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23 pages, 45263 KiB  
Article
Isorhamnetin Ameliorates Non-Esterified Fatty Acid-Induced Apoptosis, Lipid Accumulation, and Oxidative Stress in Bovine Endometrial Epithelial Cells via Inhibiting the MAPK Signaling Pathway
by Haimiao Lv, Lijuan Liu, Wenna Zou, Ying Yang, Yuan Li, Shengji Yang, Aixin Liang and Liguo Yang
Antioxidants 2025, 14(2), 156; https://doi.org/10.3390/antiox14020156 (registering DOI) - 28 Jan 2025
Abstract
High concentrations of non-esterified fatty acids (NEFAs) in the blood contribute to various metabolic disorders and are linked to endometritis in dairy cows. Isorhamnetin (ISO), a flavonoid found in many plants, is known for its antioxidant, anti-inflammatory, and anti-obesity properties. This study systematically [...] Read more.
High concentrations of non-esterified fatty acids (NEFAs) in the blood contribute to various metabolic disorders and are linked to endometritis in dairy cows. Isorhamnetin (ISO), a flavonoid found in many plants, is known for its antioxidant, anti-inflammatory, and anti-obesity properties. This study systematically assessed NEFA-induced damage in bovine endometrial epithelial cells (bEECs) and investigated whether ISO alleviates NEFA-induced cell damage and its underlying molecular mechanisms. Our observations revealed that excessive NEFA inhibited proliferation and induced apoptosis in bEECs, accompanied by an increase in the expression of BAX and cleaved caspase-3. We further observed that NEFA could induce lipid accumulation, reactive oxygen species (ROS) generation, and the release of pro-inflammatory factors IL-1β, IL-6, and TNF-α in bEECs. RNA sequencing and Western blot analysis revealed that NEFA induced damage in bEECs by activating MAPK signaling pathway. Notably, ISO treatment ameliorated these effects induced by NEFA, as evidenced by decreased protein levels of BAX, cleaved caspase-3, and PPAR-γ, along with reductions in triglyceride content, ROS generation, and levels of IL-1β, IL-6, and TNF-α. Mechanistically, our experimental results demonstrated that ISO inhibited NEFA-induced activation of MAPK signaling. Overall, ISO shows promise for therapeutic development to address NEFA-related endometritis in dairy cows. Full article
(This article belongs to the Topic Recent Advances in Veterinary Pharmacology and Toxicology)
24 pages, 1119 KiB  
Review
From Evidence to Practice: A Narrative Framework for Integrating the Mediterranean Diet into Inflammatory Bowel Disease Management
by Riya Gautam Naik, Sarah A. Purcell, Stephanie L. Gold, Victoria Christiansen, Leah D. D’Aloisio, Maitreyi Raman and Natasha Haskey
Nutrients 2025, 17(3), 470; https://doi.org/10.3390/nu17030470 (registering DOI) - 28 Jan 2025
Abstract
Emerging evidence underscores the pivotal role of diet in preventing and managing inflammatory bowel disease (IBD). As our comprehension of the microbiome’s role in IBD expands, dietary modifications are increasingly recognized as potential adjuncts or primary therapeutic strategies. Key components of the Mediterranean [...] Read more.
Emerging evidence underscores the pivotal role of diet in preventing and managing inflammatory bowel disease (IBD). As our comprehension of the microbiome’s role in IBD expands, dietary modifications are increasingly recognized as potential adjuncts or primary therapeutic strategies. Key components of the Mediterranean diet (MD)—including microbiota-accessible carbohydrates, omega-3 fatty acids, polyphenols, and antioxidants—have demonstrated promise in enhancing gut microbiota diversity and reducing intestinal inflammation, making it a practical approach for managing IBD. Moreover, the MD offers additional benefits considering the rising prevalence of comorbid chronic inflammatory conditions such as diabetes, cardiovascular disease, and obesity in IBD patients. The purpose of this narrative review was to provide an overview of the feasibility and clinical outcomes of the MD and offer evidence-based guidance for researchers and practitioners on how to adapt the MD to patients with IBD. According to several cross-sectional and interventional studies, the MD is feasible for patients with IBD and confers several benefits, such as reduced inflammation, improved disease activity, and enhanced quality of life, with a strong adherence rate and minimal adverse effects. To facilitate knowledge translation, we provide a practical framework for integrating the MD as a nutritional therapy for IBD, including specific recommendations and messaging that researchers, practitioners, and patients can use. By synthesizing current evidence and offering actionable insights, the aim is to facilitate the integration of the MD into IBD management, with the potential to improve patient outcomes. Full article
(This article belongs to the Special Issue The Role of Healthy Eating and Physical Activity in Longevity)
11 pages, 25407 KiB  
Article
A First-Principles Calculation Study of the Catalytic Properties of Two-Dimensional Bismuthene Materials for Carbon Dioxide Reduction
by Chang-Tian Wang, Qinchi Yue, Changhao Wang, Yuanji Xu and Chang Zhou
Materials 2025, 18(3), 594; https://doi.org/10.3390/ma18030594 (registering DOI) - 28 Jan 2025
Abstract
The electrochemical reduction of carbon dioxide (CO2) at room temperature into industrial chemicals and energy products offers a promising strategy to mitigate atmospheric greenhouse gas emissions. In this study, bismuthene was employed as a catalyst for CO2 reduction reaction (CO [...] Read more.
The electrochemical reduction of carbon dioxide (CO2) at room temperature into industrial chemicals and energy products offers a promising strategy to mitigate atmospheric greenhouse gas emissions. In this study, bismuthene was employed as a catalyst for CO2 reduction reaction (CO2RR). Through first-principles calculations, we evaluated the CO2RR catalytic activities of bismuth (Bi) on the (001) and (012) surfaces, analyzing the mechanisms underlying these activities. Surface energy calculations for monolayer and multilayer bismuthene confirmed that monolayer bismuthene is stable and suitable for catalytic applications. Adsorption free energies of intermediates showed that formic acid is the primary product. Furthermore, it is found that the Bi(012) surface has a lower free energy barrier than Bi(001) in the CO2RR process, representing the higher catalytic activity. These results provide theoretical insights for designing bismuthene-based CO2RR catalysts with reduced overpotential, improved efficiency and enhanced selectivity, particularly enhancing catalyst selectivity. Full article
(This article belongs to the Special Issue Recent Developments in Catalytic Materials)
18 pages, 5103 KiB  
Article
Biodegradable Thermoplastic Materials with Application in the Manufacture of Bags Without Synthetic Polymers
by Denisa Nicoleta Airinei, Cristina Modrogan, Oanamari Daniela Orbuleț, Annette Madelene Dǎncilǎ, Magdalena Boşomoiu and Cristian Matei
Polymers 2025, 17(3), 356; https://doi.org/10.3390/polym17030356 (registering DOI) - 28 Jan 2025
Abstract
Non-degradable plastic bags are a major contributor to marine and soil pollution. They represent a significant percentage of the generated solid waste and can last for hundreds of years in the environment. The aim of the present study was to find alternatives to [...] Read more.
