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19 pages, 14199 KB  
Article
Synthesis and Fabrication of Dialdehyde Cellulose/PVA Films Incorporating Carbon Quantum Dots for Active Packaging Applications
by Tanpong Chaiwarit, Rangsan Panyathip, Sastra Yuantrakul, Kwanjit Duangsonk, Pattaraporn Panraksa, Pornchai Rachtanapun, Kittisak Jantanasakulwong and Pensak Jantrawut
Polymers 2025, 17(17), 2370; https://doi.org/10.3390/polym17172370 (registering DOI) - 30 Aug 2025
Abstract
Active packaging supports sustainable development by extending food shelf life and reducing spoilage, contributing to global food security. In this study, cellulose dialdehyde was synthesized and blended with polyvinyl alcohol in varying ratios to produce composite films. The incorporation of dialdehyde cellulose into [...] Read more.
Active packaging supports sustainable development by extending food shelf life and reducing spoilage, contributing to global food security. In this study, cellulose dialdehyde was synthesized and blended with polyvinyl alcohol in varying ratios to produce composite films. The incorporation of dialdehyde cellulose into films tended to increase puncture strength and Young’s modulus, decrease elongation, reduce water solubility, and enhance resistance to water vapor transmission because of crosslinking. Carbon quantum dots were subsequently incorporated into composite films to enhance their antibacterial property. This represents a novel combination of a natural bio-based crosslinker and fluorescent nanomaterials in a single packaging system. Carbon quantum dots were synthesized by an electrochemical method and incorporated as functional agents. The addition of carbon quantum dots influenced the mechanical properties of the films due to interactions between polymers and carbon quantum dots. This interaction also slightly reduced the antibacterial effectiveness of the films, consisting of dialdehyde cellulose and PVA in ratios of 3:1 and 4:0. Nevertheless, the composite films maintained sufficient antimicrobial activity against common foodborne bacteria, including Staphylococcus aureus, Escherichia coli, and Salmonella Typhimurium. Overall, the findings demonstrate that multifunctional material made from dialdehyde cellulose, polyvinyl alcohol, and carbon quantum dots are a promising alternative to conventional plastic packaging. Full article
(This article belongs to the Section Polymer Applications)
25 pages, 2736 KB  
Article
Therapeutic Effects of Intranasal Administration of Mesenchymal Stem Cell-Derived Secretome in Rats Exposed to Chronic Unpredictable Mild Stress
by Alba Ávila, María Eugenia Riveros, Sofía Adasme, Coram Guevara, Rodrigo Del Rio, Fernando C. Ortiz, Nicole Leibold and Fernando Ezquer
Pharmaceutics 2025, 17(9), 1129; https://doi.org/10.3390/pharmaceutics17091129 - 29 Aug 2025
Abstract
Background: Major depression is a significant source of suffering and economic loss. Despite efforts to understand this condition and find better treatments, the burden imposed by this disease continues to rise. Most approved pharmacological treatments for depression focus on controlling the availability [...] Read more.
Background: Major depression is a significant source of suffering and economic loss. Despite efforts to understand this condition and find better treatments, the burden imposed by this disease continues to rise. Most approved pharmacological treatments for depression focus on controlling the availability of monoamines in synapses. However, accumulating evidence suggests that neuroinflammation, oxidative stress, and reduced hippocampal neurogenesis play key roles as causal factors in the development of major depression symptoms. Therefore, preclinical testing of pharmacological approaches targeting these factors is essential. Mesenchymal stem cells (MSCs) are known for their potential as powerful antioxidants and anti-inflammatory agents, exerting neuroprotective actions in the brain. They produce various therapeutic molecules in a paracrine manner, collectively known as secretome. Methods: In this work, we evaluated the antidepressant potential of repeated intranasal administration of MSC-derived secretome in an animal model of major depressive disorder induced by chronic mild unpredictable stress. Results: We observed that intranasal administration of MSC-derived secretome reduced the appearance of some of the behavioral parameters commonly associated with major depression, including anhedonic, apathetic, and anxious behaviors, inducing a strong reduction in the overall depression score compared to vehicle-treated animals. At the structural level, secretome administration prevented increased astrocyte density and the atrophy of astrocyte processes observed in vehicle-treated stressed animals. Additionally, secretome administration induced an increase in myelin levels and oligodendroglia in the cortex. Conclusions: Our data suggests that intranasal administration of MSC-derived secretome may represent a potential therapeutic alternative to current treatments for this devastating pathology. Full article
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17 pages, 5981 KB  
Article
Nano Emulsion of Essential Oils Loaded in Chitosan Coating for Controlling Anthracnose in Tomatoes (Solanum lycopersicum) During Storage
by Sibahle Gumede, Semakaleng Mpai, Sreejarani Kesavan Pillai and Dharini Sivakumar
Foods 2025, 14(17), 3038; https://doi.org/10.3390/foods14173038 - 29 Aug 2025
Abstract
Tomato fruit is susceptible to decay caused by Colletotrichum gloeosporioides. An edible coating derived from essential oils loaded into a chitosan polysaccharide polymer is a sustainable delivery approach to improve coating versatility and stability for reduced reliance on synthetic fungicides to combat anthracnose [...] Read more.
