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1.
Cells ; 12(22)2023 11 17.
Artigo em Inglês | MEDLINE | ID: mdl-37998378

RESUMO

We investigated the possibility of using Raman spectroscopy assisted by artificial intelligence methods to identify liver cancer cells and distinguish them from their Non-Tumor counterpart. To this aim, primary liver cells (40 Tumor and 40 Non-Tumor cells) obtained from resected hepatocellular carcinoma (HCC) tumor tissue and the adjacent non-tumor area (negative control) were analyzed by Raman micro-spectroscopy. Preliminarily, the cells were analyzed morphologically and spectrally. Then, three machine learning approaches, including multivariate models and neural networks, were simultaneously investigated and successfully used to analyze the cells' Raman data. The results clearly demonstrate the effectiveness of artificial intelligence (AI)-assisted Raman spectroscopy for Tumor cell classification and prediction with an accuracy of nearly 90% of correct predictions on a single spectrum.


Assuntos
Carcinoma Hepatocelular , Neoplasias Hepáticas , Humanos , Inteligência Artificial , Análise Espectral Raman/métodos
2.
Adv Healthc Mater ; 8(3): e1801313, 2019 02.
Artigo em Inglês | MEDLINE | ID: mdl-30614638

RESUMO

Oil-in-water emulsions represent a promising carrier for in vivo imaging because of the possibility to convey poorly water-soluble species. To promote accumulation at the tumor site and prolong circulation time, reduction of carrier size and surface PEGylation plays a fundamental role. In this work a novel, simple method to design an oil-core/PEG-shell nanocarrier is reported. A PEG-shell is grown around a monodisperse oil-in-water nanoemulsion with a one-pot method, using the radical polymerization of poly(ethylene glycol)diacrylate. PEG polymerization is triggered by UV, obtaining a PEG-shell with tunable thickness. This core-shell nanosystem combines the eluding feature of the PEG with the ability to confine high payloads of lipophilic species. Indeed, the core is successfully loaded with a lipophilic contrast agent, namely super paramagnetic iron oxide nanocubes. Interestingly, it is demonstrated an in vitro and an in vivo MRI response of the nanocapsules. Additionally, when the nanosystem loaded with nanocubes is mixed with a fluorescent contrast agent, indo-cyanine green, a relevant in vitro photoacoustic effect is observed. Moreover, viability and cellular uptake studies show no significant cell cytotoxicity. These results, together with the choice of low cost materials and the scale up production, make this nanocarrier a potential platform for in vivo imaging.


Assuntos
Meios de Contraste , Portadores de Fármacos/química , Compostos Férricos , Imageamento por Ressonância Magnética , Nanopartículas/química , Óleos , Polietilenoglicóis , Meios de Contraste/química , Meios de Contraste/farmacologia , Compostos Férricos/química , Compostos Férricos/farmacologia , Células HT29 , Humanos , Verde de Indocianina/química , Verde de Indocianina/farmacologia , Células MCF-7 , Óleos/química , Óleos/farmacologia , Polietilenoglicóis/química , Polietilenoglicóis/farmacologia
3.
Colloids Surf B Biointerfaces ; 164: 232-239, 2018 Apr 01.
Artigo em Inglês | MEDLINE | ID: mdl-29413601

RESUMO

The development of innovative nano-bio-encapsulation systems continues to be an area of intense activity as the demand of improved delivery systems is constantly increasing in several fields including nanomedicine. For this purpose, an important goal is carrying out appropriate engineering of the surface of these nanocarriers to satisfy the organ target features for an effective in situ release and elucidate the mechanism of action which most of the time is neglected. Here, an oil-in-water (O/W) nanoemulsion coated with a polysaccharide layer film - i.e. a glycol chitosan modified with a thiol moiety - was used as nanocarrier to convey a promising poorly water-soluble nature based drug, curcumin. The final nanocarrier was completely bio-compatible and bio-stable. We investigated the enhancement of the effect of curcumin loaded in our system across monolayers of intestinal epithelial cells CaCo-2 in Transwell culture. Such in vitro platform resulted suitable to evaluate the functionality of the proposed nanocarrier and its adhesion towards the mucosal epithelial layer and, as applicative example, to investigate the anti-inflammatory effects exerted by the encapsulation of curcumin.


