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15 pages, 4732 KiB  
Article
Leveraging Neighbor Attention Initialization (NAI) for Efficient Training of Pretrained LLMs
by Qiao Tan and Jingjing Zhang
Electronics 2024, 13(8), 1550; https://doi.org/10.3390/electronics13081550 (registering DOI) - 19 Apr 2024
Abstract
In the realm of pretrained language models (PLMs), the exponential increase in computational resources and time required for training as model sizes expand presents a significant challenge. This paper proposes an innovative approach named neighbor attention initialization (NAI) to expedite the training process [...] Read more.
In the realm of pretrained language models (PLMs), the exponential increase in computational resources and time required for training as model sizes expand presents a significant challenge. This paper proposes an innovative approach named neighbor attention initialization (NAI) to expedite the training process of larger PLMs by leveraging smaller PLMs through parameter initialization. Our methodology hinges on the hypothesis that smaller PLMs, having already learned fundamental language structures and patterns, can provide a robust foundational knowledge base for larger models, which is called function preserving. Specifically, we present a comprehensive framework detailing the process of transferring learned features on transformer-based language models mainly using the neighbor attention head and neighbor layer. We conducted experiments in GPT-2 and demonstrated that our method yields considerable savings in training costs compared to standard approaches, including learning from scratch and bert2BERT, indicating a notable improvement in training efficiency for large PLMs. Full article
(This article belongs to the Section Artificial Intelligence)
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14 pages, 2568 KiB  
Article
Development of New Predictive Equations for the Resting Metabolic Rate (RMR) of Women with Lipedema
by Małgorzata Jeziorek, Jakub Wronowicz, Łucja Janek, Krzysztof Kujawa and Andrzej Szuba
Metabolites 2024, 14(4), 235; https://doi.org/10.3390/metabo14040235 (registering DOI) - 19 Apr 2024
Abstract
Background: This study aimed to develop a novel predictive equation for calculating resting metabolic rate (RMR) in women with lipedema. Methods: We recruited 119 women diagnosed with lipedema from the Angiology Outpatient Clinic at Wroclaw Medical University, Poland. RMR was assessed using indirect [...] Read more.
Background: This study aimed to develop a novel predictive equation for calculating resting metabolic rate (RMR) in women with lipedema. Methods: We recruited 119 women diagnosed with lipedema from the Angiology Outpatient Clinic at Wroclaw Medical University, Poland. RMR was assessed using indirect calorimetry, while body composition and anthropometric measurements were conducted using standardized protocols. Due to multicollinearity among predictors, classical multiple regression was deemed inadequate for developing the new equation. Therefore, we employed machine learning techniques, utilizing principal component analysis (PCA) for dimensionality reduction and predictor selection. Regression models, including support vector regression (SVR), random forest regression (RFR), and k-nearest neighbor (kNN) were evaluated in Python’s scikit-learn framework, with hyperparameter tuning via GridSearchCV. Model performance was assessed through mean absolute percentage error (MAPE) and cross-validation, complemented by Bland–Altman plots for method comparison. Results: A novel equation incorporating body composition parameters was developed, addressing a gap in accurate RMR prediction methods. By incorporating measurements of body circumference and body composition parameters alongside traditional predictors, the model’s accuracy was improved. The segmented regression model outperformed others, achieving an MAPE of 10.78%. Conclusion: The proposed predictive equation for RMR offers a practical tool for personalized treatment planning in patients with lipedema. Full article
(This article belongs to the Special Issue Epidemiology, Nutrition and Metabolism)
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16 pages, 4018 KiB  
Article
Numerical Investigation for Power Generation by Microbial Fuel Cells Treating Municipal Wastewater in Guelph, Canada
by Yiming Li and Shunde Yin
Clean Technol. 2024, 6(2), 497-512; https://doi.org/10.3390/cleantechnol6020026 (registering DOI) - 19 Apr 2024
Abstract
Significant research endeavors have focused on microbial fuel cell (MFC) systems within wastewater treatment protocols owing to their unique capacity to convert chemical energy from waste into electricity while maintaining minimal nutrient concentrations in the effluent. While prior studies predominantly relied on empirical [...] Read more.
