Search Results (2,529)

The transition towards sustainable manufacturing necessitates complex optimization that integrates economic goals with environmental factors, such as energy consumption and greenhouse gas emissions. This research addresses the critical challenge of optimizing the Incoming Quality Control (IQC) policy for raw material batches. The primary objective is formulated as a multi-criteria control problem that jointly minimizes the weekly final product cost, carbon footprint, and energy consumption. To handle sequential decision making under uncertainty, we adopt a scalarized reinforcement learning (RL) reward that combines these objectives into a single value function and explores different trade-offs through alternative weight configurations. To effectively handle the uncertainty in incoming quality and the sequential decision making required for dynamic control, the optimization problem is modeled as a Bayesian Adaptive Markov Decision Process (BAMDP). To maintain computational tractability despite the continuous belief space inherent in the BAMDP formulation, we employ a Deep Q-Network (DQN) architecture acting as an approximate dynamic programming solver. The Bayesian framework represents model uncertainty explicitly, updates beliefs as new inspection evidence becomes available, and allows prior domain knowledge on supplier quality to be incorporated into the learning process. The BAMDP formulation is used to learn a set of adaptive inspection policies that adjust the IQC strategy over time to achieve conflicting goals: reducing inspection costs while maintaining standard quality, minimizing energy consumption, and lowering CO₂-equivalent emissions. The goal is to find robust policies that balance these trade-offs under different quality and demand conditions. This methodology aligns with the principles of Industry 5.0 by leveraging advanced artificial intelligence (AI) methods, such as reinforcement learning (RL), coupled with a stochastic simulation of the production system, based on a geometric/physical model of the component’s tolerance chains, to support decision-makers in designing and assessing sustainable IQC strategies. Comparative simulations on the case study, including a benchmark against ISO 2859-1 sampling plans, confirm that this dynamic and risk-aware optimization paradigm can reduce overall cost, energy use, and environmental impact across various quality conditions, while preserving outgoing quality. Full article

The ‘Jinyan’ kiwifruit is valued for its flavour and storability, but softens and decays rapidly after harvest. Controlled atmosphere (CA) storage offers an alternative to 1-methylcyclopropene (1-MCP), yet the CO₂ tolerance of this cultivar was unknown. The fruit was stored at 1 ± 0.5 °C under 5% O₂ with 1–4% CO₂, plus 1-MCP and air controls. A key finding is that ‘Jinyan’ is sensitive to low CO₂ in terms of firmness and SOD activity: 2% CO₂ induced abnormal softening and reduced SOD activity within 40 days, indicating a critical safe range between 2% and 3% CO₂. Targeting 3% CO₂ risks injury under typical commercial fluctuations (±0.5%). To provide a safety margin, we recommend 5% O₂ + 4% CO₂. This regime delayed losses of firmness, acidity and vitamin C (Vc), and reduced decay (by 43.7% at 200 days). First-order kinetics confirmed a 39.2% reduction in softening rate. For commercial application, we recommend a maximum storage period of 160 days, during which 4% CO₂ provides higher firmness (26.01 N), lower decay (6.67%) and better colour retention (h° = 106.44). Thus, 1 °C, 5% O₂ + 4% CO₂ is recommended as a safety buffer against low CO₂ injury. Full article

The prevalence of diabetes and heart failure rises sharply with age, and their coexistence amplifies cardiovascular and renal risk. Elderly patients display unique clinical and biological profiles characterised by frailty, multimorbidity, and pharmacodynamic variability that challenge conventional treatment strategies. Sodium–glucose co-transporter-2 inhibitors (SGLT2i) have emerged as a cornerstone of cardio–renal–metabolic protection, with the most consistent cardiovascular benefit being the reduction in heart failure hospitalisation, whereas effects on cardiovascular death and major adverse cardiovascular events vary according to baseline cardiovascular risk, heart failure phenotype, diabetic status, and trial design. However, real-world use among the elderly remains limited due to concerns about tolerability, polypharmacy, and cost. This review analyses the pharmacological rationale and evidence base for SGLT2i therapy in older adults, highlighting mechanisms beyond glucose control, quantitative data from pivotal trials, and practical issues for geriatric implementation. Full article

