Maria Enea

Stroke affects approximately 12 million individuals annually, necessitating swift diagnosis to avert fatal outcomes. Current hospital imaging protocols often delay treatment, underscoring the need for portable diagnostic solutions. We have investigated silver nanostars (AgNS) incubated with human plasma, deposited on a simple aluminum foil substrate, and utilizing Surface-Enhanced Raman Spectroscopy (SERS) combined with machine learning (ML) to provide a proof-of-concept for rapid differentiation of stroke types. These are the seminal steps for the development of low-cost pre-hospital diagnostics at point-of-care, with potential for improving patient outcomes. The proposed SERS assay aims to classify plasma from stroke patients, differentiating hemorrhagic from ischemic stroke. Silver nanostars were incubated with plasma and spiked with glial fibrillary acidic protein (GFAP), a biomarker elevated in hemorrhagic stroke. SERS spectra were analyzed using ML to distinguish between hemorrhagic and ischemic stroke, mimicked by different concentrations of GFAP. Key innovations include optimized AgNS–plasma incubates formation, controlled plasma-to-AgNS ratios, and a low-cost aluminum foil substrate, enabling results within 15 min. Differential analysis revealed stroke-specific protein profiles, while ML improved classification accuracy through ensemble modeling and feature engineering. The integrated ML model achieved rapid and precise stroke predictions within seconds, demonstrating the assay’s potential for immediate clinical decision-making.

Stroke affects approximately 12 million individuals annually, necessitating swift diagnosis to avert fatal outcomes. Current hospital imaging protocols often delay treatment, underscoring the need for portable diagnostic solutions. We have investigated silver nanostars (AgNS) bioconju-gates with human plasma, deposited on a simple aluminum foil substrate and utilizing Sur-face-Enhanced Raman Spectroscopy (SERS) combined with machine learning (ML) to provide a proof-of-concept for rapid differentiation of stroke types. These are the seminal steps for the de-velopment of a low-cost pre-hospital diagnostics at point-of-care, with potential for improving patient outcomes. The proposed SERS assay aims to classify plasma from stroke patients, differ-entiating hemorrhagic from ischemic stroke. Bioconjugates were prepared by combining AgNS with plasma, spiked with glial fibrillary acidic protein (GFAP), a biomarker elevated in hemor-rhagic stroke. SERS spectra were analyzed using ML to distinguish between hemorrhagic and ischemic stroke, mimicked by different concentrations of GFAP. Key innovations include optimized bioconjugate formation, controlled plasma-to-AgNS ratios, and a low-cost aluminum foil substrate, enabling results within 15 minutes. Differential analysis revealed stroke-specific protein profiles, while ML improved classification accuracy through ensemble modeling and feature engineering. The integrated ML model achieved rapid and precise stroke predictions within seconds, demonstrating the assay's potential for immediate clinical decision-making.

Gold nanoparticles (AuNPs) are highly attractive for applications in the field of biosensing, particularly for colorimetric nucleic acid detection. Their unique optical properties, which are highly sensitive to changes in their environment, make them ideal candidates for developing simple, rapid, and cost-effective assays. When functionalized with oligonucleotides (Au-nanoprobes), they can undergo aggregation or dispersion in the presence of complementary sequences, leading to distinct color changes that serve as a visual signal for detection. Aggregation-based assays offer significant advantages over other homogeneous assays, such as fluorescence-based methods, namely, label-free protocols, rapid interactions in homogeneous solutions, and detection by the naked eye or using low-cost instruments. Despite promising results, the application of Au-nanoprobe-based colorimetric assays in complex biological matrices faces several challenges. The most significant are related to the colloidal stability and oligonucleotide functionalization of the Au-nanoprobes but also to the mode of detection. The type of functionalization method, type of spacer, the oligo–AuNPs ratio, changes in pH, temperature, or ionic strength influence the Au-nanoprobe colloidal stability and thus the performance of the assay. This review elucidates characteristics of the Au-nanoprobes that are determined for colorimetric gold nanoparticles (AuNPs)-based nucleic acid detection, and how they influence the sensitivity and specificity of the colorimetric assay. These characteristics of the assay are fundamental to developing low-cost, robust biomedical sensors that perform effectively in biological fluids.