Significant research endeavors have focused on microbial fuel cell (MFC) systems within wastewater treatment protocols owing to their unique capacity to convert chemical energy from waste into electricity while maintaining minimal nutrient concentrations in the effluent. While prior studies predominantly relied on empirical investigations, there remains a need to explore modeling and simulation approaches. Assessing MFC systems’ performance and power generation based on real wastewater data is pivotal for their practical implementation. To address this, a MATLAB model is developed to elucidate how MFC parameters and constraints influence system performance and enhance wastewater treatment efficiency. Leveraging actual wastewater data from a municipal plant in Guelph, Canada, six sets of MFC models are employed to examine the relationship between power generation and six distinct parameters (inflow velocity, membrane thickness, internal resistance, anode surface area, feed concentration, and hydraulic retention time). Based on these analyses, the final model projects a total power generation of 50,515.16 kW for the entire wastewater treatment plant in a day, capable of supporting approximately 2530 one-person households. Furthermore, the model demonstrates a notably higher chemical oxygen demand (COD) removal rate (75%) compared to the Guelph WWTP. This comprehensive model serves as a valuable tool for future simulations in similar wastewater treatment plants, providing insights for optimizing performance and aiding in practical applications. Full article
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17 pages, 3888 KiB  
Article
Design Analysis of Mass Timber and Volumetric Modular Strategies as Counterproposals for an Existing Reinforced Concrete Hotel
by Marie-Laure Filion, Sylvain Ménard, Carlo Carbone and Mohamad Bader Eddin
Buildings 2024, 14(4), 1151; https://doi.org/10.3390/buildings14041151 (registering DOI) - 19 Apr 2024
Abstract
Construction professionals work in silos and use traditional design and construction methods. The growing demand for rapidly built and high-quality construction is making off-site manufacturing mainstream. Studies have shown that collaboration among all stakeholders is a necessary component for success in the construction [...] Read more.
Construction professionals work in silos and use traditional design and construction methods. The growing demand for rapidly built and high-quality construction is making off-site manufacturing mainstream. Studies have shown that collaboration among all stakeholders is a necessary component for success in the construction of such buildings. This multidisciplinary study of an existing concrete hotel aims to explore an alternative structural design in mass timber or volumetric modular construction. To this end, the reinforced concrete floor plan of Club Med de Charlevoix in Quebec, Canada, was used as a benchmark for two different structural systems. The first strategy investigated CLT (cross-laminated timber) and glulam columns to replicate the reinforced concrete system (column–slab), while the second involved maximum prefabrication (volumetric modular construction). Both mass timber and volumetric modular strategies can lead to a smaller carbon footprint. The main conclusion is that the plan should be designed from the outset to be either traditional or prefabricated since major changes are required if the choice is made to switch from one system to the other. Moreover, when structural systems maximize off-site construction, such as volumetric modular construction, the various professions need to be included during early planning. This is necessary to avoid task duplication and prevent the neglect of considerations such as manufacturable dimensions and partition organization. Full article
(This article belongs to the Special Issue Timber Buildings - Design for the Future)
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13 pages, 3279 KiB  
Article
Opportunistic CT for Prediction of Adverse Postoperative Events in Patients with Spinal Metastases
by Neal D. Kapoor, Olivier Q. Groot, Colleen G. Buckless, Peter K. Twining, Michiel E. R. Bongers, Stein J. Janssen, Joseph H. Schwab, Martin Torriani and Miriam A. Bredella
Diagnostics 2024, 14(8), 844; https://doi.org/10.3390/diagnostics14080844 (registering DOI) - 19 Apr 2024
Abstract
The purpose of this study was to assess the value of body composition measures obtained from opportunistic abdominal computed tomography (CT) in order to predict hospital length of stay (LOS), 30-day postoperative complications, and reoperations in patients undergoing surgery for spinal metastases. 196 [...] Read more.