Increased atmospheric nitrogen (N) deposition and soil salinization commonly co-occur in subtropical economic forests, and responses to these stressors differ between sexes in dioecious plants. In this study, we explored soil chemical and stoichiometric responses of male and female Torreya grandis to N deposition under salt stress by adopting a two-factor completely randomized design. The two factors were (1) plant sex (2-year-old grafted male and female seedlings of T. grandis) and (2) environmental treatment (four nitrogen deposition levels: low, moderate, and high N combined with salt stress, as well as a control without salt addition). We then determined the rhizosphere C, N, P, Ca, K, and Mg concentrations and their stoichiometric ratios. The results showed that all indicators were significantly affected by sex, nitrogen treatment and their interaction (p < 0.0001). Males maintained significantly higher soil C and N levels than females across all treatments, with female soil N and C contents being 5.74–25.72% and 10.78–23.64% lower than those of males, respectively, and exhibiting far more stable stoichiometry. Moderate nitrogen deposition (SMN) increased male C:N, C:P and N:P ratios by 38.76%, 59.75% and 13.84%, distinctly lower than the 85.89%, 98.20% and 16.04% increments in females. In contrast, females had higher Mg content under all salt–nitrogen-combined treatments and greater stoichiometric plasticity, showing a 37.55% higher C:N ratio than males under low nitrogen addition (SLN). Moderate N relieved salt-induced nutrient limitation and alleviated salt-induced P immobilization, while excessive N (SHN) exacerbated stoichiometric imbalance: SHN elevated the N:P ratio by 109.73% in males and only 69.59% in females, narrowing the sexual difference in C:N ratio to 10.92% and triggering severe phosphorus limitation in male rhizosphere soil. Soil–leaf nutrient relationships and correlations differed greatly between sexes, indicating divergent nutrient adaptation strategies. Males adopted a Ca-dominated stress tolerance strategy, and females depended on Mg homeostasis for reproduction. This work provides a scientific basis for sex-specific nutrient regulation and sustainable cultivation of T. grandis under global change. Full article

Dry direct seeding (DDS) is a water-saving and high-efficiency rice cultivation system. However, drought stress during DDS severely constrains seedling establishment. This study used the conventional rice variety Zhonghua 11 (ZH11) and the drought-tolerant hybrid Hanyou 73 to investigate the effects of exogenous silicon (Si) on seed germination and seedling growth under drought stress, and to explore the underlying mechanisms of Si-enhanced drought tolerance. Drought stress was imposed using PEG-6000 simulation and pot experiments with different soil relative water contents (60%, 45%, 25%, and 10%). Si treatment significantly alleviated simulated drought inhibition of seed germination, increasing germination percentage and index, improving seedling growth in both varieties. Under simulated DDS conditions, Si significantly improved plant height, biomass, and root development, while maintaining higher net photosynthetic rate, stomatal conductance, intercellular CO₂ concentration, transpiration rate, and chlorophyll content. Meanwhile, Si reduced oxidative damage by promoting proline accumulation, enhancing peroxidase (POD) and catalase (CAT) activities in both leaves and roots, reducing malondialdehyde (MDA) accumulation, and upregulating the expression of key drought-responsive genes (SNAC1, DREB1A, SKIPa, P5CS2). Furthermore, Si upregulated the expression of genes involved in abscisic acid (ABA) (ABA1, ABA2, MHZ5, ABI3) and jasmonic acid (JA) (AOS2, AOS3, JAR1, JAR2, MYC2, COI1a) biosynthesis and signaling. Compared with the wild-type, the ABA signaling mutant abi3 and the JA signaling mutant myc2 exhibited significantly attenuated improvement of plant growth by Si treatment. Collectively, Si enhances antioxidant capacity and osmotic adjustment, maintains photosynthetic function, and is associated with the activation of ABA and JA signaling pathways, which together alleviate the inhibition of rice seedling establishment under DDS-associated drought stress. Our findings provide a theoretical basis for the application of Si fertilizer in DDS rice production. Full article