Non-degradable plastic bags are a major contributor to marine and soil pollution. They represent a significant percentage of the generated solid waste and can last for hundreds of years in the environment. The aim of the present study was to find alternatives to conventional non-degradable plastic bags by obtaining biodegradable and compostable bags starting from simple materials like starch, poly(lactic acid) (PLA), and glycerol. Increasing the strength and hardness of the polymer was achieved by adding a mineral (talcum). The preliminary studies indicated that two compositions are suitable for advanced testing to produce the initial granular material. These materials were tested for the determination of melt flow index (MFI), Fourier Transform Infrared Spectroscopy (FTIR), and the polymers response to heating (thermogravimetric analysis, TGA and differential scanning calorimetry, DSC). The polymer biodegradability was evaluated by burial in two types of soil. The obtained results were compared with the same set of experiments performed on conventional polyethylene bags. After three months in the soil, only the materials synthesized in this study show signs of accentuated degradation while polyethylene bags are still intact. The surface morphology was explored by scanning electron microscopy (SEM). The results indicated that the biodegradable thermoplastic material meets the requirements of the European standard EN13432/2002 regarding compostable and biodegradable packaging. Full article
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<p>Biodegradable vs. conventional bags and environmental impact.</p>
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<p>Granular thermoplastic composite: (<b>a</b>) sample 1; (<b>b</b>) sample 2.</p>
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<p>FTIR spectra of thermoplastic materials: (<b>a</b>) sample 1; (<b>b</b>) sample 2.</p>
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<p>Extruded thermoplastic composite: (<b>a</b>) sample 1; (<b>b</b>) sample 2.</p>
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<p>Thermogravimetry analysis (TGA) and derivative thermogravimetric (DTG) curves: (<b>a</b>) sample 1; (<b>b</b>) sample 2.</p>
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<p>DSC profiles: (<b>a</b>) sample 1; (<b>b</b>) sample 2.</p>
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<p>SEM images of bag samples after being buried three months in type 1 soil or type 2 soil types: (<b>a</b>) LDPE buried in type 1 soil; (<b>b</b>) LDPE buried in type 2 soil; (<b>c</b>) thermoplastic sample 2 buried in type 1 soil; (<b>d</b>) thermoplastic sample 2 buried in type 2 soil.</p>
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30 pages, 5817 KiB  
Article
Design and Development of Natural-Product-Derived Nanoassemblies and Their Interactions with Alpha Synuclein
by Ipsita A. Banerjee, Amrita Das, Mary A. Biggs, Chau Anh N. Phan, Liana R. Cutter and Alexandra R. Ren
Biomimetics 2025, 10(2), 82; https://doi.org/10.3390/biomimetics10020082 (registering DOI) - 28 Jan 2025
Abstract
Biomimetic nanoassemblies derived from natural products are considered promising nanomaterials due to their self-assembling ability and their favorable interactions with biological molecules leading to their numerous applications as therapeutic agents or as molecular probes. In this work, we have created peptide nanoconjugates of [...] Read more.
Biomimetic nanoassemblies derived from natural products are considered promising nanomaterials due to their self-assembling ability and their favorable interactions with biological molecules leading to their numerous applications as therapeutic agents or as molecular probes. In this work, we have created peptide nanoconjugates of two natural products, β-Boswellic acid (BA) and β-glycyrrhetinic acid (GH). Both BA and GH are known for their medicinal value, including their role as strong antioxidants, anti-inflammatory, neuroprotective and as anti-tumor agents. To enhance the bioavailability of these molecules, they were functionalized with three short peptides (YYIVS, MPDAHL and GSGGL) to create six conjugates with amphiphilic structures capable of facile self-assembly. The peptides were also derived from natural sources and have been known to display antioxidant activity. Depending upon the conjugate, nanofibers, nanovesicles or a mixture of both were formed upon self-assembly. The binding interactions of the nanoconjugates with α-Synuclein, a protein implicated in Parkinson’s disease (PD) was examined through in silico studies and FTIR, circular dichroism and imaging studies. Our results indicated that the nanoassemblies interacted with alpha-synuclein fibrils efficaciously. Furthermore, the nanoassemblies were found to demonstrate high viability in the presence of microglial cells, and were found to enhance the uptake and interactions of α-Synuclein with microglial cells. The nanoconjugates designed in this work may be potentially utilized as vectors for peptide-based drug delivery or for other therapeutic applications. Full article
18 pages, 4535 KiB  
Article
Metabolic and Photosynthesis Analysis of Compound-Material-Mediated Saline and Alkaline Stress Tolerance in Cotton Leaves
by Mengjie An, Yongqi Zhu, Doudou Chang, Xiaoli Wang and Kaiyong Wang
Plants 2025, 14(3), 394; https://doi.org/10.3390/plants14030394 (registering DOI) - 28 Jan 2025
Abstract
Soil salinization and alkalization can cause great losses to agricultural production in arid regions. Cotton, a common crop in arid and semi-arid regions in China, often encounters saline stress and alkaline stress. In this study, NaCl (8 g·kg−1), Na2CO [...] Read more.