The purpose of this study was to assess the value of body composition measures obtained from opportunistic abdominal computed tomography (CT) in order to predict hospital length of stay (LOS), 30-day postoperative complications, and reoperations in patients undergoing surgery for spinal metastases. 196 patients underwent CT of the abdomen within three months of surgery for spinal metastases. Automated body composition segmentation and quantifications of the cross-sectional areas (CSA) of abdominal visceral and subcutaneous adipose tissue and abdominal skeletal muscle was performed. From this, 31% (61) of patients had postoperative complications within 30 days, and 16% (31) of patients underwent reoperation. Lower muscle CSA was associated with increased postoperative complications within 30 days (OR [95% CI] = 0.99 [0.98–0.99], p = 0.03). Through multivariate analysis, it was found that lower muscle CSA was also associated with an increased postoperative complication rate after controlling for the albumin, ASIA score, previous systemic therapy, and thoracic metastases (OR [95% CI] = 0.99 [0.98–0.99], p = 0.047). LOS and reoperations were not associated with any body composition measures. Low muscle mass may serve as a biomarker for the prediction of complications in patients with spinal metastases. The routine assessment of muscle mass on opportunistic CTs may help to predict outcomes in these patients. Full article
(This article belongs to the Special Issue Artificial Intelligence in Orthopedic Oncology)
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12 pages, 2260 KiB  
Article
Tensile Yield Strain of Human Cortical Bone from the Femoral Diaphysis Is Constant among Healthy Adults and across the Anatomical Quadrants
by Massimiliano Baleani, Paolo Erani, Alice Acciaioli and Enrico Schileo
Bioengineering 2024, 11(4), 395; https://doi.org/10.3390/bioengineering11040395 (registering DOI) - 19 Apr 2024
Abstract
The literature suggests that the yield strain of cortical bone is invariant to its stiffness (elastic modulus) and strength (yield stress). However, data about intra-individual variations, e.g., the influence of different collagen/mineral organisations observed in bone aspects withstanding different habitual loads, are lacking. [...] Read more.
The literature suggests that the yield strain of cortical bone is invariant to its stiffness (elastic modulus) and strength (yield stress). However, data about intra-individual variations, e.g., the influence of different collagen/mineral organisations observed in bone aspects withstanding different habitual loads, are lacking. The hypothesis that the yield strain of human cortical bone tissue, retrieved from femoral diaphyseal quadrants subjected to different habitual loads, is invariant was tested. Four flat dumbbell-shaped specimens were machined from each quadrant of the proximal femoral diaphysis of five adult donors for a total of 80 specimens. Two extensometers attached to the narrow specimen region were used to measure deformation during monotonic tensile testing. The elastic modulus (linear part of the stress–strain curve) and yield strain/stress at a 0.2% offset were obtained. Elastic modulus and yield stress values were, respectively, in the range of 12.2–20.5 GPa and 75.9–136.6 MPa and exhibited a positive linear correlation. All yield strain values were in the narrow range of 0.77–0.87%, regardless of the stiffness and strength of the tissue and the anatomical quadrant. In summary, the results corroborate the hypothesis that tensile yield strain in cortical bone is invariant, irrespective also of the anatomical quadrant. The mean yield strain value found in this study is similar to what was reported by inter-species and evolution studies but slightly higher than previous reports in humans, possibly because of the younger age of our subjects. Further investigations are needed to elucidate a possible dependence of yield strain on age. Full article
(This article belongs to the Section Biomechanics and Sports Medicine)
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16 pages, 2347 KiB  
Article
Application and Analysis of Liquid Organic Hydrogen Carrier (LOHC) Technology in Practical Projects
by Hanqi Li, Xi Zhang, Chenjun Zhang, Zhenfeng Ding and Xu Jin
Energies 2024, 17(8), 1940; https://doi.org/10.3390/en17081940 (registering DOI) - 19 Apr 2024
Abstract
In contemporary times, the utilization of liquid organic hydrogen carriers (LOHCs) has gained prominence due to their high volumetric storage density and material properties closely resembling conventional fuels. Numerous countries are incorporating LOHCs in hydrogen demonstration initiatives, encompassing applications such as hydrogen refueling [...] Read more.