Tomato fruit is susceptible to decay caused by Colletotrichum gloeosporioides. An edible coating derived from essential oils loaded into a chitosan polysaccharide polymer is a sustainable delivery approach to improve coating versatility and stability for reduced reliance on synthetic fungicides to combat anthracnose incidence in tomatoes. The objective of this study was to evaluate the antifungal efficacy of nanostructured thyme essential oil incorporated into chitosan coatings [Nano-(T)-EO-CS] against Colletotrichum gloeosporioides in tomato fruits, and to investigate the underlying mechanisms contributing to its inhibitory effects. Nano-(T)-EO of (1% v/v) showed the greatest antifungal activities while achieving complete inhibition of C. gloeosporioides. At (0.8% w/v) concentration, chitosan inhibited 78% of radial mycelial growth in C. gloeosporioides. Loading Nano-(T)-EO (1% v/v) into chitosan (0.8% w/v) completely inhibited spore germination (100%). The surface electron microscopy revealed that the Nano-(T)-EO-CS coating induced significant deformation and inhibited the growth of C. gloeosporioides. Compared with the control, the Nano-(T)-EO-CS coating reduced disease incidence by 50%, whereas the commercial antifungal agent Sporekill® reduced incidence by 40% in preventively inoculated tomatoes stored at 10 °C and 85% relative humidity (RH) for 14 days after harvest, and at 18 °C for 3 days at the market shelf condition. Despite chitinase activity peaking on day 14 of cold storage, it peaked significantly on day 7 in Nano-(T)-EO-CS and Sporekill®-treated tomatoes. The Nano-(T)-EO-CS coating enhanced ferric-reducing antioxidant power and total phenol content in tomatoes for 7 and 14 d of postharvest storage. The chitosan-based edible coating loaded with thyme essential oil offers a sustainable, eco-friendly alternative to chemical fungicides for improving tomato shelf life and reducing decay. Full article
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21 pages, 1480 KB  
Review
A Comprehensive Overview of Candida albicans as the Leading Pathogen in Vulvovaginal Candidiasis
by Nika Srb, Jasminka Talapko, Tomislav Meštrović, Rajko Fureš, Mirjana Stupnišek, Andrea Milostić Srb and Ivana Škrlec
J. Fungi 2025, 11(9), 632; https://doi.org/10.3390/jof11090632 - 28 Aug 2025
Abstract
Candida albicans is the primary etiological agent of vulvovaginal candidiasis (VVC), a widespread fungal infection affecting millions of women worldwide. Although often self-limiting, VVC can become recurrent or severe, significantly impacting quality of life. The pathogenesis of C. albicans is driven by key [...] Read more.
