Search Results (52,516)

Hami melon is a widely consumed fruit worldwide, and its sweetness, characterized by soluble solids content (SSC), is a key indicator of fruit quality and commercial value. In this study, hyperspectral imaging combined with machine learning was systematically applied to develop non-destructive models for SSC prediction in multiple Hami melon varieties. Four varieties, namely ‘Xizhoumi’, ‘Jiashigua’, ‘Jinfenghuang’, and ‘Heimeimao’, with a total of 160 samples, were used as the test materials. Hyperspectral images were collected, and SSC was measured at two pulp positions for each sample (denoted as BRIX1 and BRIX2). After applying preprocessing methods including Standard Normal Variate (SNV) transformation and Savitzky–Golay smoothing, five machine learning models were compared: XGBoost, LightGBM, Random Forest (RF), Support Vector Regression (SVR), and Partial Least Squares Regression (PLSR). Furthermore, an ensemble modeling strategy based on residual predictive deviation (RPD) weighting from the validation set was proposed. The results show that all models could effectively predict SSC, with the ensemble model achieving the best performance: the coefficients of determination (R²) for BRIX1 and BRIX2 were 0.848 and 0.833, the root mean square errors (RMSEs) were 0.992 and 0.899, the Mean Absolute Percentage Errors (MAPEs) were 6.90% and 6.76%, and the RPD values were 2.57 and 2.45, respectively, demonstrating its strong quantitative analysis capability. This performance benefited from three core optimized designs adopted in this study: (1) a multi-cultivar experimental design that verified the stable correlation between sugar-related spectral features and internal SSC across different Hami melon varieties; (2) an RPD-weighted ensemble modeling strategy that balanced the fitting ability and generalization performance of linear and nonlinear models; and (3) a dual-position SSC measurement design that validated the robustness of the model for SSC prediction at different spatial positions in the pulp. This study confirms the feasibility of hyperspectral imaging technology for non-destructive SSC detection in the four tested Hami melon varieties under laboratory-controlled conditions. The proposed ensemble model achieved a marginal but stable improvement in overall prediction accuracy across the tested varieties compared with the optimal single model, providing a preliminary methodological reference and data support for the development of cross-cultivar non-destructive SSC detection models for Hami melon. Full article

Background: The therapeutic efficiency of cefquinome is currently limited by the low solubility and short half-life of its commercial sulfate form (SCFQ). This study aimed to improve these properties by preparing a novel crystalline cefquinome free acid (CFQ) via a reverse anti-solvent crystallization method. Methods: The optimal crystallization conditions were determined through a single factor test. And the product was characterized using X-ray powder diffraction, Fourier transform infrared spectroscopy, and scanning electron microscopy. Meanwhile, in vitro and in vivo pharmaceutical evaluation were conducted. Results: CFQ was sucessfully obtained and the optimal crystallization conditions were determined. Comparative in vitro studies showed that CFQ exhibited improved water solubility and dissolution rates compared to SCFQ. In vivo pharmacokinetic evaluations in chickens demonstrated that CFQ significantly prolonged the elimination half-life and increased the area under the concentration-time curve, achieving a relative bioavailability of 139.92%. Conclusions: The novel CFQ crystal effectively overcomes the crystallization difficulties of cefquinome and offers a promising alternative formulation with enhanced bioavailability and sustained drug action. Full article

To continuously improve the efficiency of the construction project delivery process, various innovative methods and technologies have been developed and adopted in the past decades. Among these methods, modular construction has become a popular option due to its short on-site installation time generated by off-site prefabrication. However, the process of modular construction requires a highly integrated system to accurately connect multiple phases, including material packaging, transportation logistics, locating and tracking, and on-site installation. Accordingly, this process typically poses a significant challenge for contractors to efficiently manage the materials needed for daily tasks. This paper introduces a construction material management system that integrates every phase from off-site packaging to on-site installation. The integrated system was developed based on Logistic Chain and Building Information Modeling (BIM) using a three-layer framework, namely material packaging, inventory management, and material locating and tracking. The new system utilizes recent innovative technologies for transparent consolidation and highly efficient operation of off-site inventory management and on-site visualization. The developed system was further examined in a real-world case study project. The material handling time was then analyzed and compared with benchmark data without using the integrated system. The results indicated that the newly developed system was able to effectively reduce the time of locating materials and the rate of missing materials during on-site installation. In addition, this case study project added value to the verification of the broader system’s capabilities for inventorying, tracking, and visualizing construction materials. The findings of this project provide valuable knowledge and insight into improving construction efficiency through an integrated material management system. Future research is needed to expand the applicability of multiple framework designs and assess the cost–benefit analysis for production-scale and commercial use. Full article

