficiency of the electron transfer process between the redox tag and the electrode surface and causes a suppression of the resulting amperometric signal. This aptasensor is specific for the target S1 protein with a dissociation constant (KD) value of 43 ± 4 nM and a limit of detection of 7 nM. We demonstrate that the target S1 protein can be detected both in a buffer solution and in an artificial viral transport medium widely used for the collection of nasopharyngeal swabs, and that no cross-reactivity is observed in the presence of different, non-target viral proteins. We expect that this SWCNT-SPE-based format of electrochemical aptasensor will prove useful for the detection of other protein targets for which nucleic acid aptamer ligands are made available.


Asunto(s)
Aptámeros de Nucleótidos , Técnicas Biosensibles , COVID-19 , Aptámeros de Nucleótidos/química , Técnicas Biosensibles/métodos , COVID-19/diagnóstico , Técnicas Electroquímicas/métodos , Electrodos , Humanos , Límite de Detección , Pandemias , SARS-CoV-2 , Glicoproteína de la Espiga del Coronavirus
17.
Biosensors (Basel) ; 12(6)2022 Jun 17.
Artículo en Inglés | MEDLINE | ID: mdl-35735573

RESUMEN

An IoT-WiFi smart and portable electrochemical immunosensor for the quantification of SARS-CoV-2 spike protein was developed with integrated machine learning features. The immunoenzymatic sensor is based on the immobilization of monoclonal antibodies directed at the SARS-CoV-2 S1 subunit on Screen-Printed Electrodes functionalized with gold nanoparticles. The analytical protocol involves a single-step sample incubation. Immunosensor performance was validated in a viral transfer medium which is commonly used for the desorption of nasopharyngeal swabs. Remarkable specificity of the response was demonstrated by testing H1N1 Hemagglutinin from swine-origin influenza A virus and Spike Protein S1 from Middle East respiratory syndrome coronavirus. Machine learning was successfully used for data processing and analysis. Different support vector machine classifiers were evaluated, proving that algorithms affect the classifier accuracy. The test accuracy of the best classification model in terms of true positive/true negative sample classification was 97.3%. In addition, the ML algorithm can be easily integrated into cloud-based portable Wi-Fi devices. Finally, the immunosensor was successfully tested using a third generation replicating incompetent lentiviral vector pseudotyped with SARS-CoV-2 spike glycoprotein, thus proving the applicability of the immunosensor to whole virus detection.


Asunto(s)
Técnicas Biosensibles , COVID-19 , Subtipo H1N1 del Virus de la Influenza A , Nanopartículas del Metal , COVID-19/diagnóstico , Oro , Humanos , Inmunoensayo/métodos , Aprendizaje Automático , SARS-CoV-2 , Glicoproteína de la Espiga del Coronavirus/análisis
18.
Anal Bioanal Chem ; 408(26): 7229-30, 2016 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-27518714
19.
Anal Chim Acta ; 1153: 338297, 2021 Apr 08.
Artículo en Inglés | MEDLINE | ID: mdl-33714443

RESUMEN

A novel enzyme-labelled voltammetric magnetogenoassay for DNA sensing based on the use of carboxyl-surface coated magnetic microbeads functionalized with PNA probes and subsequent read-out on screen-printed electrode (SPE) substrates was developed. The assay was validated for determination of non-amplified genomic DNA from genetically modified Roundup Ready soy. Outstanding performance with respect to other genoassays requiring preliminary amplification of target DNA via PCR was demonstrated. The analytical performance was also improved compared to previous methods based on the immobilization of the same PNA probes on SPE substrates, since the method was found capable of achieving LOD and LOQ of 415 fM and 995 fM, respectively. The ability of the magnetogenoassay to detect the presence of Roundup Ready soy DNA sequence was tested on genomic DNA extract from European Reference Material soy flours, demonstrating the capability of the method to match the European Union regulation for labelling of food containing a percentage of GM products greater than 0,9%.


Asunto(s)
Glycine max , Fenómenos Magnéticos , ADN de Plantas , Microesferas , Plantas Modificadas Genéticamente/genética , Glycine max/genética
20.
Talanta ; 217: 120991, 2020 Sep 01.
Artículo en Inglés | MEDLINE | ID: mdl-32498877

RESUMEN

Prompt cancer diagnosis and treatment represent fundamental aspects to significantly improve patient survival rate. Human epididymis protein 4 (HE4) has recently been identified as promising single serum biomarker of epithelial ovarian cancer with improved diagnostic performances respect to current reference biomarkers. In this study we present the first competitive immunosensing strategy for HE4 determination implemented on magnetic microbeads functionalized with HE4 antigen. A full factorial design and multiple linear regression allowed to find the optimal experimental conditions providing the maximum inhibition rate within the explored domain. Method validation was performed in serum to ensure reliable data to support decision in clinical practice. This method allowed matching the clinically relevant concentration values for the serum biomarker, limits of detection and quantification being 2.8 and 23.0 pM, respectively. Also recovery rate in the 89 ± 7-103 ± 5% range resulted suitable for method applicability for diagnostic purposes.


Asunto(s)
Biomarcadores de Tumor/sangre , Técnicas Biosensibles , Carcinoma Epitelial de Ovario/sangre , Técnicas Electroquímicas , Neoplasias Ováricas/sangre , Proteína 2 de Dominio del Núcleo de Cuatro Disulfuros WAP/análisis , Femenino , Humanos
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