Search Results (64)

Stock return prediction in emerging markets remains difficult due to the gap between theoretical efficiency and empirical irregularities. This study assesses the statistical and economic performance of Linear Regression, Ridge Regression, Random Forest, and XGBoost in forecasting 5-day and 21-day returns for six LQ45 stocks (2016–2025). Momentum, volatility, trend, and volume indicators are used as predictors, while model performance is evaluated using MAE, RMSE, R², and backtested trading metrics that include transaction costs. All models yield near-zero or negative R², directional accuracy of 49–54%, and AUC around 0.50–0.53, indicating weak signals overshadowed by noise. XGBoost offers the lowest statistical errors, but Ridge Regression achieves slightly better risk-adjusted outcomes (Sharpe 0.1232), although every strategy underperforms Buy & Hold. SHAP results show volatility and volume features as most influential, but with minimal absolute impact. Overall, the LQ45 market exhibits semi-efficiency: patterns exist but fail to translate into profitable trading once real-world frictions are considered, underscoring the gap between statistical predictability and economic viability in algorithmic trading. This research was conducted in order to support the achievement of various goals through SDG 8 (Decent Work and Economic Growth). Full article

Malaria remains one of the devastating illnesses, and drug-resistant malaria has incurred enormous societal costs. A few host kinases are vital for the liver stage malaria and might be promising drug targets against drug-resistant malaria. STK35L1 is one of the host kinases that is highly upregulated during the liver stage of malaria, and the knockdown of STK35L1 significantly suppresses Plasmodium sporozoite infection. In this study, we retrieved the promoter region of STK35L1 based on 5′ complete transcripts, transcription start sites, and cap analysis of gene expression tags. Furthermore, we identify transcriptionally active regions by analyzing CpG islands, histone acetylation (H3K27ac), and histone methylation (H3K4me3). It suggests that the identified promoter region is active and has cis-regulatory elements and enhancer regions. We identified various putative transcription factors (TFs) from the various high-throughput ChIP data that might bind to the promoter region of STK35L1. These TFs were differentially regulated during the infection of Plasmodium sporozoites in HepG2 cells. Our molecular modeling study suggests that, except for SMAD3, the identified TFs may be directly bound to the promoter. Together, the data suggest that these TFs may play a role in sporozoite infection and in regulating STK35L1 expression during the liver stage of malaria. Full article

Epicatechin is a flavonoid of the catechin subclass, found in fruits and medicinal plants such as açaí and green tea, widely studied for its anti-inflammatory properties. However, flavonoids often present chemical instability, low aqueous solubility, and poor bioavailability, limiting their therapeutic potential. This study aimed to incorporate epicatechin into nanocapsules to improve its applicability and evaluate whether the formulation maintains its anti-inflammatory effects via modulation of the NLRP3 inflammasome. Nanocapsules containing 0.25 mg/mL of epicatechin (NC-ECs) were prepared with Eudragit L-100 using interfacial deposition of a preformed polymer. The formulations were characterized for particle size, polydispersity index, zeta potential, and pH, as well as thermal stability over 45 days. Encapsulation efficiency and drug content were determined by high-performance liquid chromatography (HPLC), and morphology analyzed by atomic force microscopy (AFM). Cytocompatibility was assessed in VERO cells, and anti-inflammatory activity was investigated in THP-1-derived macrophages stimulated with LPS + nigericin. The NC-ECs displayed suitable physicochemical properties, high encapsulation efficiency (96%), and full drug loading. The formulation also showed good cytocompatibility and preserved anti-inflammatory activity through NLRP3 inflammasome modulation at low concentrations. These findings indicate NC-ECs as a promising nanotechnological strategy for treating inflammatory diseases involving NLRP3, highlighting its potential contribution to nanomedicine. Full article

Chronological age (C-Age), determined by the time elapsed since the birth of an individual, is considered one of the main risk factors for the onset and prognosis of multiple sclerosis (MS). Biological age (B-Age), in contrast, conditioned by genetic, lifestyle, comorbidity, and environmental factors, defines the aging of tissues that contributes to the decline of organ function, the loss of functional reserve, and decrease in the regenerative capacity. In this context immunosenescence is increasingly evidenced as a factor that contributes to the MS progressive course and loss of efficacy of MS drugs. B-Age can be estimated through different measurement strategies such as telomere length, epigenetic clocks and biomarker composites. These biomarkers are gaining attention in MS research since they seem to be associated with disability progression and are modulated by lifestyle interventions. This review summarizes the roles of C-Age and B-Age in MS and highlights implications for prognosis and therapeutic development. Full article