Soil salinization and alkalization can cause great losses to agricultural production in arid regions. Cotton, a common crop in arid and semi-arid regions in China, often encounters saline stress and alkaline stress. In this study, NaCl (8 g·kg−1), Na2CO3 (8 g·kg−1), and a compound material (an organic polymer compound material) were mixed with field soil before cotton sowing, and the ion content, photosynthetic characteristics, and metabolite levels of the new cotton leaves were analyzed at the flowering and boll-forming stage, aiming to clarify the photosynthetic and metabolic mechanisms by which compound material regulates cotton’s tolerance to saline stress and alkaline stress. The results showed that the application of the compound material led to an increase in the K+/Na+ ratio, stomatal conductance (Gs), efficiency of PSII photochemistry (ψPSⅡ), potential activity (Fv/Fo), and chlorophyll content (Chla and Chlb), as well as the abundances of D-xylonic acid and DL-phenylalanine in the NaCl treatments. Additionally, there were increases in the K+ content, K+/Na+ ratio, Chla/b ratio, net photosynthetic rate (Pn), transpiration rate (Tr), ψPSⅡ, and D-saccharic acid abundance in the Na2CO3 treatments. A correlation analysis and a metabolic pathway analysis revealed that the compound material mainly regulated the photosynthetic characteristics of and the ion balance in the new leaves through regulating the abundance of key metabolites when the cotton was under NaCl stress or Na2CO3 stress. Furthermore, the positive impact of the compound material on the cotton’s NaCl stress tolerance was stronger than that on the cotton’s Na2CO3 stress tolerance. Full article
(This article belongs to the Special Issue Abiotic Stress Responses in Plants)
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Figure 1
<p>The effect of the application of a compound material on the contents of K<sup>+</sup> and Na<sup>+</sup>, as well as K<sup>+</sup>/Na<sup>+</sup>, in leaves.</p>
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<p>The differences in the photosynthesis of cotton leaves. (<b>A</b>) Photosynthetic pigment content; (<b>B</b>) photosynthetic performance; (<b>C</b>) chlorophyll fluorescence. Pn: net photosynthetic rate, Gs: stomatal conductance, Tr: transpiration rate, Ci: intracellular CO<sub>2</sub> concentration, Fv/Fo: the potential activity, Fv/Fm: the maximal efficiency of PSII photochemistry, ψPSII: the efficiency of PSII photochemistry, qP: the photochemical quenching coefficient. Note: different letters in the bar chart indicate significant differences (<span class="html-italic">p</span> &lt; 0.05); the same below.</p>
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<p>Metabolic summary analysis. (<b>A</b>) Principal component analysis (PCA) of metabolites; (<b>B</b>) classification of total metabolites.</p>
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<p>Significantly changing metabolites in response to the compound material regulating the saline and alkaline stresses. (<b>A</b>) Number of significantly changing metabolites in cotton leaves at different treatments. (<b>B</b>) Venn diagrams of significantly changing metabolites among saline and alkaline stresses in cotton leaves.</p>
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<p>Selected metabolites in response to the compound material regulate saline and alkaline stresses. VIP (variable importance in projection) score of metabolites are shown. Colored boxes indicate the relative contents of the corresponding metabolite in each group.</p>
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<p>Correlation analysis between selected metabolites and K<sup>+</sup>, Na<sup>+</sup>, and the photosynthesis of cotton leaves. * <span class="html-italic">p</span> &lt; 0.05, ** <span class="html-italic">p</span> &lt; 0.01. Size of dots indicate the magnitude of the r (correlation coefficient).</p>
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<p>Histogram presentation of some differentially accumulated metabolites in cotton. The <span class="html-italic">x</span>-axes on the graphs represent the treatments, while the <span class="html-italic">y</span>-axes represent the log<sub>10</sub> value of the area under the MS peaks. Note: different letters in the bar chart indicate significant differences (<span class="html-italic">p</span> &lt; 0.05); the same below.</p>
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<p>Regulation of metabolic pathway responses to saline–alkaline stress in cotton leaves. Note: different letters in the bar chart indicate significant differences (<span class="html-italic">p</span> &lt; 0.05); the same below.</p>
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<p>Compound material properties. (<b>A</b>) Flowchart; (<b>B</b>) Fourier infrared spectra.</p>
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21 pages, 3440 KiB  
Article
Vaccination with Plasmids Encoding the Fusion Proteins D-S1, D-S1N and O-SN from SARS-CoV-2 Induces an Effective Humoral and Cellular Immune Response in Mice
by Noe Juvenal Mendoza-Ramírez, Julio García-Cordero, Gabriela Hernández-Galicia, Nicole Justine Moreno-Licona, Jesus Hernandez, Carlos Cabello-Gutierrez, Joaquín Alejandro Zúñiga-Ramos, Edgar Morales-Rios, Sonia Mayra Pérez-Tapia, Vianney Ortiz-Navarrete, Martha Espinosa-Cantellano, David Andrés Fernández-Benavides and Leticia Cedillo-Barrón
Vaccines 2025, 13(2), 134; https://doi.org/10.3390/vaccines13020134 (registering DOI) - 28 Jan 2025
Abstract
Background: Next-generation vaccines against coronavirus disease 2019 (COVID-19) focus on inducing a long-lasting immune response against severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) and its emerging variants. To achieve this, antigens other than spike proteins have been proposed, and different platforms have been evaluated. [...] Read more.
Background: Next-generation vaccines against coronavirus disease 2019 (COVID-19) focus on inducing a long-lasting immune response against severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) and its emerging variants. To achieve this, antigens other than spike proteins have been proposed, and different platforms have been evaluated. Nucleic acid-based vaccines are fundamental for this process. Preclinical data have shown that the SARS-CoV-2 nucleocapsid protein induces a protective cellular immune response, and when combined with the spike protein, the resulting humoral and cellular immune responses are effective against some SARS-CoV-2 variants. Methods: We designed a DNA vaccine against the spike and nucleocapsid proteins of SARS-CoV-2 to generate fusion proteins based on the Delta and Omicron B.5 strains. The most immunogenic regions of the spike and nucleocapsid proteins of the Delta and Omicron B strains were selected using bioinformatics. The nucleotide sequences were cloned into pcDNA3.1, and named pcDNA3.1/D-S1, pcDNA3.1/D-S1N, and pcDNA3.1/O-SN. The immunogenicity of the generated fusion proteins was evaluated by analyzing the humoral and cellular responses elicited after the immunization of BALB/c mice. Results: DNA immunization induced antibody production, neutralization activity, and IFN-γ production. The inclusion of the nucleocapsid regions in the plasmid greatly enhanced the immune response. Moreover, cross-reactions with the variants of interest were confirmed. Conclusions: Plasmids-encoding fusion proteins combining the most immunogenic regions of the spike and nucleocapsid proteins present a promising strategy for designing new and effective vaccines against SARS-CoV-2. Full article
(This article belongs to the Special Issue Feature Papers of DNA and mRNA Vaccines)
23 pages, 2330 KiB  
Article
Chitosan-Coated Alginate Matrices with Protein-Based Biostimulants: A Controlled-Release System for Sustainable Agriculture
by Daniel Szopa, Katarzyna Pstrowska and Anna Witek-Krowiak
Materials 2025, 18(3), 591; https://doi.org/10.3390/ma18030591 (registering DOI) - 28 Jan 2025
Viewed by 26
Abstract
Developing biodegradable complex fertilizers is crucial for sustainable agriculture to reduce the environmental impact of mineral fertilizers and enhance soil quality. This study evaluated chitosan-based hydrogel coatings for sodium alginate matrices encapsulating amino acid hydrolysates from mealworm larvae, known for their plant growth-promoting [...] Read more.