Sunflower (Helianthus annuus) can potentially be used for uranium (U) phytoremediation. However, the influence of arbuscular mycorrhizal fungi (AMF) on key rhizosphere processes and plant U uptake remains insufficiently researched. We hypothesized that AMF inoculation could enhance sunflower tolerance to U stress by improving plant physiological performance and modifying rhizosphere properties. To test this hypothesis, this study examined the effects of AMF (Funneliformis mosseae, Glomus etunicatum, and their co-inoculation) on sunflowers under U stress, encompassing plant growth and physiological traits, rhizosphere properties, enzyme activities in the rhizosphere soil, uranium speciation in the rhizosphere soil, and the accumulation and distribution of uranium within the plant. Results showed that AMF successfully colonized the roots, enhancing plant growth, biomass, and gas exchange, while improving photosynthetic efficiency and reducing non-photochemical quenching. In the rhizosphere, AMF elevated soil respiration, organic matter, dissolved organic carbon, and microbial biomass carbon; improved phosphatases, urease, catalase, and sucrase activities; also reshaped U speciation, increasing exchangeable and carbonate-bound fractions while decreasing those bound to organic matter, Fe/Mn oxides, and residual phases. Moreover, AMF reduced U concentration in leaves and stems, promoted U retention in belowground tissues, and significantly lowered the U translocation factor. These findings demonstrate that AMF inoculation improves sunflower tolerance to U stress by enhancing physiological performance, modifying rhizosphere properties, and immobilizing U in roots, supporting its potential use in phytoremediation strategies for U-contaminated environments. Full article

The development of sustainable and efficient plant growth substrates is crucial for modern agriculture. This study assessed the potential of plant pellets formulated from various lignocellulosic residues, either with or without bamboo biochar (BB-char) and arbuscular mycorrhizal fungi (AMF), to support seed germination and early seedling growth. Four types of residues, including coconut coir (CO), corn cob (CC), leaves from the genus Dipterocarpus (DL), and teak leaves (TL), were combined with soil and paper waste to produce eight pellet formulations, with commercial peat pellets serving as a control. Chemical analyses revealed significant variation among the pellet types, with pH values ranging from 6.40 to 7.65, electrical conductivity (EC) from 3.64 to 11.62 mS cm⁻¹, and differences in organic matter, carbon, and nutrient contents [nitrogen (N), phosphorus (P), potassium (K)], reflecting the influence of residue type and the addition of BB-char and AMF. Phytotoxicity screening using aqueous extracts demonstrated species-specific responses, with cucumber exhibiting high tolerance across treatments, whereas chili seeds were more sensitive. Final germination percentage (FGP) and seedling growth assays in greenhouse conditions showed that pellets derived from CC and CO, particularly when combined with BB-char and AMF (T6 and T7), enhanced shoot and root development in carrot, chili, cucumber, and tomato, approaching the performance of commercial peat pellets. In contrast, DL- and TL-based pellets resulted in lower germination and growth. These findings indicate that both the physicochemical properties of lignocellulosic wastes and the combination of BB-char and AMF are important factors influencing pellet efficacy, highlighting the potential of CC- and CO-based pellets as sustainable peat alternatives for early-stage plant cultivation. Full article

Soft robotics enables inherently safe, compliant interaction, yet integrating brain–computer interfaces (BCIs) remains hindered by a fundamental mismatch: BCIs typically output low-bandwidth, discrete commands, whereas soft robots possess high-dimensional, nonlinear dynamics. In this position paper, we argue that BCI–soft robot integration must move beyond direct decoder-to-actuator mapping. We propose a unified, application-oriented compatibility framework that structurally decouples hierarchical control and formally allocates authority between human neural input and local soft robotic autonomy. Crucially, we introduce verifiable, quantitative design principles that define integration as a matching problem across neural bandwidth, update frequency, latency tolerance, and control dimensionality. Through these testable hypotheses, we demonstrate that active, reactive, and passive BCIs serve distinct, complementary roles. We conclude that shared-control strategies—where the BCI provides high-level intent, target selection, or user-state feedback, while the soft robot manages low-level physical execution and interaction—offer the most practical pathway forward. We argue that future progress depends on the co-design of paradigm, decoding, control, and embodiment for neuro-adaptive and human-centred soft robotic systems. Full article