Background/Objectives:Assessing trace-element status is fundamental for maintaining health across species. However, serum primarily reflects acute physiological variability rather than chronic exposure. Thus, we investigate the cornea as a possible stable, practical alternative for assessing chronic copper and iron accumulation in rabbit’s cornea. Methods: A group of laboratory rabbits was housed under standardized husbandry conditions with comparable environmental and dietary backgrounds for trace-element intake. After completion of the experimental phase, corneal tissues were collected and subjected to quantitative elemental analysis using validated spectrometric procedures. In parallel, the structural integrity of the cornea was evaluated with standard histological techniques to determine whether elevated trace-element levels were associated with detectable morphological alterations. Results: Copper and iron concentrations showed approximately normal distributions, with mean values of 0.93 ± 0.46 μg/g and 0.78 ± 0.32 μg/g. All elemental concentrations were calculated relative to the original (native) wet tissue weight. Several samples exhibited elevated levels of both elements. Importantly, even in the samples with the highest copper and iron concentrations, no histological abnormalities were observed. Epithelial layers were intact, stromal collagen was well organized, and no inflammation or edema was observed. Conclusions: Overall, the cornea contained measurable copper and iron levels, and higher concentrations were not associated with morphological disruption under the trace-element conditions studied. Because ocular tissues are not used in food processing and can be collected in a standardized way during slaughter, the cornea offers a practical matrix for post-mortem monitoring of trace-element load in commercial animal production. Full article

The analytical surveillance of sulfite species (SO₃²⁻, SO₂ and HSO₃⁻) is critical for food safety due to their roles as preservatives and potent allergens. Despite stringent regulations, conventional methods like Monier-Williams distillation remain limited by labor-intensive protocols and matrix interferences. This review elucidates the chemical mechanisms of sulfites in food matrices and critically evaluates recent advancements in electrochemical sensing. A primary focus is placed on delineating physicochemical bottlenecks, such as electrode fouling and cross-reactivity from polyphenols and organic acids, which hinder commercialization. We analyze the strategic integration of nanostructured interfaces—including bimetallic nanoparticles, carbon-based hybrids (rGO/PPy), and nanozymes—to reduce oxidation overpotentials and enhance sensitivity below regulatory thresholds. Furthermore, the transition from laboratory prototypes to decentralized, field-deployable platforms using screen-printed electrodes (SPEs) and smartphone-based potentiostats is explored. By synthesizing technical innovations with “green” analytical principles, this work provides a roadmap for real-time quality control in the food industry, bridging the gap between fundamental electrochemistry and industrial scalability. Full article