Developing biodegradable complex fertilizers is crucial for sustainable agriculture to reduce the environmental impact of mineral fertilizers and enhance soil quality. This study evaluated chitosan-based hydrogel coatings for sodium alginate matrices encapsulating amino acid hydrolysates from mealworm larvae, known for their plant growth-promoting properties. The research aims to identify the potential of biopolymer matrices for producing biodegradable slow-release fertilizers and to outline future development pathways necessary for this technology to be usable in the fertilizer industry. Chitosan coatings prepared with citric acid and crosslinked with ascorbic acid optimized plant growth, while those using acetic acid negatively affected it. Water absorption and nutrient release tests showed that chitosan coatings reduced water uptake and slowed initial nutrient release compared to uncoated samples. Leaching assays confirmed controlled-release behavior, with an initial burst followed by stability, driven by alginate–chitosan interactions and ion exchange. The X-ray diffraction (XRD) analysis revealed that adding hydrolysate and chitosan increased amorphousness and reduced porosity, improving structural properties. Thermogravimetric analysis (TGA) and Fourier-transform infrared (FTIR) spectroscopy demonstrated enhanced homogeneity and the presence of chemical interactions, which led to improvements in the material’s thermal stability and chemical characteristics. Biodegradation tests indicated greater durability of chitosan-coated composites, although hydrolysate incorporation accelerated decomposition due to its acidic pH. Germination tests confirmed no phytotoxicity and highlighted the potential of biopolymeric matrices for slow nutrient release. These findings indicate the possibilities of chitosan-coated alginate matrices as sustainable fertilizers, emphasizing the importance of adjusting coating composition and hydrolysate pH for enhanced efficacy and environmental benefits. The main recommendation for future research focuses on optimizing the chitosan coating process by exploring whether adding hydrolysate to the chitosan solution can reduce diffusional losses. Additionally, investigating the use of glycerol in the alginate matrix to minimize pore size and subsequent losses during coating is suggested. Future studies should prioritize analyzing percentage losses during the crosslinking of the alginate matrix, chitosan coating, and final shell crosslinking. This pioneering research highlights the potential for encapsulating liquid fertilizers in biopolymer matrices, offering promising applications in modern sustainable agriculture, which has not been studied in other publications. Full article
(This article belongs to the Section Biomaterials)
14 pages, 4258 KiB  
Article
Synergistic Tribological Performance of Phosphorus- and Sulfur-Based Extreme Pressure and Anti-Wear Additives
by Jingyu Wang, Jinhua Zheng, Jun Wang, Xiao Yao, Xing Xiong and Haipeng Huang
Lubricants 2025, 13(2), 55; https://doi.org/10.3390/lubricants13020055 (registering DOI) - 28 Jan 2025
Viewed by 47
Abstract
Higher demands on extreme pressure lubrication performance are posed by stringent working conditions. In this study, the synergistic tribological properties of phosphate ammonium salt in combination with active sulfurized olefin (S1) and non-active sulfurized fatty acids (S2) were investigated to meet the needs [...] Read more.
Higher demands on extreme pressure lubrication performance are posed by stringent working conditions. In this study, the synergistic tribological properties of phosphate ammonium salt in combination with active sulfurized olefin (S1) and non-active sulfurized fatty acids (S2) were investigated to meet the needs under stringent working conditions. The anti-wear mechanisms were further explored using scanning electron microscopy (SEM) with EDS, X-ray photoelectron spectroscopy (XPS), X-ray absorption near-edge structure (XANES), and focused ion beam microscopy. The experimental results indicate that P-S2 demonstrates superior friction reduction and wear resistance under low loads, potentially attributable to its higher polarity, whereas P-S1 exhibits better wear resistance under high loads. P-S1 also shows superior extreme pressure performance attributed to its higher active sulfur content and stronger film-forming ability, evidenced by a thicker friction film (82.62 nm vs. 24.28 nm for P-S2). The study highlights that the variations in the synergistic tribological performance of phosphorus- and sulfur-based additives may link to differences in molecular structure, active sulfur content, polarity, and corrosiveness, with P-S1 demonstrating enhanced extreme pressure performance possibly through the formation of a multi-layered friction film of polyphosphate, sulfide, oligophosphate, and sulfate layers. Full article
(This article belongs to the Special Issue Friction and Wear Mechanism Under Extreme Environments)
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Figure 1
<p>The average friction coefficient of P-S1 and P-S2 under different loads.</p>
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<p>The wear scar diameter of P-S1 and P-S2 under different loads.</p>
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<p>SEM images and EDS of wear scars lubricated with P-S1 under 98 N, 196 N, 294 N, 392 N, and 490 N loads.</p>
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<p>SEM images and EDS of wear scars lubricated with P-S2 under 98 N, 196 N, 294 N, 392 N, and 490 N loads.</p>
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<p>XPS spectral analysis of PETO-worn surfaces.</p>
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<p>XPS spectra of P-S1 and P-S2 worn surfaces. (<b>a</b>) Fe2p XPS spectra of P-S1; (<b>a1</b>) O1s XPS spectra of P-S1; (<b>a2</b>) P2p XPS spectra of P-S1; (<b>a3</b>) S2p XPS spectra of P-S1; (<b>b</b>) Fe2p XPS spectra of P-S2; (<b>b1</b>) O1s XPS spectra of P-S2; (<b>b2</b>) P2p XPS spectra of P-S2; (<b>b3</b>) S2p XPS spectra of P-S2.</p>
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<p>K-edge XANES absorption spectra of phosphorus in FY mode.</p>
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<p>K-edge XANES absorption spectra of phosphorus in TEY mode.</p>
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<p>K-edge XANES absorption spectra of sulfur in FY mode.</p>
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<p>K-edge XANES absorption spectra of sulfur in TEY mode.</p>
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<p>SEM-EDS images of friction films after FIB cutting of the wear surface and analysis of elemental distribution in the cross-section.</p>
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14 pages, 632 KiB  
Article
Association of BMP15 and GDF9 Gene Polymorphisms with Litter Size in Hu Sheep
by Yuting Zhang, Haitao Wang, Tingting Li, Na Zhang, Jieran Chen, Hengqian Yang, Shiyu Peng, Runlin Ma, Daxiang Wang, Qiuyue Liu and Yuanyuan Wang
Genes 2025, 16(2), 168; https://doi.org/10.3390/genes16020168 (registering DOI) - 28 Jan 2025
Viewed by 60
Abstract
(1) Background: Litter size is one of the most important economic traits of sheep. The FecB locus has been extensively studied due to its significant impact on litter size in Hu sheep, and BMP15 and GDF9 have also been reported as major genes [...] Read more.