Candida albicans is the primary etiological agent of vulvovaginal candidiasis (VVC), a widespread fungal infection affecting millions of women worldwide. Although often self-limiting, VVC can become recurrent or severe, significantly impacting quality of life. The pathogenesis of C. albicans is driven by key virulence factors, including hyphal transformation, biofilm formation, and immune evasion, which all facilitate persistence and resistance to host defenses. Epidemiological data indicate that up to 75% of women experience at least one episode of VVC, with 5–10% developing recurrent vulvovaginal candidiasis. The condition typically presents with vaginal itching, burning, erythema, edema, and an abnormal discharge. Diagnosis relies on both clinical presentation and microbiological confirmation; however, misdiagnosis remains common due to symptom overlap with other vaginal infections and conditions in general. Azole antifungals remain the cornerstone of treatment; however, increasing resistance (particularly in non-albicans Candida species) poses substantial therapeutic challenges. Consequently, the emergence of antifungal-resistant strains underscores the need for novel treatment strategies, including probiotics and natural antifungal agents. Preventive measures—including maintaining vaginal microbiota balance, avoiding unnecessary antibiotic usage, and improving hygiene practices—play a pivotal role in reducing disease burden due to C. albicans. Given the rising incidence of VVC and the burden of recurrent cases, further research is essential to develop targeted therapeutic interventions. This comprehensive review highlights the evolving epidemiology, pathogenesis, and clinical challenges of C. albicans-associated VVC, emphasizing the need for improved diagnostic strategies, alternative therapeutic approaches, and targeted preventive measures to reduce disease burden and enhance patient outcomes. Full article
(This article belongs to the Special Issue Fungi in Vulvovaginal Infections)
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44 pages, 964 KB  
Review
From Current Therapeutics to Multitarget Ligands: A Review of Diabetes Pharmacological Treatments
by Francesc Cabré, Josep J. Centelles and Marta Cascante
Pharmaceutics 2025, 17(9), 1125; https://doi.org/10.3390/pharmaceutics17091125 - 28 Aug 2025
Abstract
Diabetes is a chronic and complex pathological syndrome that includes a series of disorders and imbalances, whose first characterization is hyperglycemia, although, as it is a multifactorial phenomenon, it requires risk reduction strategies beyond glycemic control. Continuous education and support for diabetes self-management [...] Read more.
Diabetes is a chronic and complex pathological syndrome that includes a series of disorders and imbalances, whose first characterization is hyperglycemia, although, as it is a multifactorial phenomenon, it requires risk reduction strategies beyond glycemic control. Continuous education and support for diabetes self-management are essential to prevent acute complications and reduce the risk of long-term complications. Therefore, the guidelines for the treatment of diabetes emphasize the importance of lifestyle changes, including a reduced-calorie diet and increased physical activity. However, for many people, these changes can be difficult to maintain in the long term and eventually they must resort to pharmacological treatment that in most cases requires the combined use of two or more antidiabetic drugs with different mechanisms of action. This review explores the different pharmacological agents, authorized and used therapeutically, for the control of diabetes, especially type 2 diabetes, and analyzes the development strategies of multi-target agents whose effects, through distinct mechanisms and by acting on more than one receptor, could represent a promising alternative in the treatment of a multifactorial disease such as diabetes. As regards therapeutic uses, from metformin to glucose transporter inhibitors (SGLT2i), the potential mechanisms of action, pharmacological and clinical effects, safety, and use in therapeutics are described, presenting, as far as reasonably possible, diverse comparisons between them. In conclusion, although metformin remains the first-line agent for the treatment of type 2 diabetes, the choice of a second-line agent depends on several factors, in particular the cardiovascular risk profile, weight, and renal function of the patient; moreover, the ideal pharmacological treatment, although expected and desired, has in fact not been achieved so far, and physicians must consider not only the glycemic efficacy of the agent but also all the other potential benefits, balanced by the possible adverse effects. Compounds modulating multiple signaling pathways are a promising approach to manage this multifactorial disorder, with the primary objective of maintaining the therapeutic efficacy observed in several clinical studies, alongside reducing adverse effects, the main reason for the discontinuation of developments, to levels that enable a favorable risk–benefit balance. Full article
(This article belongs to the Special Issue Multi-Target Ligands Design and Targeted Drug Delivery)
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19 pages, 987 KB  
Review
Potential Efficacy of Propolis in Treating Helicobacter pylori Infection and Its Mechanisms of Action
by Haitao Nie, Qing Li, Keke Zhao, Wen Li, Cuiping Zhang and Xiasen Jiang
Nutrients 2025, 17(17), 2803; https://doi.org/10.3390/nu17172803 - 28 Aug 2025
Abstract
Background: Helicobacter pylori (H. pylori) is a major pathogen associated with a variety of gastrointestinal disorders, including gastritis, peptic ulcers, and gastric cancer. As a natural bioactive product, propolis exhibits multifaceted and multi-mechanistic effects. Due to its immunomodulatory, anti-inflammatory, and antioxidant [...] Read more.