Assuntos
Comunicação Celular , Curcumina/farmacologia , Emulsões/química , Enterócitos/citologia , Óleos/química , Água/química , Células CACO-2 , Sobrevivência Celular/efeitos dos fármacos , Quitosana/química , Citocinas/metabolismo , Difusão Dinâmica da Luz , Enterócitos/efeitos dos fármacos , Enterócitos/metabolismo , Humanos , Nanocápsulas/química
4.
ACS Appl Mater Interfaces ; 9(43): 37615-37622, 2017 Nov 01.
Artigo em Inglês | MEDLINE | ID: mdl-29022703

RESUMO

We disclose herein the first example of stable monodispersed hybrid nanoparticles (termed MelaSil-NPs) made up of eumelanin biopolymer intimately integrated into a silica nanoscaffold matrix and endowed with high antioxidant and cytoprotective effects associated with a specific subcellular localization. MelaSil-NPs have been fabricated by an optimized sol-gel methodology involving ammonia-induced oxidative polymerization of a covalent conjugate of the eumelanin building block 5,6-dihydroxyindole-2-carboxylic acid (DHICA) with 3-aminopropyltriethoxysilanes (APTS). They displayed a round-shaped (ca. 50-80 nm) morphology, exhibited the typical electron paramagnetic resonance signal of eumelanin biopolymers, and proved effective in promoting decomposition of hydrogen peroxide under physiologically relevant conditions. When administered to human ovarian cancer cells (A2780) or cervical cancer cells (HeLa), MelaSil-NPs were rapidly internalized and colocalized with lysosomes and exerted efficient protecting effects against hydrogen peroxide-induced oxidative stress and cytotoxicity.


Assuntos
Nanopartículas , Linhagem Celular Tumoral , Humanos , Indóis , Melaninas , Dióxido de Silício
5.
ACS Nano ; 11(10): 9802-9813, 2017 10 24.
Artigo em Inglês | MEDLINE | ID: mdl-28820568

RESUMO

The key role of nanocarriers in improving the pharmacological properties of commonly used drugs is recognized worldwide. It is also known that in the development of new effective nanocarriers the use of targeting moieties integrated on their surface is essential. Herein, we propose a nanocarrier based on an oil in water nanoemulsion coated with a membranotropic peptide derived from the glycoprotein H of Herpes simplex virus 1, known as gH625, in order to reduce endolysosomal accumulation and to enhance cytosolic localization. In addition, we show an enhanced anti-inflammatory activity of curcumin, a bioactive compound isolated from the Curcuma longa plant, when loaded into our engineered nanocarriers. This effect is a consequence of a higher uptake combined with a high curcumin preservation exerted by the active nanocapsules compared to control ones. When loaded into our nanocapsules, indeed, curcumin molecules are directly internalized into the cytosol rather than into lysosomes. Further, in order to extend the in vitro experimental setting with a more complex model and to explore the possibility to use our nanocarriers for further biological applications, we tested their performance in a 3D sprouting angiogenesis model. Finally, we show promising preliminary in vivo results by assessing the anti-inflammatory properties of the proposed nanocarrier.