In contemporary times, the utilization of liquid organic hydrogen carriers (LOHCs) has gained prominence due to their high volumetric storage density and material properties closely resembling conventional fuels. Numerous countries are incorporating LOHCs in hydrogen demonstration initiatives, encompassing applications such as hydrogen refueling stations, hydrogen-powered ships, and trains. This paper conducts a comprehensive review of seventeen LOHC projects, spanning Germany, Europe, and other nations, presenting detailed project specifications. This review includes information on project consortiums, funding sources, covered supply chains, transport modalities, and employed technologies. Through a global evaluation of LOHC projects, this review underscores the promising and competitive nature of LOHCs as a viable option for the large-scale and long-distance storage and transportation of hydrogen. The future development of this field is discussed at in the last section. Full article
(This article belongs to the Special Issue New Trends and Research in Fuel Cells and Energy Conversion/Storage)
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18 pages, 1822 KiB  
Review
Microcystin Contamination in Irrigation Water and Health Risk
by Mohammed Haida, Fatima El Khalloufi, Richard Mugani, Yasser Essadki, Alexandre Campos, Vitor Vasconcelos and Brahim Oudra
Toxins 2024, 16(4), 196; https://doi.org/10.3390/toxins16040196 (registering DOI) - 19 Apr 2024
Abstract
Microcystins (MCs), natural hepatotoxic compounds produced by cyanobacteria, pose significant risks to water quality, ecosystem stability, and the well-being of animals, plants, and humans when present in elevated concentrations. The escalating contamination of irrigation water with MCs presents a growing threat to terrestrial [...] Read more.
Microcystins (MCs), natural hepatotoxic compounds produced by cyanobacteria, pose significant risks to water quality, ecosystem stability, and the well-being of animals, plants, and humans when present in elevated concentrations. The escalating contamination of irrigation water with MCs presents a growing threat to terrestrial plants. The customary practice of irrigating crops from local water sources, including lakes and ponds hosting cyanobacterial blooms, serves as a primary conduit for transferring these toxins. Due to their high chemical stability and low molecular weight, MCs have the potential to accumulate in various parts of plants, thereby increasing health hazards for consumers of agricultural products, which serve as the foundation of the Earth’s food chain. MCs can bioaccumulate, migrate, potentially biodegrade, and pose health hazards to humans within terrestrial food systems. This study highlights that MCs from irrigation water reservoirs can bioaccumulate and come into contact with plants, transferring into the food chain. Additionally, it investigates the natural mechanisms that organisms employ for conjugation and the microbial processes involved in MC degradation. To gain a comprehensive understanding of the role of MCs in the terrestrial food chain and to elucidate the specific health risks associated with consuming crops irrigated with water contaminated with these toxins, further research is necessary. Full article
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7 pages, 691 KiB  
Article
The Predictive Factors Associated with In-Hospital Mortality of Melioidosis: A Cohort Study
by Sunee Chayangsu, Chusana Suankratay, Apichat Tantraworasin and Jiraporn Khorana
Medicina 2024, 60(4), 654; https://doi.org/10.3390/medicina60040654 (registering DOI) - 19 Apr 2024
Abstract
Background and Objectives: Melioidosis is an infectious disease caused by Burkholderia pseudomallei, and it has a wide range of clinical symptoms. It is endemic in tropical areas, including Southeast Asia. Despite the availability of effective treatment, the mortality rate is still [...] Read more.