Gold nanoparticles (AuNPs) exhibit improved optical and spectral properties compared to bulk materials, making them suitable for the detection of DNA, RNA, antigens, and antibodies. Here, we describe a simple, selective, and rapid non-cross linking detection assay, using approx. 35 nm spherical Au nanoprobes, for a common mutation occurring in exon 19 of the epidermal growth factor receptor (EGFR), associated with non-small-cell lung cancer cells. AuNPs were synthesized based on the seed-mediated growth method and functionalized with a specific 16 bp thiolated oligonucleotide using a pH-assisted method. Both AuNPs and Au nanoprobes proved to be highly stable and monodisperse through ultraviolet-visible spectrophotometry, dynamic light scattering (DLS), and electrophoretic light scattering (ELS). Our results indicate a detection limit of 1.5 µg mL⁻¹ using a 0.15 nmol dm⁻³ Au nanoprobe concentration. In conclusion, this work presents an effective possibility for a straightforward, fast, and inexpensive alternative for the detection of DNA sequences related to lung cancer, leading to a potential platform for early diagnosis of lung cancer patients.

Gold nanoparticles (AuNPs) exhibit improved optical and spectral properties compared to bulk materials, making them suitable for detection of DNA, RNA, antigens, and antibodies. Here, we describe a simple, selective, and rapid non-cross linking detection assay, using approx. 35 nm spherical Au nanoprobes, for a common mutation occurring in exon 19 of the epidermal growth factor receptor (EGFR), associated with non-small cell lung cancer cells. AuNPs were synthesized based on the seed-mediated growth method and functionalized with a specific 16 bp thiolated oligonucleotide using a pH-assisted method. Both AuNPs and Au nanoprobes proved to be highly stable and monodisperse by ultraviolet-visible spectrophotometry, dynamic light scattering (DLS) and electrophoretic light scattering (ELS). Our results indicate a detection limit of 1.5 µg mL−1 using a 0.15 nmol dm−3 Au nanoprobe concentration. In conclusion, this work is an effective possibility for a straight-forward, fast, and inexpensive alternative for the detection of DNA sequences related to lung cancer, leading to a potential platform for an early diagnosis of lung cancer patients.

Gold nanoparticles (AuNPs) are widely used in biomedical diagnostics due to their unique plasmonic properties, with larger AuNPs showing higher extinction coefficients for the plasmon band and, consequently, more intense colors than the more commonly used spherical 20 nm AuNPs. Other factors can be important in the performance of different‐sized AuNPs, including surface area, colloidal stability, and curvature effects. Here, the properties of spherical 20 nm AuNPs and 35 nm AuNPs functionalized with a specific thiol‐modified oligonucleotide–Au nanoprobes are compared when used on a colorimetric assay for the detection of a single nucleotide polymorphism related to lactose intolerance in humans. Successful functionalization of AuNPs is assessed by UV–vis spectroscopy, agarose gel electrophoresis, dynamic and electrophoretic light scattering, and nanoparticle tracking analysis. Statistical differences between Au‐nanoprobe DNA target groups are calculated using analysis of variance and a post hoc Tukey's test. These results show that both 35 and 20 nm Au nanoprobes have similar detection limits using a 0.15 nmol dm⁻³ nanoprobe concentration compared to 2.5 nmol dm⁻³. Interestingly, the use of 35 nm Au nanoprobes allows a reduction of 80% and 48% in the amount of gold and oligonucleotide used in the assay, respectively.

Gold nanoparticles (AuNPs) are highly attractive for biomedical applications. Therefore, several in vitro and in vivo studies have addressed their safety evaluation. Nevertheless, there is a lack of knowledge regarding their potential detrimental effect on human kidney. To evaluate this effect, AuNPs with different sizes (13 nm and 60 nm), shapes (spheres and stars), and coated with 11-mercaptoundecanoic acid (MUA) or with sodium citrate, were synthesized, characterized, and their toxicological effects evaluated 24 h after incubation with a proximal tubular cell line derived from normal human kidney (HK-2). After exposure, viability was assessed by the MTT assay. Changes in lysosomal integrity, mitochondrial membrane potential (ΔΨm), reactive species (ROS/RNS), intracellular glutathione (total GSH), and ATP were also evaluated. Apoptosis was investigated through the evaluation of the activity of caspases 3, 8 and 9. Overall, the tested AuNPs targeted mainly the mitochondria in a concentration-dependent manner. The lysosomal integrity was also affected but to a lower extent. The smaller 13 nm nanospheres (both citrate- and MUA-coated) proved to be the most toxic among all types of AuNPs, increasing ROS production and decreasing mitochondrial membrane potential (p ≤ 0.01). For the MUA-coated 13 nm nanospheres, these effects were associated also to increased levels of total glutathione (p ≤ 0.01) and enhanced ATP production (p ≤ 0.05). Programmed cell death was detected through the activation of both extrinsic and intrinsic pathways (caspase 8 and 9) (p ≤ 0.05). We found that the larger 60 nm AuNPs, both nanospheres and nanostars, are apparently less toxic than their smaller counter parts. Considering the results herein presented, it should be taken into consideration that even if renal clearance of the AuNPs is desirable, since it would prevent accumulation and detrimental effects in other organs, a possible intracellular accumulation of AuNPs in kidneys can induce cell damage and later compromise kidney function.