Background: Helicobacter pylori (H. pylori) is a major pathogen associated with a variety of gastrointestinal disorders, including gastritis, peptic ulcers, and gastric cancer. As a natural bioactive product, propolis exhibits multifaceted and multi-mechanistic effects. Due to its immunomodulatory, anti-inflammatory, and antioxidant properties, propolis has emerged as a promising therapeutic alternative, offering an innovative approach to managing H. pylori infections and providing new insights into addressing antibiotic resistance. Methods: This comprehensive review, synthesizing data from PubMed, ScienceDirect, and SciFinder, examines the mechanisms by which propolis combats H. pylori. Results: Propolis has demonstrated significant antibacterial efficacy against H. pylori in both in vitro and in vivo models. Its multitargeted mechanisms of action include direct inhibition of bacterial growth, interference with the expression of virulence factors, suppression of virulence-associated enzymes and toxin activity, immunomodulation, and anti-inflammatory effects. These combined actions alleviate gastric mucosal inflammation and damage, reduce bacterial colonization, and promote mucosal healing through antioxidant and repair-promoting effects. Furthermore, propolis disrupts oral biofilms, restores the balance of the oral microbiome, and exerts bactericidal effects in the oral cavity. Synergistic interactions between propolis and conventional medications or other natural agents highlight its potential as an adjunctive therapy. Conclusions: Propolis demonstrates dual functionality by inhibiting the release of inflammatory mediators and suppressing H. pylori growth, highlighting its potential as an adjuvant therapeutic agent. However, clinical translation requires standardized quality control and higher-level clinical evidence. Future research should focus on validating its clinical efficacy and determining optimal dosing regimens, and exploring its role in reducing H. pylori recurrence. Full article
(This article belongs to the Special Issue Bee Products in Human Health (2nd Edition))
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10 pages, 209 KB  
Review
RhoKinase (ROCK) Inhibition as a Therapeutic Strategy for Pseudophakic Bullous Keratopathy: A Comprehensive Review
by Anđela Jukić, Josip Pavan, Biljana Đapic Ivančić, Miro Kalauz, Rajka Kasalica Žužul and Tomislav Jukić
J. Clin. Med. 2025, 14(17), 6093; https://doi.org/10.3390/jcm14176093 - 28 Aug 2025
Abstract
Pseudophakic bullous keratopathy (PBK) is a vision-threatening corneal complication following cataract surgery, characterised by progressive endothelial cell loss, persistent corneal oedema, and painful epithelial bullae, leading to impaired vision. Corneal transplantation, either penetrating or endothelial keratoplasty, remains the primary treatment but faces challenges [...] Read more.
Pseudophakic bullous keratopathy (PBK) is a vision-threatening corneal complication following cataract surgery, characterised by progressive endothelial cell loss, persistent corneal oedema, and painful epithelial bullae, leading to impaired vision. Corneal transplantation, either penetrating or endothelial keratoplasty, remains the primary treatment but faces challenges such as donor tissue shortages, graft rejection, and limited graft longevity. Recently, Rho-kinase (ROCK) inhibitors have emerged as promising pharmacological alternatives. These agents enhance corneal endothelial cell proliferation, migration, and adhesion, suppress apoptosis, and promote corneal deturgescence and wound healing. Several preclinical and clinical studies have demonstrated the efficacy of ROCK inhibitors in improving corneal clarity, endothelial function, and visual acuity in PBK. Their use has been associated with reductions in corneal oedema, improved endothelial cell density, and delayed or prevented the need for corneal transplantation. A systematic literature search of PubMed, Scopus, and Web of Science databases was conducted, restricted to peer-reviewed English-language articles, ensuring comprehensive coverage. ROCK inhibitors represent a novel pharmacological strategy for PBK prevention and management, potentially reducing dependency on donor grafts. Further research is needed to determine long-term safety, optimal dosing, and efficacy. Full article
(This article belongs to the Section Ophthalmology)
21 pages, 1655 KB  
Article
Capacitive Biosensing of Skin Irritants Using a Lanolin-Based Artificial Stratum Corneum Model
by Chung-Ting Cheng, Yi Kung, Hung-Yu Chen, Kuang-Hua Chang, Richie L. C. Chen and Tzong-Jih Cheng
Biosensors 2025, 15(9), 564; https://doi.org/10.3390/bios15090564 - 28 Aug 2025
Viewed by 41
Abstract
Skin irritation testing is transitioning toward non-animal alternatives that can replicate the functional properties of the human stratum corneum (SC). To address this need, we report a capacitive biosensing platform that integrates a lanolin-based artificial SC (aSC) for rapid, indicator-free detection of chemical [...] Read more.