Healthcare 5.0 represents the next evolution in intelligent and interconnected healthcare systems, leveraging emerging technologies such as Artificial Intelligence (AI) and the Internet of Medical Things (IoMT) to enhance patient care and automation. While Intrusion Detection Systems (IDSs) are a critical component for securing these environments, the current literature lacks a systematic analysis that jointly evaluates the effectiveness of AI models, the suitability of datasets, and the role of Explainable Artificial Intelligence (XAI) in the Healthcare 5.0 landscape. To fill this gap, this survey provides a comprehensive review of IDSs for Healthcare 5.0, analyzing state-of-the-art approaches and available datasets. Furthermore, a practical case study is presented, demonstrating that the fusion of network and biomedical features significantly improves threat detection, with physiological signals proving crucial for identifying complex attacks like spoofing. The primary contribution is therefore an integrated analysis that bridges the gap between cybersecurity theory and clinical practice, offering a guide for researchers and practitioners aiming to develop more secure, transparent, and patient-centric systems. Full article

Pseudomonas aeruginosa and Staphylococcus aureus are highly resistant microorganisms that contribute to prolonged hospital stays and increased mortality. Developing new antimicrobial agents is essential to address this global health challenge. Nanoemulsions (NE) containing essential oils (EOs) and phenolic compounds with antimicrobial activity represent a promising alternative. This study reports, for the first time, the formulation of a NE containing Cymbopogon flexuosus and eugenol (NECE) and its antimicrobial activity against P. aeruginosa and S. aureus. NECE exhibited suitable physicochemical properties (mean size < 200 nm, PDI < 0.3, and negative zeta potential) and remained stable for 90 days at 4 °C while maintaining antimicrobial activity. It showed bactericidal effects at 2.5 mg/mL against P. aeruginosa and 0.625 mg/mL against S. aureus. Moreover, NECE improved the biocompatibility of the free oil (FO) in Peripheral Blood Mononuclear Cells (PBMCs). Altogether, these findings demonstrate, for the first time, that NECE is a stable nanoemulsion with enhanced antimicrobial activity and biocompatibility, supporting its potential as a safe and effective topical strategy against wound-associated pathogens. Full article

Background: Natural products have been used worldwide as alternatives to treat or prevent different chronic diseases. Euterpe oleracea Mart. (açaí) has bioactive molecules in its chemical matrix, such as epicatechin, apigenin, and cyanidin-3-O-rutinoside. These molecules guarantee açaí’s antioxidant, anti-inflammatory, and antitumor potential. Açaí’s chemical matrix is susceptible to degradation. Nanocarriers are appropriate to use with NP. The aim of this study was to produce, characterize, and analyze the in vitro safety profile of a nanoemulsion (NE) containing açaí extract. Methods: Different NEs were prepared with açaí extract (0.83–20 mg/mL). A characterization was performed considering physical–chemical parameters and a morphological analysis. The most stable NE was evaluated for in vitro safety in fibroblasts. Fibroblasts were exposed to a concentration curve of NEs for 24 h. Cellular viability and proliferation, the levels of nitric oxide, reactive oxygen species (ROS), and the release of dsDNA were measured. Possible DNA damage was also measured. Results: It was possible to determine that the NE with 4 mg/mL of açaí extract was the most stable under refrigeration, presenting a favorable in vitro safety profile since fibroblasts kept their homeostasis aspects under most of the concentrations tested as well as their DNA integrity. Conclusion: The obtained results show that a stable NE was produced, maintaining the NP antioxidant capacity and non-toxic effects in fibroblasts. Full article

Dysregulation of protein kinases is associated with developmental defects and various human diseases. The human kinome comprises 518 kinases, including several orphan kinases whose functions remain to be fully characterized. The NKF4 family, which includes STK35L1 and PDIK1L, is one such uncharacterized kinase family. STK35L1, also known as Clik1, was initially identified as a nuclear kinase associated with actin fibers. Subsequent studies have demonstrated that STK35L1 plays critical roles in cellular processes such as cell cycle regulation, migration, angiogenesis, the DNA damage response, and related processes such as spermatogenesis. STK35L1 has also been implicated in various developmental processes and its knockout mice exhibited defects in the testis, ovary, and eye. STK35L1 acts as a central regulator of the fundamental cellular functions, and its dysregulation leads to various diseases. Research has established that STK35L1 regulates tumor growth and proliferation in cancers such as osteosarcoma, colorectal cancer, and acute myeloid leukemia. Notably, it also affects chemosensitivity in colorectal cancer and metabolism in acute myeloid leukemia. Additionally, STK35L1 is crucial for the infection of hepatocytes by Plasmodium sporozoites during the liver stage of Malaria. This review discusses the current understanding of STK35L1, highlighting its role in various diseases. Full article