Melatonin is a molecule in plants with antioxidant activity, which plays a role in increasing plant tolerance to biotic and abiotic stresses. We studied the effect of exogenous melatonin (100 µM) application on the physiological and biochemical processes in pepper plants (Capsicum annuum L. cv. Espinosa F1), in combination with three levels of nitrate concentration in the nutrient solution (5, 12 and 30 mM NO₃⁻), and under optimum (26 °C) and heat stress (43 °C) conditions. The results showed that heat stress reduced fresh biomass and photosynthesis in all treatments, especially at 30 mM NO₃⁻, indicating greater heat sensitivity under excess nitrogen. However, melatonin partially mitigated these effects, fully restoring fresh weight at 5 mM NO₃⁻ and increasing net CO₂ assimilation rate (A_CO2) by 15.18% compared with the corresponding heat-stressed group without melatonin. Heat stress increased glucose accumulation by 80.8%, 113.4%, and 74.9% at 5, 12, and 30 mM NO₃⁻, respectively, whereas melatonin reduced this accumulation by 13.25%, 27.29%, and 38.47%. Spermidine increased under heat stress by 106.29%, 476.26%, and 348.96% at 5, 12, and 30 mM NO₃⁻, respectively. Melatonin modulated heat stress responses depending on nitrogen supply, suggesting its potential use to improve pepper tolerance under high-temperature conditions. Full article

Background: Therapeutic resistance following cyclin-dependent kinase 4/6 inhibitor (CDK4/6i) plus endocrine therapy (ET) represents a key unmet need in hormone receptor-positive, human epidermal growth factor receptor 2-negative (HR+/HER2−) metastatic breast cancer (mBC). Treatment paradigms have advanced from non-targeted options, such as fulvestrant monotherapy or everolimus-based combinations, to precision medicine strategies, including inhibitors of the PI3K/AKT pathway, oral selective estrogen receptor degraders (SERDs), and novel ER-modulating agents, often guided by biomarkers and molecular surveillance. Methods: This narrative review synthesizes evidence from randomized clinical trials, real-world studies, and biomarker-driven analyses published from 2010 to 2026, with emphasis on next-generation sequencing (NGS)-guided genomic profiling, targeted pathway therapies, and circulating tumor DNA (ctDNA)-based proactive interventions in the post-CDK4/6i setting. This review was conducted and reported in accordance with the SANRA recommendations for narrative reviews. Results: Early second-line standards, including fulvestrant and alpelisib for PIK3CA-mutated tumors, established the basis for biomarker-guided treatment in hormone receptor–positive, HER2-negative metastatic breast cancer. With the widespread use of CDK4/6 inhibitors in the first-line setting, the optimal post-progression strategy has shifted toward molecularly selected combination approaches rather than single-agent endocrine therapy, as endocrine monotherapy has shown limited efficacy in acquired resistance. Multiple randomized studies have demonstrated that adding targeted agents to endocrine therapy improves progression-free survival compared with hormonal therapy alone, supporting combination regimens as the preferred strategy after CDK4/6 inhibitor progression, except in carefully selected patients with low disease burden, indolent biology, or frailty where tolerability is a major concern. Precision-based trials have further refined this approach. Elacestrant improved progression-free survival in ESR1-mutated disease in the EMERALD trial, capivasertib plus fulvestrant demonstrated significant benefit in tumors harboring AKT/PIK3CA/PTEN pathway alterations in CAPItello-291, and inavolisib plus palbociclib and fulvestrant achieved both progression-free and overall survival improvement in PIK3CA-mutated patients with early relapse in INAVO120. Real-world analyses further support the effectiveness of these biomarker-directed strategies across diverse clinical subgroups. Comprehensive genomic profiling has identified multiple resistance mechanisms, including ESR1 mutations, PI3K/AKT/mTOR pathway activation, RB1 loss, and FGFR alterations, which may co-occur and reduce sensitivity to endocrine monotherapy. While ESR1 and PI3K pathway alterations now guide approved therapies, FGFR alterations remain investigational targets, with ongoing trials evaluating selective FGFR inhibitors. Proactive switching approaches evaluated in SERENA-6 and PADA-1 demonstrate that serial circulating tumor DNA (ctDNA) monitoring can detect emergent ESR1 mutations before radiographic progression, providing a clinically actionable lead time for early therapeutic modification and extending endocrine-based disease control by approximately 5 to 7 months. Conclusions: Post-CDK4/6i management increasingly relies on NGS-guided precision approaches, integrating pathway-specific therapies and ctDNA surveillance to tailor sequencing based on resistance profiles, prior ET response, and tumor heterogeneity. Future investigations into novel ER degraders and multi-targeted combinations hold potential to further optimize algorithms, extend non-chemotherapy options, and enhance survival in HR+/HER2− mBC. Full article