Skin irritation testing is transitioning toward non-animal alternatives that can replicate the functional properties of the human stratum corneum (SC). To address this need, we report a capacitive biosensing platform that integrates a lanolin-based artificial SC (aSC) for rapid, indicator-free detection of chemical irritants. The approach leverages a membrane-bound lipid matrix to detect changes in interfacial capacitance caused by chemical exposure. Among candidate materials, lanolin emerged as the most effective SC mimic, showing reproducible baseline stability and responsive dielectric shifts. The system quantifies barrier integrity through the capacitance change rate (ΔC/Δt), which serves as a real-time indicator of irritation potential. By positioning the biosensor as an analog of the SC and monitoring the dielectric environment during short exposures (7.5 min), we shift the paradigm from endpoint-based biochemical assays to rapid, physicochemical screening. This concept supports the advancement of ethical, scalable testing platforms that reduce reliance on animal or cellular models while maintaining sensitivity to barrier-compromising agents. Full article
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14 pages, 18732 KB  
Article
Construction of a Highly Stable Water-Based Release Agent via 1:1 Silicone Oil-Cyclotetrasiloxane Synergy
by Can Wang, Yutong Han, Xiaojuan Du, Sihan Guo, Qiming Zhao and Xiao Chen
Molecules 2025, 30(17), 3509; https://doi.org/10.3390/molecules30173509 - 27 Aug 2025
Viewed by 122
Abstract
This study develops a high-performance water-based mold release agent for polyurethane (PU) foaming applications. We demonstrate that incorporating octamethylcyclotetrasiloxane (D4) into a dimethyl silicone oil emulsion (5 vol% fixed concentration) significantly enhances key performance metrics. By systematically varying D4 content (0–15 vol%), we [...] Read more.
This study develops a high-performance water-based mold release agent for polyurethane (PU) foaming applications. We demonstrate that incorporating octamethylcyclotetrasiloxane (D4) into a dimethyl silicone oil emulsion (5 vol% fixed concentration) significantly enhances key performance metrics. By systematically varying D4 content (0–15 vol%), we characterize droplet morphology, particle size distribution, contact angle, and viscosity to elucidate the underlying enhancement mechanism. Our findings reveal the following: (i) Optimal emulsion stability: At 5 vol% D4, the mold release agent exhibits a narrow particle size distribution (6–9 μm). (ii) Efficient processing: Film formation completes within 10 min, reducing demolding force and yielding PU foam with defect-free, non-adherent surfaces. (iii) Storage stability: After 60 days in ambient conditions, performance remains unchanged, with no phase separation observed under thermal stress (60 °C) or refrigeration (2–6 °C). This work explores an alternative pathway to mitigate key limitations—slow film formation and poor shelf-life—offering a prototype for next-generation release agents. Full article
(This article belongs to the Special Issue Applied Chemistry in Asia)
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15 pages, 2322 KB  
Article
Comparative Analysis of Plant Defense Activation by Four Biosurfactants: Mode of Action and Disease Control Potential
by Yoshinao Aoki, Takayuki Asada, Masutoshi Nojiri and Shunji Suzuki
Int. J. Mol. Sci. 2025, 26(17), 8313; https://doi.org/10.3390/ijms26178313 - 27 Aug 2025
Viewed by 178
Abstract
Grapevine (Vitis vinifera) is highly susceptible to fungal diseases, particularly downy mildew caused by Plasmopara viticola. Environmental contamination and potential health risks to viticulturists have raised concerns about the long-term sustainability of chemical control. In this study, we evaluated the [...] Read more.