(1) Background: Litter size is one of the most important economic traits of sheep. The FecB locus has been extensively studied due to its significant impact on litter size in Hu sheep, and BMP15 and GDF9 have also been reported as major genes associated with litter size in sheep. This study aimed to identify variants of BMP15 and GDF9 and perform an association analysis of these variants with litter size in the Hu sheep breed. (2) Methods: In this study, exons of the BMP15 and GDF9 genes were fully sequenced to identify polymorphisms in Hu sheep. Population genetic parameters and haplotype frequencies were estimated, and an association analysis between these polymorphic loci and litter size was performed. Additionally, the protein structures of the wild-type and mutated BMP15 and GDF9 genes were predicted. (3) Results: The polymorphisms of the BMP15 and GDF9 genes were investigated within their exon regions, revealing mutations at four previously reported sites: BMP15 c.31_33CTTdel and GDF9 (G2, G3, and G4) in Hu sheep, with no novel variants were detected. Genetic analysis indicated that the GDF9-G3 and GDF9-G4 loci have low polymorphisms, whereas the BMP15 c.31_33CTTdel and the GDF9-G2 locus are moderately polymorphic. The mutation sites in the BMP15 and GDF9 genes were under Hardy–Weinberg equilibrium. Association analysis revealed that the BMP15 c.31_33CTTdel and GDF9 (G2, G3, and G4) mutations are not associated with litter size in Hu sheep. Protein structure prediction indicated that the mutations in BMP15 and GDF9 resulted in alterations to their tertiary structures. (4) Conclusions: In this study, four reported mutations in the BMP15 and GDF9 genes can also be detected in the Hu sheep breed. In these mutations, the G2 and G3 mutations of GDF9 did not alter the amino acid sequence, while the BMP15 c.31_33CTTdel mutation and the GDF9 G4 mutation resulted in protein structure alteration. Furthermore, the BMP15 c.31_33CTTdel mutation and the GDF9 mutations (G2, G3, G4) were associated with an increased tendency in litter size. However, no significant difference was observed (p > 0.05). This study provides valuable insights for improving the lambing performance of Hu sheep. Full article
(This article belongs to the Special Issue Advances in Cattle, Sheep, and Goats Molecular Genetics and Breeding)
16 pages, 3090 KiB  
Article
MaPac2, a Transcriptional Regulator, Is Involved in Conidiation, Stress Tolerances and Pathogenicity in Metarhizium acridum
by Xiaobin Hu, Baicheng Li, Yan Li, Yuxian Xia and Kai Jin
J. Fungi 2025, 11(2), 100; https://doi.org/10.3390/jof11020100 (registering DOI) - 28 Jan 2025
Viewed by 74
Abstract
The Gti1/Pac2 protein family, which is highly conserved across fungi, is pivotal in processes such as fungal development, spore formation, protein export, toxin production, and virulence. Despite its importance, the precise functions of Pac2 within entomopathogenic fungi have yet to be fully understood. [...] Read more.
The Gti1/Pac2 protein family, which is highly conserved across fungi, is pivotal in processes such as fungal development, spore formation, protein export, toxin production, and virulence. Despite its importance, the precise functions of Pac2 within entomopathogenic fungi have yet to be fully understood. In our study, the MaPac2 gene from M. acridum was identified, and its functions were explored. Studying the domain of the protein showed that MaPac2 comprises 422 amino acids with a characteristic Gti1/Pac2 family domain (Pfam09729). Additionally, MaPac2 is predicted to have an N-terminal protein kinase A phosphorylation site and a potential cyclin-dependent kinase phosphorylation site, highlighting its potential regulatory roles in the fungus. Our findings indicate that the inactivation of MaPac2 resulted in faster germination of conidia and a marked reduction in conidial production. Furthermore, stress tolerance tests revealed that the absence of MaPac2 significantly bolstered the fungal resilience to UV-B radiation, heat shock, SDS exposure, and stresses induced by hyperosmotic conditions and oxidative challenges. Virulence assessments through bioassays indicated no substantial differences among the WT, MaPac2-disrupted strain, and CP strains in the topical inoculation trials. Interestingly, deletion of MaPac2 increased the fungal virulence by intrahemocoel injection. Furthermore, we found that disruption of MaPac2 impaired fungal cuticle penetration due to the diminished appressorium formation but increased the fungal growth in locust hemolymph. These findings provide further insights into the roles played by Gti1/Pac2 in insect pathogenic fungi. Full article
(This article belongs to the Collection Entomopathogenic and Nematophagous Fungi)
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<p>Bioinformatics analysis of <span class="html-italic">MaPac2</span> protein and constructions of vectors. (<b>A</b>) Domain graph of <span class="html-italic">MaPac2</span> proteins with DOG 1.0. Asterisks represent the putative phosphorylation sites. (<b>B</b>) Phylogenetic analysis of <span class="html-italic">MaPac2</span> protein with MEGA 7.0. Bold words represent the Pac2 homologous protein in <span class="html-italic">M. acridum</span>. (<b>C</b>) Construction of <span class="html-italic">MaPac2</span> deletion and complementation vectors. Black arrows indicate the positions of primers. (<b>D</b>) The relative expression levels of <span class="html-italic">MaPac2</span> in WT, Δ<span class="html-italic">MaPac2</span>, and CP strains were analyzed by RT-qPCR. WT—the wild-type strain; Δ<span class="html-italic">MaPac2</span>—the <span class="html-italic">MaPac2</span> deletion strain; CP—the <span class="html-italic">MaPac2</span> complemented strain. Asterisks indicate significant difference at (**) <span class="html-italic">p</span> &lt; 0.01 and (ns) <span class="html-italic">p</span> &gt; 0.05.</p>