Industrial hemp (Cannabis sativa L.) has emerged as a sustainable source of bioactive compounds, with increasing interest in cosmeceutical applications for acne management. This systematic review synthesises evidence on cannabinoid-containing hemp extracts, particularly cannabidiol (CBD), with emphasis on anti-inflammatory and sebostatic mechanisms, alongside formulation considerations and supply-chain sustainability. Reporting followed PRISMA 2020 guidelines and encompassed preclinical and clinical evidence relevant to acne-associated outcomes. The review protocol was registered prospectively with PROSPERO (CRD420251272093). Across cell-based, ex vivo and early clinical studies, CBD modulated key inflammatory mediators, including TNF-α, IL-1β, IL-6 and IL-8; normalised sebocyte activity and attenuated Cutibacterium acnes (Propionibacterium acnes)-induced inflammatory signalling. Preliminary clinical observations indicate reductions in lesion counts and erythema, with generally favourable short-term tolerability; however, interpretation is limited by small sample sizes, predominantly non-randomised designs, heterogeneous formulations and frequent co-formulation with additional active ingredients. Evidence supporting direct antimicrobial efficacy and durable clinical benefit remains limited. Lipid-rich hemp seed-derived products were considered only in a contextual capacity for barrier-supportive and nutritional properties and were excluded from efficacy synthesis unless cannabinoid content was verified. Sustainability analyses highlight hemp’s low water requirements, carbon sequestration potential and relevance to Sustainable Development Goal 3 (SDG 3: Good Health and Well-Being) and Sustainable Development Goal 12 (SDG 12: Responsible Consumption and Production), supporting its role in environmentally responsible cosmeceutical development. Overall, CBD-containing hemp extracts show biologically plausible and clinically promising adjunctive potential for mild-to-moderate inflammatory acne, but current evidence remains preliminary. This review highlights the need for methodologically rigorous and transparent clinical studies, standardised formulations, validated outcome measures and the integration of sustainability metrics to strengthen evidence synthesis, clarify clinical relevance and guide responsible cosmeceutical development. Full article

Co-contamination with dibenzofuran (DBF) and cadmium (Cd(II)) poses a major challenge in environmental remediation. While Burkholderia sp. can degrade polycyclic aromatic hydrocarbons and tolerate heavy metals, the coordinated mechanism governing DBF degradation under high Cd(II) stress remains elusive. Here, we characterize Burkholderia sp. FM-2, which optimally degrades 600 mg/L DBF at pH 6.0 and 25 °C, achieving 91.8% removal within 48 h. FM-2 exhibits exceptional Cd(II) tolerance, with a minimum inhibitory concentration of 2000 mg/L. UPLC-MS/MS confirms DBF degradation via dioxygenase-mediated hydroxylation and sequential enzymatic reactions. Transcriptomics reveals, for the first time, concurrent upregulation of genes encoding RND efflux pumps, ABC transporters, P-type ATPases, and core DBF-degrading enzymes under high Cd(II) stress, enabling the synergistic maintenance of intracellular Cd(II) homeostasis and efficient DBF degradation. Collectively, FM-2 remediates DBF-Cd(II) co-contamination via coordinated transcriptional regulation of degradation and detoxification pathways, offering a promising strain resource and molecular basis for the bioremediation of co-contaminated environments. Full article