Grapevine (Vitis vinifera) is highly susceptible to fungal diseases, particularly downy mildew caused by Plasmopara viticola. Environmental contamination and potential health risks to viticulturists have raised concerns about the long-term sustainability of chemical control. In this study, we evaluated the potential of four biosurfactants—surfactin, rhamnolipid, sophorolipid, and spiculisporic acid—as alternative agents to chemical fungicides for disease management in viticulture. Surfactin, rhamnolipid, and sophorolipid, but not spiculisporic acid, significantly reduced the severity of grape downy mildew and strawberry anthracnose and induced the expression of defense-related genes, such as β-1,3-glucanase and class IV chitinase, in grapevine and strawberry leaves, although each biosurfactant triggered distinct gene expression patterns. Utilizing salicylic acid (SA)- and jasmonate (JA)-insensitive mutants of Arabidopsis thaliana, we found that sophorolipid induced plant resistance through the canonical SA signaling pathway. In contrast, plant resistance induced by surfactin and rhamnolipid was independent of both the SA and JA signaling pathways. Notably, sophorolipid was the only biosurfactant that induced systemic acquired resistance in grapevine leaves through unknown signaling pathways, suppressing P. viticola infection at sites distant from the treatment area. These findings suggest that biosurfactants, particularly sophorolipids, are a promising eco-friendly alternative to conventional fungicides in viticulture. Full article
(This article belongs to the Special Issue Advances in Molecular Research on Plant-Fungi Interactions)
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15 pages, 882 KB  
Article
Evaluation of Colistin Susceptibility of Klebsiella pneumoniae Strains Exposed to Rotating Magnetic Field
by Agata Pruss, Dagmara Kobylińska, Karol Fijałkowski, Helena Masiuk and Paweł Kwiatkowski
Int. J. Mol. Sci. 2025, 26(17), 8281; https://doi.org/10.3390/ijms26178281 - 26 Aug 2025
Viewed by 338
Abstract
Klebsiella pneumoniae, due to its capacity to produce numerous virulence factors and form biofilms, is one of the most significant etiological agents of nosocomial infections. The extensive and often unwarranted use of antibiotic therapy has driven the emergence of various mutations, adaptive [...] Read more.
Klebsiella pneumoniae, due to its capacity to produce numerous virulence factors and form biofilms, is one of the most significant etiological agents of nosocomial infections. The extensive and often unwarranted use of antibiotic therapy has driven the emergence of various mutations, adaptive mechanisms, and horizontal gene transfer among K. pneumoniae strains, resulting in resistance to most beta-lactam antibiotics, carbapenems, and the last-resort drug—colistin. A promising alternative or adjunctive treatment is the application of rotating magnetic fields (RMFs). The present study aimed to evaluate changes in colistin susceptibility among 20 extended-spectrum beta-lactamases (ESBLs) and 20 K. pneumoniae carbapenemase (KPC)-positive K. pneumoniae strains isolated from hospital infections following exposure to RMF at frequencies of 5 and 50 Hz. Exposure to RMF at 5 Hz resulted in decreased colistin minimum inhibitory concentration (MIC) values in over half of the tested (ESBLs) and (KPC)-positive strains. Additionally, RMF at 50 Hz reduced colistin MIC values in 30% of (ESBL)-positive and 40% of (KPC)-positive strains. Therefore, in the future, RMF may be developed as a supportive therapeutic strategy to improve the efficacy of antibiotics in the treatment of infections caused by multidrug-resistant (MDR) pathogens, including colistin-resistant K. pneumoniae. Full article
(This article belongs to the Section Molecular Microbiology)
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25 pages, 1295 KB  
Review
Voltage-Gated Sodium Channel Dysfunction in Epilepsy: Zebrafish Models for Therapeutics
by Angela Gyamfi, Priyadharshini Manikandan, William A. Cisneros, Theodore R. Cummins and James A. Marrs
Biomedicines 2025, 13(9), 2078; https://doi.org/10.3390/biomedicines13092078 - 26 Aug 2025
Viewed by 276
Abstract
Voltage-gated sodium channels (VGSCs) play pivotal roles in cellular function, particularly in the regulation of electrical signaling. Structural defects in these channels cause deleterious effects in a myriad of cell types, leading to various diseases, like epilepsy, cardiac arrythmias, kidney disease, and certain [...] Read more.