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<p>Germination assays and conidiation assays of fungal strains. (<b>A</b>) Germination rates of fungal strains incubated for 2, 4, 6, 8, 10, and 12 h on 1/4 SDAY medium. (<b>B</b>) GT<sub>50</sub>s of fungal strains. Error bars indicate the standard deviations. WT—the wild type; Δ<span class="html-italic">MaPac2</span>—the <span class="html-italic">MaPac2</span> deletion mutant; CP—the <span class="html-italic">MaPac2</span> complemented transformant. (<b>C</b>) Conidia of each strain on 1/4 SDAY media at 28 °C for 3 d, 5 d, 7 d, 9 d, 11 d, and 13 d. (<b>D</b>) Conidiation pattern of Δ<span class="html-italic">MaPac2</span> and complementation strains grown on SYA media. (<b>E</b>) Colonies of each strain grown on 1/4 SDAY media at 28 °C for 6 d. WT—the wild-type strain; Δ<span class="html-italic">MaPac2</span>—the <span class="html-italic">MaPac2</span> deletion strain; CP—the <span class="html-italic">MaPac2</span> complemented strain. Asterisks indicate significant difference at (*) <span class="html-italic">p</span> &lt; 0.05, (**) <span class="html-italic">p</span> &lt; 0.01, and (ns) <span class="html-italic">p</span> &gt; 0.05.</p>
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<p>Stress tolerance assays to UV-B irradiation and wet heat of fungal strains. (<b>A</b>) Germination rates of fungal conidia treated with UV-B irradiation at 1350 mW/m<sup>2</sup> for 1 h, 2 h, 3 h, and 4 h. (<b>B</b>) IT<sub>50</sub>s of fungal strains treated with UV-B. (<b>C</b>) Gemination rates of fungal conidia treated with wet heat at 46 °C for 3 h, 5 h, 7 h, and 9 h. (<b>D</b>) IT<sub>50</sub>s of fungal strains treated with wet heat. Error bars indicate the standard deviations. WT—the wild-type strain; Δ<span class="html-italic">MaPac2</span>—the <span class="html-italic">MaPac2</span> deletion strain; CP—the <span class="html-italic">MaPac2</span> complemented strain. Asterisks indicate significant difference at (**) <span class="html-italic">p</span> &lt; 0.01 and (ns) <span class="html-italic">p</span> &gt; 0.05.</p>
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<p>The resistance of WT, Δ<span class="html-italic">MaPac2</span>, and CP strains to different chemicals. (<b>A</b>) Colony growth on 1/4SDAY solid medium and 1/4 SDAY solid medium with different chemical reagents. Bar: 0.5 cm. (<b>B</b>) Relative growth rate of colony. (<b>C</b>) Relative inhibition rate of colony. All experiments were repeated three times. WT—the wild-type strain; Δ<span class="html-italic">MaPac2</span>—the <span class="html-italic">MaPac2</span> deletion strain; CP—the <span class="html-italic">MaPac2</span> complemented strain. Asterisks indicate significant difference at (*) <span class="html-italic">p</span> &lt; 0.05, (**) <span class="html-italic">p</span> &lt; 0.01, and (ns) <span class="html-italic">p</span> &gt; 0.05.</p>
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<p>Deletion of <span class="html-italic">MaPac2</span> increases fungal virulence by in vivo injection. (<b>A</b>) Survival of locusts after topical application of 5 µL paraffin oil conidial suspension from WT, Δ<span class="html-italic">MaPac2</span>, and CP. Control insects were treated with 5 µL paraffin oil. (<b>B</b>) The LT<sub>50</sub>s of the Δ<span class="html-italic">MaPac2</span>, WT, and CP strains after topical inoculation. (<b>C</b>) Survival of locusts after injection of 5 µL ddH<sub>2</sub>O conidial suspension from WT, Δ<span class="html-italic">MaPac2</span>, and CP. Control insects were treated with 5 µL ddH<sub>2</sub>O. (<b>D</b>) The LT<sub>50</sub>s of the Δ<span class="html-italic">MaPac2</span>, WT, and CP strains after injection. WT—the wild-type strain; Δ<span class="html-italic">MaPac2</span>—the <span class="html-italic">MaPac2</span> deletion strain; CP—the <span class="html-italic">MaPac2</span> complemented strain. Asterisks indicate significant difference at (**) <span class="html-italic">p</span> &lt; 0.01 and (ns) <span class="html-italic">p</span> &gt; 0.05.</p>
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<p>Deletion of <span class="html-italic">MaPac2</span> reduces fungal virulence and affects the formation of appressorium on locust wings. (<b>A</b>) Penetration assays. (<b>B</b>) Relative growth of colonies of different strains in penetration experiments. (<b>C</b>) Germination of conidia on the locust wings of fungal strains. (<b>D</b>) The GT<sub>50S</sub> of different strains on locust wings. (<b>E</b>) Appressorium formation of different fungal strains on locust wings. WT—the wild-type strain; Δ<span class="html-italic">MaPac2</span>—the <span class="html-italic">MaPac2</span> deletion strain; CP—the <span class="html-italic">MaPac2</span> complemented strain. Asterisks indicate significant difference at (*) <span class="html-italic">p</span> &lt; 0.05, (**) <span class="html-italic">p</span> &lt; 0.01, and (ns) <span class="html-italic">p</span> &gt; 0.05.</p>
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<p>Deletion of <span class="html-italic">MaPac2</span> reduces the cuticle penetration but enhances the colonization in locust hemolymph. (<b>A</b>) The number of nodules after injection at 24 h on ventral of insect body walls. (<b>B</b>) Detection of conidial cell surface components with labeled lectins and antibodies. (<b>C</b>) Concentration of fungal gDNA in host hemolymph without blood cells in vitro. (<b>D</b>) Fresh weight (g) of each strain after inoculation to TBP liquid medium for 3 days. WT—the wild-type strain; Δ<span class="html-italic">MaPac2</span>—the <span class="html-italic">MaPac2</span> deletion strain; CP—the <span class="html-italic">MaPac2</span> complemented strain. Asterisks indicate significant difference at (*) <span class="html-italic">p</span> &lt; 0.05, (**) <span class="html-italic">p</span> &lt; 0.01, and (ns) <span class="html-italic">p</span> &gt; 0.05.</p>
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7 pages, 2025 KiB  
Communication
A New Bundling and Packaging Method Using Nonwoven Polylactide Based on Polymer Shrinkage by Carbon Dioxide
by Takafumi Aizawa
Technologies 2025, 13(2), 49; https://doi.org/10.3390/technologies13020049 (registering DOI) - 28 Jan 2025
Viewed by 80
Abstract
This study proposes the exposure of nonwoven fabrics to carbon dioxide for bundling and packaging purposes. The proposed process, which utilizes the shrinking property of the nonwoven fabric during carbon dioxide exposure, is demonstrated on a polylactic acid (PLA) nonwoven fabric produced by [...] Read more.