Sodium caseinate (SC)-stabilized emulsions are highly susceptible to flocculation and phase separation near the protein isoelectric point (pI), limiting their application in acidified food systems. In this study, high acyl gellan gum (HA) was introduced to construct pH-responsive protein–polysaccharide complexes to modulate the interfacial assembly and stability of SC emulsions. Results demonstrated that HA interacts with SC primarily through electrostatic attraction and multi-site hydrogen bonding. This interaction induces protein conformational rearrangement and, as evidenced by combined structural and computational analyses, facilitates the assembly of a denser, interconnected composite network. The formation of HA–SC complexes significantly enhanced interfacial adsorption, reduced oil–water interfacial tension. Rheological and microrheological analyses revealed the composite system formed an elasticity-dominated weak gel network, restricting droplet mobility and suppressing aggregation. Consequently, HA–SC emulsions exhibited markedly improved pH tolerance and physical stability compared to SC-only emulsions, particularly near the pI, evidenced by reduced droplet size, lower Turbiscan stability indices, and more homogeneous microstructures. Crucially, utilizing a well-defined mechanistic model of fixed HA and SC concentrations, this study quantitatively links molecular interactions, interfacial network reconstruction, and macroscopic emulsion stability across a broad pH continuum. Rank-correlation analysis of pH-resolved descriptors shows the molecular charge state co-varies monotonically with the interfacial network and macroscopic stability, and is inversely coupled to droplet mobility. These findings provide new insights into protein–polysaccharide interfacial engineering, establishing the essential physical-stability foundation for the future rational design of acid-tolerant food emulsions and functional delivery systems. Full article

In this study, the stability, electronic, structural, and fracture toughness, and mechanical properties of the Half-Heusler(HH) alloys MnCoSb, MnCoAs, MnCoP, and MnNiSb were comprehensively investigated using first-principles calculations based on density functional theory (DFT). The calculated results reveal that all four alloys exhibit half-metallic characteristics, characterized by the presence of a substantial band gap in the spin-down channel. The phonon spectra and negative formation energies confirm that these alloys possess both dynamic and thermodynamic stability. The Born criteria further validate the structural stability in terms of mechanical properties. Three-dimensional representations of the Young’s modulus, bulk modulus, and shear modulus for the four alloys indicate that MnCoP exhibits the most pronounced anisotropy. The overall fracture toughness of the alloys ranges from 1.58 MPa·m^1/2 to 2.63 MPa·m^1/2, which falls within the typical range for half-metallic materials, albeit at the lower end, attributable to the relatively ductile nature of the four alloys. Although the two methods yield different absolute values, the explicit crack model (Method I) is considered more reliable for anisotropic systems because it directly simulates crack propagation and accounts for local relaxations, while the empirical formula (Method II) provides a useful reference for high-throughput screening. Among the alloys, MnCoSb demonstrates a superior mechanical performance, with K_IC values of 2.63 MPa·m^1/2 and 1.58 MPa·m^1/2 and brittleness indices M of 8.97 and 14.94, indicating excellent damage tolerance compared to the other three alloys. In contrast, MnCoP exhibits higher brittleness and lower mechanical reliability, with K_IC values of 2.00 MPa·m^1/2 and 1.63 MPa·m^1/2 and higher M values of 13.83 and 16.99. This study provides quantitative predictions of fracture toughness and establishes a relationship between microscopic and mechanical properties. These findings offer a theoretical foundation for the application of damage-tolerant HH alloys in fields such as spintronics and magnetism. Full article

We conducted experiments to assess the importance of the effects of interactions between individuals of co-occurring species, the Common Gudgeon Gobio gobio, native to Europe, and the invasive Monkey Goby Neogobius fluviatilis. We examined the influence of the size of the competitor and the temperature of the water on competition for food between these two species. To investigate whether this food competition is dependent on the size of invasive competitors, we used three size classes of the invasive N. fluviatilis and a single size class of the native G. gobio in a tank-based experiment. To reflect the possible impact of temperature, we used two different water temperatures: 16 °C preferred by the G. gobio and 22 °C preferred by the N. fluviatilis. Based on the number of prey consumed, time to start feeding, and the total time spent hunting prey, we provided direct confirmation that the invasive N. fluviatilis in Europe is the superior competitor for food at both tested temperatures, eating twice as much prey, feeding 2–4 times faster, and spending up to three times more time on hunting. Food competition was size-dependent: the greater threat for native species is invasive fish, which are smaller or similar to them in size. Warmer temperatures (22 °C) gave more than twice as much advantage to the invaders under all tested feeding parameters. Therefore, we concluded that populations of invasive N. fluviatilis present a serious threat to native European benthic fish species (i.e., G. gobio). Increasing temperatures, better tolerated by invasive species, compound this problem. Full article