Voltage-gated sodium channels (VGSCs) play pivotal roles in cellular function, particularly in the regulation of electrical signaling. Structural defects in these channels cause deleterious effects in a myriad of cell types, leading to various diseases, like epilepsy, cardiac arrythmias, kidney disease, and certain cancers. Over the past decade, significant efforts have been geared toward developing drugs that target the pore domains of these channels, called pore-blocking agents. This approach has seen several setbacks, commonly due to the lack of isoform-specific binding. Alternative targeting strategies are being used to reduce or eliminate the side effects of pore-blocking agents. Transgenic mouse models have proven useful in such studies, and subtype-selective inhibitors were developed. The zebrafish model system was also used to explore neurological, cardiovascular, and metabolic diseases caused by voltage-gated sodium channel dysfunction. Here, we delve into the growing literature on the structure and function of voltage-gated sodium channels, their role in epilepsy and its comorbidities, and the advancement in the use of zebrafish as a model system to explore these channels as therapeutic targets. Full article
(This article belongs to the Special Issue Zebrafish Models for Development and Disease—5th Edition)
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32 pages, 5623 KB  
Article
Motion Planning for Autonomous Driving in Unsignalized Intersections Using Combined Multi-Modal GNN Predictor and MPC Planner
by Ajitesh Gautam, Yuping He and Xianke Lin
Machines 2025, 13(9), 760; https://doi.org/10.3390/machines13090760 - 25 Aug 2025
Viewed by 240
Abstract
This article presents an interaction-aware motion planning framework that integrates a graph neural network (GNN) based multi-modal trajectory predictor with a model predictive control (MPC) based planner. Unlike past studies that predict a single future trajectory per agent, our algorithm outputs three distinct [...] Read more.
This article presents an interaction-aware motion planning framework that integrates a graph neural network (GNN) based multi-modal trajectory predictor with a model predictive control (MPC) based planner. Unlike past studies that predict a single future trajectory per agent, our algorithm outputs three distinct trajectories for each surrounding road user, capturing different interaction scenarios (e.g., yielding, non-yielding, and aggressive driving behaviors). We design a GNN-based predictor with bi-directional gated recurrent unit (Bi-GRU) encoders for agent histories, VectorNet-based lane encoding for map context, an interaction-aware attention mechanism, and multi-head decoders to predict trajectories for each mode. The MPC-based planner employs a bicycle model and solves a constrained optimal control problem using CasADi and IPOPT (Interior Point OPTimizer). All three predicted trajectories per agent are fed to the planner; the primary prediction is thus enforced as a hard safety constraint, while the alternative trajectories are treated as soft constraints via penalty slack variables. The designed motion planning algorithm is examined in real-world intersection scenarios from the INTERACTION dataset. Results show that the multi-modal trajectory predictor covers possible interaction outcomes, and the planner produces smoother and safer trajectories compared to a single-trajectory baseline. In high-conflict situations, the multi-modal trajectory predictor anticipates potential aggressive behaviors of other drivers, reducing harsh braking and maintaining safe distances. The innovative method by integrating the GNN-based multi-modal trajectory predictor with the MPC-based planner is the backbone of the effective motion planning algorithm for robust, safe, and comfortable autonomous driving in complex intersections. Full article
(This article belongs to the Special Issue Design and Application of Underwater Vehicles and Robots)
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20 pages, 1743 KB  
Article
Deep Reinforcement Learning Approaches the MILP Optimum of a Multi-Energy Optimization in Energy Communities
by Vinzent Vetter, Philipp Wohlgenannt, Peter Kepplinger and Elias Eder
Energies 2025, 18(17), 4489; https://doi.org/10.3390/en18174489 - 23 Aug 2025
Viewed by 389
Abstract
As energy systems transition toward high shares of variable renewable generation, local energy communities (ECs) are increasingly relevant for enabling demand-side flexibility and self-sufficiency. This shift is particularly evident in the residential sector, where the deployment of photovoltaic (PV) systems is rapidly growing. [...] Read more.