Regenerative agriculture approaches in livestock production may help produce animal protein that aligns with increasingly demanding sustainability criteria. This study compared commercially sourced beef from regenerative farming systems (RFS; n = 10; Longissimus lumborum, n = 5; Splenius capitis, n = 5) and intensive systems (IS; n = 6; Longissimus lumborum, n = 3; Splenius capitis, n = 3), evaluating the effects of production system (PS), muscle type (MT), and their interaction (MT × PS) on nutritional traits. IS chuck had higher polyunsaturated fatty acids (PUFA) and n-6 PUFA family (n-6 PUFA) contents (p < 0.05; 10.24 and 9.15 g fatty acids (FA)/100 g total FA, respectively), driven by C18:2 cis-9, trans-11, C20:4 n-6, and C18:2 n-6 contents. Consequently, IS chuck had a higher polyunsaturated FA and saturated FA ratio (P/S), peroxidability index (PI), n-6 PUFA family and n-3 PUFA family ratio (n-6/n-3), and hypocholesterolemic/hypercholesterolemic ratio (h/H) values (p < 0.05; 0.13, 23.87, 9.33 and 0.32, respectively). By comparison, RFS chuck had the highest n-3 PUFA content (p < 0.05; 1.28 g FA/100 g total FA), primarily due to its higher C18:3 n-3 content, resulting in a lower n-6/n-3 ratio (3.95). RFS meat showed higher vitamin E and α-tocopherol (0.58 and 0.56 mg/100 g of meat, respectively), exceeding the ≥0.30 mg/100 g threshold proposed to limit lipid oxidation, unlike IS meat. Full article

Hyperspectral imagery provides detailed insights for vineyard vegetation assessment, enabling improved pesticide management within precision agriculture. For this reason, the dataset presented here includes hyperspectral images acquired from grapevine leaves treated with two copper-based formulations: ZZ Cuprocol (containing 70% w/v copper oxychloride) and Cuprantol Duo (composed of 14% w/w copper oxychloride and 14% w/w copper hydroxide). In addition, a commonly used contact pesticide in both intensive and traditional viticulture, Folpet—free of copper but containing sulfur and chlorine—was also evaluated in its commercial formulation Vitipec Azul (Cimoxanil 6% w/w, Folpet 37.5% w/w, Ascenza, Portugal). For each product, six different dilution levels were prepared along with a distilled water control. Leaf samples were collected and analyzed during the 2023 growing season from three shoot locations (basal, middle, and apical) and from both orientations of the vine canopy: east and west. Following pesticide treatment, leaf hyperspectral images were captured using a 300-band Pika L camera (Resonon, Bozeman, MT, USA), mounted on a mechanical scanning platform synchronized with the imaging system. Full article

The transition from Sanger to next-generation sequencing (NGS) for HIV-1 drug resistance testing offers enhanced sensitivity but also introduces bioinformatic variability. This study evaluated four strategies: the commercial Exatype platform, the academic Stanford HIVdb-NGS, the open-source Quasitools (HyDRA) suite, and a custom de novo assembly workflow, iLunaR. Using 85 clinical HIV-1 pol MiSeq sequencing datasets, concordance was assessed at a 2% mutation detection threshold. A majority consensus standard defined true presence if a mutation was detected by at least three pipelines and supported by Sanger sequencing. While the datasets were successfully processed by all pipelines, discordances emerged in detecting low-abundance mutations and a specific case of structural mutation. iLunaR achieved perfect agreement (Cohen’s kappa = 1.000; 95% CI: 1.000–1.000). Quasitools demonstrated the lowest agreement (Cohen’s kappa = 0.901; 95% CI: 0.807–0.995) due to consistent reporting of mutations at lower abundance levels and aligner-induced reference bias misclassifying a deletion as a point mutation. Exatype (Cohen’s kappa = 0.951; 95% CI: 0.884–1.000) and Stanford (Cohen’s kappa = 0.926; 95% CI: 0.846–1.000) exhibited specific failures, including an omitted integrase mutation and codon translation errors, respectively. These findings confirm that bioinformatic algorithm choice remains a critical clinical variable despite NGS advancements in HIV-1 drug resistance testing. Full article

In this study, 10 popular commercial oat milk samples were analyzed for sensory quality and flavor chemistry using the Ideal Profile Method (IPM), electronic nose (E-nose), and gas chromatography-mass spectrometry (GC-MS). Based on consumer cognitive mapping of ideal products, samples were classified into “Ideal-like” and “Ideal-exceeding” categories. Ideal-like products exhibited light white appearance, pronounced oatiness, moderate sweetness and burntness, and low graininess, presenting a balanced flavor profile, whereas Ideal-exceeding samples surpassed consumer expectations in sweetness or graininess intensity, delivering stronger sensory stimulation. Furthermore, sensory differentiation among categories primarily stemmed from synergistic effects of lipid oxidation levels (e.g., 3,5-octadien-2-one) and physical stability (fiber and protein content affecting particle size distribution). This classification framework reveals that ideal sensory quality can be achieved through diverse physicochemical pathways in commercial oat milk, providing theoretical guidance for product formulation optimization and quality standardization. Full article