This study proposes the exposure of nonwoven fabrics to carbon dioxide for bundling and packaging purposes. The proposed process, which utilizes the shrinking property of the nonwoven fabric during carbon dioxide exposure, is demonstrated on a polylactic acid (PLA) nonwoven fabric produced by the melt-blown method. Evaluating the shrinkage induced by carbon dioxide in PLA nonwoven fabrics with varying degrees of crystallinity, it was found that increasing the crystallinity decreases both the speed and amount of shrinkage. This process is potentially applicable as a simple, inexpensive, and environmentally friendly approach for packaging food and drug products. Full article
(This article belongs to the Section Innovations in Materials Processing)
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<p>Diagram of the experimental setup for the shrinkage test. V<sub>1</sub>: CO<sub>2</sub>-introduction valve; V<sub>2</sub>: CO<sub>2</sub>-exhaustion valve. Samples were placed between smooth-surfaced polyimide films and stacked in the vessel.</p>
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<p>Bundling treatment. Results of CO<sub>2</sub> exposure on 20 bundles of bar-shaped paper samples (approximate paper width 1 mm): (<b>A</b>) bundle of paper and nonwoven fabric for bundling, (<b>B</b>) the bundled sample wreathed in nonwoven fabric; (<b>C</b>) the sample after treatment.</p>
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<p>Packaging treatment. Results of CO<sub>2</sub> exposure on paper squares (approximate side length 1 mm) wrapped in the nonwoven fabric: (<b>A</b>) pile of paper squares and nonwoven fabric for packaging; (<b>B</b>) sample of paper squares wrapped in nonwoven fabric; (<b>C</b>) the sample after treatment.</p>
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<p>Photographs of the samples before and after shrinkage: NatureWorks (NW) nonwoven fabric (<b>A</b>) before CO<sub>2</sub> treatment and (<b>B</b>) after 60 s of CO<sub>2</sub> treatment; TotalEnergies Corbion (TC) nonwoven fabric without heat treatment (<b>C</b>) before CO<sub>2</sub> treatment and (<b>D</b>) after 60 s of CO<sub>2</sub> treatment; TC nonwoven fabric heat-treated for 3 h (<b>E</b>) after 60 s of CO<sub>2</sub> treatment. The black squares (side length 20 mm) were corrected to squares from an image taken with a digital camera. The areas of the nonwoven fabrics were estimated by counting the number of pixels in the image enclosed by the extracted outlines (highlighted in red around the nonwoven fabrics).</p>
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<p>Results of shrinkage experiments. Markers are the means of 7 samples. Error bars are standard deviations and lines are least-squares fitting results. Fitting results are shown in the figure. NW: NatureWorks nonwoven fabric; TC0: TotalEnergies Corbion nonwoven fabric without additional heat treatment; TC1, TC3, and TC10: TC0 heat treated at 62 °C for 1 h, 3 h, and 10 h, respectively.</p>
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<p>Scanning electron microscope (SEM) images at 3000x of NatureWorks (NW) nonwoven fabric (<b>A</b>) before CO<sub>2</sub> treatment and (<b>B</b>) after 60 s of CO<sub>2</sub> treatment; SEM images of TotalEnergies Corbion (TC) nonwoven fabric (<b>C</b>) without heat treatment and before CO<sub>2</sub> treatment, (<b>D</b>) without heat treatment after 60 s of CO<sub>2</sub> treatment, and (<b>E</b>) after 3 h of heat treatment and 60 s of CO<sub>2</sub> treatment.</p>
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11 pages, 6300 KiB  
Article
Chiral Layered Zinc Phosphonates: Exfoliation and Chiroptical Properties
by Zi-Xin Yang, Sheng-Fu Wu, Song-Song Bao, Xiu-Fang Ma, Tao Zheng and Li-Min Zheng
Inorganics 2025, 13(2), 39; https://doi.org/10.3390/inorganics13020039 (registering DOI) - 28 Jan 2025
Viewed by 129
Abstract
Chiral layered coordination polymers have attracted considerable attention not only because of their intriguing physicochemical properties but also because of their ability to exfoliate into chiral nanosheets. Chiral metal phosphonates with layered structures are of particular interest due to their relatively high thermal [...] Read more.
Chiral layered coordination polymers have attracted considerable attention not only because of their intriguing physicochemical properties but also because of their ability to exfoliate into chiral nanosheets. Chiral metal phosphonates with layered structures are of particular interest due to their relatively high thermal and water stabilities, but their corresponding nanosheets are rarely reported on. Herein, we report on a pair of enantiopure zinc phosphonates with the formula S- and R-Zn8(cyampH)8Cl8 (S-Zn, R-Zn), where S- and R-cyampH2 represent S- and R-(1-cyclohexylamino)methylphosphonic acids. They have layered structures in which the {ZnO3Cl} tetrahedra are connected by {PO3C} tetrahedra via corner-sharing. By doping analogous chromophore ligands S- and R-(1-naphthalenethylamino)methylphosphonic acid (S-, R-nempH2), we obtained compounds S- and R-Zn8(cyampH)8-n(nempH)nCl8 (S-, R-Zn-x%, x = 2, 4, 6), which exhibited obvious circular dichroism (CD) and circularly polarized luminescence (CPL) properties. The bulk samples of S-Zn and S-Zn-4% were further subjected to exfoliation in acetone, resulting in chiral nanosheets of one–three-layer thicknesses. Full article
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<p>(<b>a</b>) Layer structure and (<b>b</b>) packing diagram of compound <b><span class="html-italic">S</span>-Zn</b>. (<b>c</b>) SEM images of <b><span class="html-italic">S</span>-Zn</b> and <b><span class="html-italic">S</span>-Zn-x%</b> (x = 2−6). (<b>d</b>) The IR spectra and (<b>e</b>) <sup>31</sup>P NMR spectra of <b><span class="html-italic">S</span>-Zn</b> and <b><span class="html-italic">S</span>-Zn-x%</b> (x = 2–6).</p>
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<p>(<b>a</b>,<b>b</b>) AFM images of nanosheets and corresponding height profiles of <b><span class="html-italic">S</span>-Zn-ns1</b> (<b>a</b>) and <b><span class="html-italic">S</span>-Zn-4%-ns1</b> (<b>b</b>). (<b>c</b>,<b>d</b>) AFM images of nanosheets and corresponding height profiles of <b><span class="html-italic">S</span>-Zn-ns2</b> (<b>c</b>) and <b><span class="html-italic">S</span>-Zn-4%-ns2</b> (<b>d</b>).</p>
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<p>(<b>a</b>) ECD and UV–vis absorption spectra, (<b>b</b>) CPL spectra, and (<b>c</b>) g<sub>lum</sub> values of the CPL spectra of <b><span class="html-italic">S-</span></b> and <b><span class="html-italic">R</span>-Zn</b>, <b><span class="html-italic">S-</span></b> and <b><span class="html-italic">R</span>-Zn-2%</b>, and <b><span class="html-italic">S-</span></b> and <b><span class="html-italic">R</span>-Zn-4%</b>.</p>
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<p>The PL spectra of <b><span class="html-italic">S</span>/<span class="html-italic">R</span>-Zn</b> and <b><span class="html-italic">S</span>/<span class="html-italic">R</span>-Zn-x%</b> (x = 2, 4, 6) (λ<sub>ex</sub> = 285 nm).</p>
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<p>Molecular structures of <span class="html-italic">R</span>- and <span class="html-italic">S</span>-cyampH<sub>2</sub> and <span class="html-italic">R</span>- and <span class="html-italic">S</span>-nempH<sub>2</sub>.</p>
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20 pages, 4771 KiB  
Article
The Effect of Applying Treatment Sludge and Vermicompost to Soil on the Biodegradability of Poly(Lactic Acid) and Poly(3-Hydroxybutyrate)
by Seyma Nur Erkul and Selnur Ucaroglu
Polymers 2025, 17(3), 352; https://doi.org/10.3390/polym17030352 (registering DOI) - 28 Jan 2025
Viewed by 135
Abstract
In this study, the biodegradability of poly(lactic acid) (PLA), the most widely produced bioplastic, and poly(3-hydroxybutyrate) (PHB), known for its very biodegradability, was investigated in soil and soil amended with nitrogen sources, such as treatment sludge and vermicompost. Biodegradability was evaluated over 180 [...] Read more.