Assuntos
Curcumina/farmacocinética , Citosol/metabolismo , Sistemas de Liberação de Medicamentos , Células Endoteliais da Veia Umbilical Humana/metabolismo , Nanopartículas/química , Peptídeos/metabolismo , Proteínas Virais/metabolismo , Curcumina/química , Citosol/química , Portadores de Fármacos/química , Emulsões/química , Emulsões/metabolismo , Células Endoteliais da Veia Umbilical Humana/química , Células Endoteliais da Veia Umbilical Humana/citologia , Humanos , Estrutura Molecular , Peptídeos/química , Proteínas Virais/química
6.
J Control Release ; 233: 88-100, 2016 07 10.
Artigo em Inglês | MEDLINE | ID: mdl-27155364
7.
Nanoscale ; 8(16): 8798-809, 2016 Apr 28.
Artigo em Inglês | MEDLINE | ID: mdl-27065306

RESUMO

Stable, biocompatible, multifunctional and multicompartment nanocarriers are much needed in the field of nanomedicine. Here, we report a simple, novel strategy to design an engineered nanocarrier system featuring an oil-core/hybrid polymer/silica-shell. Silica shells with a tunable thickness were grown in situ, directly around a highly mono-disperse and stable oil-in-water emulsion system, stabilized by a double bio-functional polyelectrolyte heparin/chitosan layer. Such silica showed a complete degradation in a physiological medium (SBF) in a time frame of three days. Moreover, the outer silica shell was coated with polyethyleneglycol (PEG) in order to confer antifouling properties to the final nanocapsule. The outer silica layer combined its properties (it is an optimal bio-interface for bio-conjugations and for the embedding of hydrophilic drugs in the porous structure) with the capability to stabilize the oil core for the confinement of high payloads of lipophilic tracers (e.g., CdSe quantum dots, Nile Red) and drugs. In addition, polymer layers--besides conferring stability to the emulsion while building the silica shell--can be independently exploited if suitably functionalized, as demonstrated by conjugating chitosan with fluorescein isothiocyanate. Such numerous features in a single nanocarrier system make it very intriguing as a multifunctional platform for smart diagnosis and therapy.


Assuntos
Biopolímeros/química , Nanocápsulas/química , Dióxido de Silício/química , Animais , Linhagem Celular , Sobrevivência Celular/efeitos dos fármacos , Portadores de Fármacos/química , Portadores de Fármacos/toxicidade , Sistemas de Liberação de Medicamentos , Células HeLa , Humanos , Interações Hidrofóbicas e Hidrofílicas , Camundongos , Nanocápsulas/toxicidade , Nanocápsulas/ultraestrutura , Nanomedicina , Nanotecnologia , Propriedades de Superfície
8.
Colloids Surf B Biointerfaces ; 142: 281-289, 2016 Jun 01.
Artigo em Inglês | MEDLINE | ID: mdl-26962765

RESUMO

Layer-by-layer of polyelectrolytes has emerged as one of the easiest and most controlled techniques to deposit ultrathin polymer layers mainly driven by electrostatic interactions. However, this kind of interaction results to be weak and easily breakable in physiological environment. Here we report on the preparation of nanocapsules completely made of natural biomaterials: a lipophilic core (soybean oil and egg lecithin as surfactant) as nanometric template and a polysaccharide-based multilayer shell (glycol chitosan and heparin) covalently cross-linked. We first modified glycol chitosan with a thiol moiety and heparin with an alkene moiety, respectively, and then we built a polymer multilayer film with a covalent cross-linkage among layers, exploiting the light initiated thiol-ene reaction, known as click chemistry. We showed the possibility to perform the covalent cross-linkage without any photoinitiator or metal catalyst, thus avoiding cytotoxic effects and further purification steps. The so realized nanocapsules resulted to be stable and completely biocompatible and, therefore, of interest for the biotechnology fields, mainly for drug delivery.


Assuntos
Materiais Biocompatíveis/síntese química , Quitosana/química , Heparina/química , Lecitinas/química , Nanocápsulas/química , Óleo de Soja/química , Alcenos/química , Animais , Materiais Biocompatíveis/farmacologia , Encéfalo/citologia , Linhagem Celular , Sobrevivência Celular/efeitos dos fármacos , Química Click , Emulsões , Células Endoteliais/efeitos dos fármacos , Camundongos , Compostos de Sulfidrila/química , Tensoativos/química , Raios Ultravioleta
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