Background: Genetic stability of live-attenuated infectious laryngotracheitis virus (ILTV) vaccines is essential for consistent efficacy and safety; however, marker-based assessments targeting partial genes are often insufficient given the virus’s large, structurally complex genome. The ILTV genome contains long internal inverted repeats (IRs) that can give rise to genomic isomers, complicating short-read assembly and accurate resolution of genome structure. Methods: To overcome these limitations, we used a hybrid whole-genome sequencing (WGS) strategy, combining Oxford Nanopore Technologies (ONT) long reads to improve assembly contiguity with Illumina short reads for high-accuracy polishing at the single-nucleotide level. Using this approach, we generated complete de novo genome assemblies for the commercial Serva and Salsbury #146 vaccine strains. Results: The assemblies showed high sequence concordance with targeted regions validated by Sanger sequencing. Whole-genome analysis further enabled detection and independent validation of a structural inversion in the unique short (US) region of the Salsbury strain, consistent with herpesvirus genome isomerization. To enable phylogenetic inference despite structural variability, we performed a pangenome-based analysis to define a conserved core-genome dataset that robustly resolved vaccine-associated lineages, separating Serva- and Salsbury-derived strains. Conclusions: Collectively, these findings show that a hybrid WGS workflow can generate high-confidence genome assemblies for the specific commercial ILTV vaccine vials analyzed and can support QC-relevant detection of major structural variations. Because this study is cross-sectional (two strains; single lot/vial per strain), it cannot distinguish potential biological lot-to-lot variation from methodological differences, and a comprehensive genetic stability evaluation will require applying this workflow across defined passage levels and/or multiple production lots. Full article

Proiphys amboinensis has considerable potential as a commercial ornamental plant due to its attractive foliage, distinctive flowers, and long flowering period. This study established an in vitro micropropagation protocol and evaluated the genetic fidelity of regenerated bulblets using Inter Simple Sequence Repeat (ISSR) markers and flow cytometry. Twin-scale explants were cultured on Murashige and Skoog (MS) medium supplemented with 0, 0.5, 1.0, and 2.0 mg/L N⁶-benzyladenine (BA) for 12 weeks. Bulblet formation efficiency ranged from 60.00 ± 16.33% to 70.00 ± 11.55%, with no significant differences among treatments. A significant increase in bulblet number was observed at 1.0 mg/L BA compared with the control and 0.5 mg/L BA; however, bulblet fresh weight did not differ significantly among these treatments. Sucrose concentrations (30–90 g/L) had no significant effects on bulblet weight and diameter. Root induction was evaluated using indole-3-butyric acid (IBA) and α-naphthaleneacetic acid (NAA) at concentrations of 0–1.0 mg/L, with 0.5 mg/L IBA identified as the optimal treatment. Following acclimatization, regenerated bulblets exhibited high survival rates (90–100%). ISSR and flow cytometric analyses revealed no detectable genetic variation, with a consistent genome size between regenerated bulblets and the mother plants, indicating high genetic uniformity. The protocol provides a micropropagation system for P. amboinensis with high genetic fidelity, supporting its commercial and research potential. Full article