Gold nanoparticles (AuNPs) are highly attractive to biomedical applications. Here, we investigated the effects of (i) ca. 15 nm spherical AuNPs capped with citrate or 11-mercaptoundecanoic acid (MUA) and (ii) ca. 60 nm spherical citrate-capped AuNPs, and ca. 60 nm MUA-capped star-shaped AuNPs on the cytotoxicity, cellular uptake and permeability, using media supplemented or not with 1% fetal bovine serum (FBS) on caucasian colon adenocarcinoma Caco-2 cells. In addition, the colloidal stability of the nanoparticles in media (supplemented or not) was assessed after 24 h-incubations at 60 μ M. The 60 nm gold nanospheres and stars were administrated orally to Wistar rats in order to evaluate their systemic absorption and biodistribution after 24 h. At non-supplemented media settings, citrate-capped gold nanoparticles seem to be more toxic than their MUA-capped counterparts. Also, smaller nanoparticles show higher toxicity than larger ones. The use of cell culture media with 1% FBS not only increased the stability of all AuNPs, as also significantly reduced their cytotoxicity. In the uptake studies, higher AuNPs incorporation was noticed in serum supplemented media, this effect being particularly significant for the 60 nm nanoparticles. Cellular incorporation depended also on the capping agent and size. None of the tested samples crossed the in vitro intestinal barrier. Confirming the in vitro results, the in vivo biodistribution study of the 60 nm AuNPs orally given to rats showed that their systemic absorption is low and that they are mainly eliminated through the faeces. Altogether, these preliminary results suggest that our novel AuNPs have high potential to be considered promising candidates for application in diagnostics or drug delivery at the intestinal level, showing high biocompatibility. However, unless it is desired that these nanomaterials avoid systemic absorption upon oral administration, additional functionalization should be sought to increase their low bioavailability.

Hyperthermia has been extensively reported as a life-threatening consequence of 3,4-methylenedioxymethamphetamine (MDMA, ecstasy) abuse. In this work, we used a sensitive untargeted metabolomic approach based on gas chromatography-mass spectrometry to evaluate the impact of hyperthermia on the hepatic metabolic changes caused by MDMA. For this purpose, primary mouse hepatocytes were exposed to subtoxic (LC01 and LC10) and toxic (LC30) concentrations of MDMA for 24 h, at 37.0 °C or 40.5 °C (simulating body temperature increase after MDMA consumption), and alterations on both intracellular metabolome and extracellular volatilome were evaluated. Multivariate analysis showed that metabolic patterns clearly discriminate MDMA treated cells from control cells, both in normothermic and hyperthermic conditions. Metabolic signature was found to be largely common to MDMA subtoxic and toxic concentrations, although with evident differences in the magnitude of response, with metabolic changes significantly more pronounced at 40.5 °C. Discriminant metabolites associated with MDMA-induced hepatotoxicity are mostly involved in amino acids metabolism, aminoacyl tRNA byosynthesis, glutathione metabolism, tricarboxylic acid cycle and pyruvate metabolism. Moreover, our metabolomic findings were corroborated by classical toxicity parameters, demonstrating the high sensitivity of this omic approach to assess molecular-level effects. Overall, this study indicates that MDMA triggers significant metabolic alterations on hepatic cells, even at low concentrations, that are clearly exacerbated at high temperatures. These findings provide new metabolic pieces to solve the puzzle of MDMA’s hepatotoxicity mechanism and emphasize the increased risks of MDMA abuse due to the thermogenic action of the drug.