In this study, the biodegradability of poly(lactic acid) (PLA), the most widely produced bioplastic, and poly(3-hydroxybutyrate) (PHB), known for its very biodegradability, was investigated in soil and soil amended with nitrogen sources, such as treatment sludge and vermicompost. Biodegradability was evaluated over 180 days by measuring the amount of carbon dioxide (CO2) and analyzing samples with scanning electron microscopy (SEM) and Fourier transform infrared spectroscopy (FTIR). PLA showed a low biodegradation (6%) in soil, but this increased to 40% in soil amended with treatment sludge and 45% in soil amended with vermicompost. PHB completely degraded within 90 days in soil; however, this process extended to 120 days in soil amended with vermicompost and 150 days in soil amended with treatment sludge. The organic and microbial content of the amendments enhanced PLA biodegradation, while PHB degradation slowed after 50 days as microorganisms prioritized other organic matter. SEM and FTIR analyses after 60 days showed more intense degradation of both bioplastics in soil amended with vermicompost. These findings highlight the potential of treatment sludge and vermicompost for improving bioplastic degradation, contributing to sustainable waste management and soil enhancement. Full article
(This article belongs to the Section Biobased and Biodegradable Polymers)
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Graphical abstract

Graphical abstract
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<p>Experimental system of biodegradation of PLA films and PHB yarns.</p>
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<p>Biodegradation rates of PLA in soil, treatment sludge-amended soil, and vermicompost-amended soil environments.</p>
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<p>Biodegradation rates of PHB in soil, treatment sludge-amended soil, and vermicompost-amended soil environments.</p>
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<p>SEM micrographs for PLAs before and after degradations in different environments.</p>
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<p>SEM micrographs for PHBs before and after degradation in different environments.</p>
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<p>FTIR for PLAs before and after degradation in different environments: (<b>a</b>) wavenumber 4000–500 cm<sup>−1</sup> and (<b>b</b>) wavenumber 3113–2800 cm<sup>−1</sup>.</p>
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<p>FTIR for PHBs before and after degradation in different environments.</p>
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21 pages, 5870 KiB  
Article
Integrating Experimental Analysis and Gradient Boosting for the Durability Assessment of Lime-Based Mortar in Acidic Environment
by Ali Taheri, Nima Azimi, Daniel V. Oliveira, Joaquim Tinoco and Paulo B. Lourenço
Buildings 2025, 15(3), 408; https://doi.org/10.3390/buildings15030408 (registering DOI) - 28 Jan 2025
Viewed by 159
Abstract
This paper presents a comprehensive study of the mechanical properties of lime-based mortar in an acidic environment, employing both experimental analysis and machine learning to model techniques. Despite the extensive use of lime-based mortar in construction, particularly for the strengthening of structures as [...] Read more.
This paper presents a comprehensive study of the mechanical properties of lime-based mortar in an acidic environment, employing both experimental analysis and machine learning to model techniques. Despite the extensive use of lime-based mortar in construction, particularly for the strengthening of structures as externally bonded materials, its behavior under acidic conditions remains poorly understood in the literature. This study aims to address this gap by investigating the mechanical performance of lime-based mortar under prolonged exposure to acidic environments, laying the groundwork for further research in this critical area. In the experimental phase, a commercial hydraulic lime-based mortar was subjected to varying environmental conditions, including acidic solution immersion with a pH of 3.0, distilled water immersion, and dry storage. Subsequently, the specimens were tested under flexure following exposure durations of 1000, 3000, and 5000 h. In the modeling phase, the extreme gradient boosting (XGBoost) algorithm was deployed to predict the mechanical properties of the lime-based mortar by 1000, 3000, and 5000 h of exposure. Using the experimental data, the machine learning models were trained to capture the complex relationships between the stress-displacement curve (as the output) and various environmental and mechanical properties, including density, corrosion, moisture, and exposure duration (as input features). The predictive models demonstrated remarkable accuracy and generalization (using a 4-fold cross-validation approach) capabilities (R2 = 0.984 and RMSE = 0.116, for testing dataset), offering a reliable tool for estimating the mortar’s behavior over extended periods in an acidic environment. The comparative analysis demonstrated that mortar samples exposed to an acidic environment reached peak values at 3000 h of exposure, followed by a decrease in the mechanical properties with prolonged acidic exposure. In contrast, specimens exposed to distilled water and dry conditions exhibited an earlier onset of strength increase, indicating different material responses under varying environmental conditions. Full article
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<p>Overview flowchart of the research direction.</p>
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<p>Flexural testing of lime-based mortar specimens under varying environmental conditions and exposure durations. (<b>a</b>) Three-point bending test setup. (<b>b</b>) Prepared mortar specimens prior to testing.</p>
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<p>XGBoost algorithm flowchart, depicting a series of consecutive decision trees, initial split (yellow), resulting predictions (green), and the adjustment of residuals (equations).</p>
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<p>Histogram of the utilized experimental dataset, showing the distribution of: (<b>a</b>) displacement values; (<b>b</b>) stress values; (<b>c</b>) density values; (<b>d</b>) aging environment categories; (<b>e</b>) exposure time durations; (<b>f</b>) moisture values.</p>
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<p>Stress vs. displacement diagram for each individual specimens from the experiments for: (<b>a</b>) F_0 group; (<b>b</b>) F_DC_1000; (<b>c</b>) F_WI_1000; (<b>d</b>) F_AC_1000.</p>
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<p>Variation of flexural strength across different aging media based on experimental results.</p>
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<p>Results of XGBoost performance evaluation across various (<b>a</b>) cross-validation folds and (<b>b</b>) learning rates during Bayesian optimization for training and validation sets.</p>
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<p>Comparative performance analysis of the XGBoost model representing (<b>a</b>) KDE for the training dataset, (<b>b</b>) KDE for the testing dataset, scatterplots of actual vs. predicted values for (<b>c</b>) training and (<b>d</b>) testing datasets.</p>
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<p>SHAP summary plot of the most important input features for predicting stress values of mortar.</p>
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<p>Variation of the flexural strength across different aging media based on machine learning outputs.</p>
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<p>Predicted Stress vs. displacement diagram for each individual specimens from the XGBoost output for: (<b>a</b>) F_0 group; (<b>b</b>) F_DC_1000; (<b>c</b>) F_WI_1000; (<b>d</b>) F_AC_1000.</p>
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<p>Comparative analysis of experimental versus machine learning prediction of flexural strength for different environments (DC, WI and AC) at intervals of 1000, 3000, and 5000 h of exposure.</p>
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