Background/Objectives: Multiple sclerosis (MS) imposes a substantial clinical, humanistic, and economic burden, and current disease-modifying therapies require lifelong administration without restoring immune tolerance. IMMUTOL, a tolerogenic gene therapy under development within an EU-funded programme, aims to induce durable remission. Methods: This study assessed the early financial feasibility of IMMUTOL using a structured risk-adjusted net present value (rNPV) model, incorporating development and operating costs, probabilities of clinical and regulatory success, manufacturing expenditure, market dynamics, and revenue projections. Uncertainty was examined through one-way, probabilistic, and scenario analyses. Results: Under base-case assumptions, IMMUTOL generated a deterministic rNPV of −$223.8 million with an internal rate of return of 3.4%. Probabilistic analysis yielded a mean rNPV of −$99.4 million and a mean internal rate of return of 10.5%, with 70.2% of simulations producing negative values. Only scenarios combining higher treatment prices with lower manufacturing costs produced consistently positive rNPVs; a price of $1.5 million with a $200,000 production cost resulted in an rNPV of $711.2 million and an internal rate of return of 20.7%. Neither increased market size, reduced time to approval, nor modest cost reductions altered the conclusion. Conclusions: These findings emphasise a structural gap between value-based pricing and the pricing required for commercial viability. Without external support or reductions in cost structures, commercial development may be economically unattractive. Full article

Lateral buckling is the governing failure mode affecting the strength of cold-formed steel purlins. In industrial roofing systems, these purlins are frequently restrained by two or three anti-sag bars within their spans. Previous research by the authors indicated that under wind suction, the buckling behaviour of purlins with multiple anti-sag bars differs significantly from those with fewer restraints, primarily due to the semi-rigid nature of the bracing. This paper investigates the lateral buckling of C-section purlins with two or three anti-sag bars, explicitly accounting for lateral restraints provided by both the roof sheeting and the bars. Simplified analytical solutions are derived to facilitate practical design. Notably, a novel parameter is introduced to identify the controlling buckling mode, which significantly simplifies the calculation procedure. The proposed solutions show excellent agreement with results obtained from both commercial and custom-developed finite element codes. Full article

Mycoplasma hyopneumoniae (Mhyo) and porcine circovirus type 2 (PCV2) infections cause enormous economic losses in the swine production sector. Vaccination remains the most effective strategy against the complex clinical entities caused by these pathogens. While effective vaccines against PCV2 are available, immunisation against Mhyo continues to be challenging. In parallel, intradermal (ID) vaccination can optimise time and costs while providing faster and user-safe administration. This study compares the safety and efficacy of commercial porcine vaccines against Mhyo and PCV2, including intramuscular (IM) and ID ones: (1) ID recombinant Mhyo-PCV2, (2) ID recombinant PCV2 + ID inactivated Mhyo, (3) IM bivalent inactivated Mhyo and recombinant PCV2, (4) IM bivalent inactivated Mhyo and inactivated chimeric PCV1-PCV2 and (5) IM inactivated Mhyo + IM inactivated PCV2. Safety, evaluated through clinical signs, adverse effects, local reactions, and average daily weight gain, has been confirmed for all vaccines. Following challenge with both pathogens, all products reduced PCV2 viremia and faecal shedding, proving efficacy against PCV2 infection. In contrast, only the ID recombinant Mhyo-PCV2 and the IM inactivated Mhyo + IM inactivated PCV2 vaccines, significantly reduced lung lesions related to Mhyo infection, indicating a better protection compared to the other vaccines. Full article

The vitality dynamics of historic urban areas under high tourism pressure and their underlying mechanisms remain not fully understood, posing a challenge to sustaining their uniqueness against homogenized redevelopment. To explore this issue, this study utilises human mobility data and an XGBoost-SHAP model to examine the spatio-temporal dynamics of block-level vitality and to uncover the nonlinear effects of built environment factors in Shenyang, China. The results indicate that: (1) Diverging from the commuting patterns of general urban areas, the vitality of historic urban areas presents unique spatio-temporal shifts, transitioning from commercial centers on weekdays to a commercial-cultural mix during holidays. (2) The determinants of vitality vary temporally, shifting from accessibility-oriented (subway) on weekdays to heritage-oriented (state historic sites) during holidays. (3) By applying the ‘Three-Factor Theory’ from satisfaction research to decode nonlinear effects, the study classifies factors into Performance (functional density), Basic (proximity to water bodies), and Excitement (distance to subway and state historic sites). The findings guide urban renewal to prioritize systemic and sustainable vitality across the historic urban areas rather than maximizing vitality in specific locations. Full article