As energy systems transition toward high shares of variable renewable generation, local energy communities (ECs) are increasingly relevant for enabling demand-side flexibility and self-sufficiency. This shift is particularly evident in the residential sector, where the deployment of photovoltaic (PV) systems is rapidly growing. While mixed-integer linear programming (MILP) remains the standard for operational optimization and demand response in such systems, its computational burden limits scalability and responsiveness under real-time or uncertain conditions. Reinforcement learning (RL), by contrast, offers a model-free, adaptive alternative. However, its application to real-world energy system operation remains limited. This study explores the application of a Deep Q-Network (DQN) to a real residential EC, which has received limited attention in prior work. The system comprises three single-family homes sharing a centralized heating system with a thermal energy storage (TES), a PV installation, and a grid connection. We compare the performance of MILP and RL controllers across economic and environmental metrics. Relative to a reference scenario without TES, MILP and RL reduce energy costs by 10.06% and 8.78%, respectively, and both approaches yield lower total energy consumption and CO2-equivalent emissions. Notably, the trained RL agent achieves a near-optimal outcome while requiring only 22% of the MILP’s computation time. These results demonstrate that DQNs can offer a computationally efficient and practically viable alternative to MILP for real-time control in residential energy systems. Full article
(This article belongs to the Special Issue Smart Energy Management and Sustainable Urban Communities)
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22 pages, 1780 KB  
Article
Detoxification of Grape Pomace Contaminated with Ochratoxin A by Thermal–Pressure Treatment in Combination with Lactic Acid Bacteria Fermentation
by Ebenezer Aning-Dei, Jianmei Yu and Salam A. Ibrahim
Microorganisms 2025, 13(9), 1972; https://doi.org/10.3390/microorganisms13091972 - 23 Aug 2025
Viewed by 383
Abstract
Grape pomace (GP), a polyphenol-rich byproduct of winemaking, holds considerable health benefits and potential as an antibiotic alternative for livestock animals. However, its utilization is compromised by the contamination of mycotoxins produced by pathogenic molds (with ochratoxin A (OTA) being the most frequently [...] Read more.
Grape pomace (GP), a polyphenol-rich byproduct of winemaking, holds considerable health benefits and potential as an antibiotic alternative for livestock animals. However, its utilization is compromised by the contamination of mycotoxins produced by pathogenic molds (with ochratoxin A (OTA) being the most frequently detected), which pose hidden health risks to both livestock animals and human beings. This study evaluated the efficacy of thermal–pressure treatment (pressure cooking) with and without the addition of acidic and alkaline agents, and the combined thermal-pressure and fermentation with four lactic acid bacteria (LAB) strains, including Lactobacillus bulgaricus (LB6), Lacticaseibacillus paracasei (previously Lactobacillus paracasei) (BAA-52), Lactobacillus acidophilus, and Lactiplantibacillus plantarum (previously Lactobacillus plantarum), on reducing OTA and preserving polyphenols in GP. The study found that pressure cooking alone reduced OTA by approximately 33–35% in 30–45 min. The addition of citric acid (CA) or acetic acid (AA) enhanced OTA reduction to 46.9–55.2% and 51.7–54%, respectively, while preserving more polyphenols, notably anthocyanins. Conversely, pressure cooking with the addition of NaHCO3 facilitated greater OTA reductions (40.4–63%), but concomitantly resulted in substantial polyphenol loss, especially anthocyanins. Fermentation for 24 h with LAB following thermal–pressure treatment resulted in up to 97% OTA reduction for Lc. paracasei, L. acidophilus, and Lp. plantarum strains, which displayed similar high effectiveness in OTA reduction in GP. L. bulgaricus (LB6) was least effective (45%), even after 72 h of fermentation. These findings indicate that home-scale pressure cooking combined with lactic acid fermentation effectively detoxifies OTA-contaminated GP, thus enhancing its safety profile for consumption by livestock animals and humans, despite partial polyphenolic losses. Full article
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