The SARS-CoV-2 proteases M^pro and PL^pro are critical targets for antiviral drug development for the treatment of COVID-19. The 1,2,4-thiadiazole functional group is an inhibitor of cysteine proteases, such as papain and cathepsins. This chemical moiety is also present in ceftaroline fosamil (CF), an FDA-approved fifth-generation cephalosporin antibiotic. This study investigates the interactions between CF, its primary metabolites (M1 is dephosphorylated CF and M2 is an opened β-lactam ring) and derivatives (protonated M1H and M2H), and its open 1,2,4-thiadiazole rings derivatives (open-M1H and open-M2H) with SARS-CoV-2 proteases and evaluates CF’s effects on in vitro viral replication. In silico analyses (molecular docking and molecular dynamics (MD) simulations) demonstrated that CF and its metabolites are potential inhibitors of PL^pro and M^pro. Docking analysis indicated that the majority of the ligands were more stable with M^pro than PL^pro; however, in vitro biochemical analysis indicated PL^pro as the preferred target for CF. CF inhibited viral replication in the human Calu-3 cell model at submicromolar concentrations when added to cell culture medium at 12 h. Our results suggest that CF should be evaluated as a potential repurposing agent for COVID-19, considering not only viral proteases but also other viral targets and relevant cellular pathways. Additionally, the reactivity of sulfur in the 1,2,4-thiadiazole moiety warrants further exploration for the development of viral protease inhibitors. Full article

(1) Background: The accelerated aging of the population raises concerns about the diet of older adults due to its relationship with health and quality of life. This study aimed to investigate the prevalence of poor diet quality and its association with sociodemographic factors and health status among older adults residing in the city of Bagé, located in southern Brazil; (2) Methods: A cross-sectional analysis was conducted using data from the 2016/2017 follow-up of the Bagé Aging Cohort Study (SIGa-Bagé). Diet quality was assessed using the Elderly Diet Quality Index. Descriptive analysis and Poisson regression with robust variance adjustment, based on hierarchical levels, were used to calculate crude and adjusted prevalence ratios with their respective 95% confidence intervals; (3) Results: The sample included 728 older adults (65.7% female; mean age: 77.2 years). Poor diet quality was observed in 41.5% of participants. After adjustment, male sex, black or brown skin color, absence of multimorbidity, and presence of depressive symptoms were significantly associated with poor diet quality; (4) Conclusions: The findings highlight the most vulnerable groups and the need for investments in strategies to promote mental health and healthy eating habits among the older adults, particularly among men and racial minority groups. Full article

The necessity for nutritional standards to evaluate the nutritional status of grapevines is a critical concern for viticulturists worldwide. This study addressed the lack of multinutrient standards that consider specific genetic and environmental factors by proposing regional standards based on data collected under different growing conditions. Using the compositional nutrient diagnosis (CND) method and multivariate analyses, leaf samples from 585 commercial vineyards in Emilia-Romagna, Italy, and the states of São Paulo and Rio Grande do Sul, Brazil, were evaluated. The results confirmed significant variations in nutritional standards among regions and cultivars, emphasizing the need for regional adjustments in fertilization recommendations. This work proposes critical levels, sufficiency ranges, and nutritional standards that can improve grapevine nutritional assessments, promoting greater precision in fertilization management. The findings reinforce the importance of regional standards, avoiding the use of unsuitable universal recommendations. Full article

Understanding the influence of topography on wettability is essential for improving the modeling of superhydrophobic surfaces. Moreover, wetting predictions can foresee corrosion, biological contamination, self-cleaning properties, and all phenomena related to wetting. In this context, this research work reports the experimental corroboration of a novel theoretical model for stochastic surfaces that relates the static contact angle for the heterogeneous wetting of surfaces to the root mean square (RMS) slope of the surface structures, allowing wetting prediction through topography. For this study, hydrophobic and superhydrophobic alumina thin films with gradual roughness were constructed. The films were deposited on glass using the dip-coating technique, textured with boiling water, and functionalized to achieve low surface energy using Dynasylan F-8815. Surface wettability was characterized using the sessile drop technique, and the RMS slope of the alumina surfaces was quantified using the atomic force microscopy (AFM) technique. The model, presented here for the first time, fits the experimental data, allowing wetting prediction for hydrophobic and superhydrophobic surfaces considering static contact angles. As expected, topography plays a fundamental role in achieving superhydrophobicity. Therefore, defining a topographic criterion, as performed here, for obtaining superhydrophobic surfaces is highly relevant to reduce the production costs of these surfaces and also enable new production processes and designs. Full article

Background/Objectives: The development of bioproducts that can accelerate wound healing is a key focus in biomedicine, especially when these products are derived from sustainable by-products. This study investigates the wound-healing potential of an extract obtained from Agave angustifolia Haw bagasse (BagEE) using microwave extraction.Methods: HPLC-MS analysis was performed to identify the main compounds present in BagEE, revealing quercetin, isorhamnetin, diosgenin, hecogenin, manogenin, β-sitosterol glucoside, and β-sitosterol as tentative constituents. A murine excision wound model was employed to assess the efficacy of BagEE. The experimental group received a topical application of 8 mg of BagEE, while the control group was treated with water only. Wound closure, re-epithelialization, and collagen deposition were evaluated to determine the effects of BagEE on skin healing. Results: The BagEE-treated group exhibited significantly accelerated wound healing, achieving a 99.4% closure rate by day 13 compared to the control group’s 92.8% closure rate on day 22. Additionally, wounds treated with BagEE displayed complete re-epithelialization and a well-organized skin structure. Conclusions: These findings suggest that BagEE promotes effective wound healing and shows promise as a topical agent for skin regeneration. Further studies are necessary to investigate its anti-inflammatory and wound-healing activities in both in vivo and in vitro settings. Full article

Progress in the field of biodegradable materials has been significantly accelerated in recent years, driven by the search for sustainable substitutes for fossil-derived resources. This study investigates the formulation of biodegradable films composed of polyvinyl alcohol (PVA) and nanocellulose extracted from rice husk. The rice husk underwent alkaline treatment and bleaching for cellulose extraction, followed by sulfuric acid hydrolysis to obtain nanocellulose. The cellulose and nanocellulose were characterized through Fourier Transform Infrared Spectroscopy (FTIR), X-ray Diffraction (XRD), and Thermogravimetric Analysis (TGA). Films of pure PVA and those reinforced with 1 wt. % of nanocellulose were prepared using the solvent casting method. The evaluations showed that the modulus of elasticity and tensile strength of the PVA/nanocellulose films were increased by 295.45% and 29.6%, respectively, compared to the pure PVA film. The PVA/nanocellulose film exhibited the lowest solubility and water vapor permeability. Optical Microscopy confirmed a flawless surface for the nanocellulose-reinforced film, while the cellulose- and rice husk-reinforced films displayed irregularities. In the biodegradability assessment, the nanocellulose-reinforced film was the only one that withstood the experimental conditions. The results highlight the effectiveness of nanocellulose in enhancing PVA properties, making these films promising for sustainable packaging applications. Full article

Arundo donax L. is a plant with great potential as lignocellulosic biomass, being a promising source for the development of biodegradable materials. This study evaluated the effects of different chemical pretreatments (H₂SO₄, NaOH, and NaClO) combined with dry milling on the physicochemical properties of biomass. Pretreatment with NaClO was the most effective in removing lignin, reducing its content to 0.2%, while increasing the cellulose content to 67%. Pretreatment with H₂SO₄, although retaining a higher lignin content (24%), resulted in the greatest reduction in particle size, reaching a mean diameter (Dm) of 44.31 µm after 20 h of milling. Density analysis revealed that the raw samples reached a maximum density of 0.218 g/cm³ after 20 h of milling, with the pretreated samples showing lower densities due to the removal of structural components. Thermal analysis showed mass losses of up to 66.4% for samples pretreated with NaClO after 10 h of milling, indicating significant structural changes and improved thermal stability. Morphological analysis via SEM demonstrated elongated and fine particles, with acid pretreatment resulting in the most pronounced structural changes. These findings highlight the efficiency of combining chemical and physical pretreatments to modify the structure of A. donax L., optimizing its properties for the production of high-performance biodegradable materials. Full article