Background and Objectives: Melioidosis is an infectious disease caused by Burkholderia pseudomallei, and it has a wide range of clinical symptoms. It is endemic in tropical areas, including Southeast Asia. Despite the availability of effective treatment, the mortality rate is still high, especially in patients presenting with septic shock. The aim of this study was to determine and explore clinical characteristics, microbiology, treatment outcomes, and factors associated with in-hospital mortality which could predict prognosis and provide a guide for future treatment. Materials and Methods: The population in this retrospective cohort study included all 262 patients with a diagnosis of melioidosis who were hospitalized at Surin Hospital, Surin, Thailand, from April 2014 to March 2017. We included patients older than 15 years with a positive culture for B. pseudomallei. Data regarding the clinical characteristics, microbiology, and treatment outcomes of the patients were collected and analyzed. The patients were divided into two groups dependent on outcome, specifically non-survival and survival. Logistic regression was performed to determine the risk factors associated with in-hospital mortality. Results: Out of the 262 patients with melioidosis during the study period, 117 (44.7%) patients died. The mean age was 57.2 ± 14.4 years, and 193 (73.7%) patients were male. The most common comorbidity was diabetes (123, 46.9%), followed by chronic kidney disease (35, 13.4%) and chronic liver disease (31, 11.8%). Four risk factors were found to be associated with in-hospital mortality, including age (adjusted odds ratio (aOR) 1.04, 95%CI: 1.01–1.07), respiration rate (aOR 1.18, 95%CI: 1.06–1.32), abnormal chest X-ray finding (aOR 4.79, 95%CI: 1.98–11.59), and bicarbonate levels (CO2) (aOR 0.92, 95%CI: 0.85–0.99). Conclusions: Our study identified age, respiration rate, abnormal chest X-ray finding, and CO2 levels are predictive factors associated with in-hospital mortality in melioidosis patients. Physicians should be aware of these factors, have access to aggressive treatment options, and closely monitor patients with these risk factors. Full article
(This article belongs to the Section Infectious Disease)
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15 pages, 368 KiB  
Article
The First Latin Translation of Li 礼 from the Analects of Confucius: Roman Virtues or Religious Acts?
by Michele Ferrero
Religions 2024, 15(4), 505; https://doi.org/10.3390/rel15040505 (registering DOI) - 19 Apr 2024
Abstract
This article centers around the early translation of the term Li 礼 in the Analects of Confucius (论语). This Latin translation shows that the interpretation of the Confucian term Li 礼 mostly did not include any religious meaning. This article also centers on [...] Read more.
This article centers around the early translation of the term Li 礼 in the Analects of Confucius (论语). This Latin translation shows that the interpretation of the Confucian term Li 礼 mostly did not include any religious meaning. This article also centers on the personal formation of the Jesuits of that time. Taking Michele Ruggieri as reference, this article details how studies based on the Latin Classics (especially Cicero) provided them with a reference to interpret this term as unrelated to religious worship. When the Jesuits arrived in China, at the end of the Ming dynasty, strong emphasis was given to the proper etiquette towards state officials. This in turn derived from the situation in the imperial court. In this historical environment, the Confucian rites (Li 礼) were interpreted as “good manners”. This article also presents briefly the question of whether for Christians, Li 礼 as a proper social behavior inspired by a particular cultural tradition has any connection with or can be a problem for the rituals of the Christian tradition instituted by Jesus as vehicles of divine grace. Full article
16 pages, 2477 KiB  
Article
Tackling the Phylogeny of Lampreys—Insight from the Croatia’s Danube Basin
by Sara Pleše and Ivana Buj
Water 2024, 16(8), 1153; https://doi.org/10.3390/w16081153 (registering DOI) - 19 Apr 2024
Abstract
This research addresses the pressing issue of protecting endangered lamprey species in Croatia, a crucial element in preserving biodiversity, particularly in the face of increasing human-induced impacts on natural ecosystems due to global warming. Lampreys, a group of vertebrates with an ancient lineage, [...] Read more.
This research addresses the pressing issue of protecting endangered lamprey species in Croatia, a crucial element in preserving biodiversity, particularly in the face of increasing human-induced impacts on natural ecosystems due to global warming. Lampreys, a group of vertebrates with an ancient lineage, are not fully understood taxonomically, posing a challenge to conservation efforts. In the Danube and Adriatic basins of Croatia, where lampreys are found, the lack of modern molecular methods and analyses has hindered an accurate determination of species numbers. This study aimed to bridge this knowledge gap by assessing the genetic diversity and structure of identified lamprey species and lineages in Croatia using the gene for cytochrome b. The research revealed four distinct lineages within the species Eudontomyzon vladykovi Oliva and Zanandrea, 1959 and confirmed the presence of the species Eudontomyzon danfordi Regan, 1911 in Croatia. Genetic diversity and differentiation tests, coupled with molecular diagnostic analyses, indicated moderate to high levels of genetic diversity within and between the identified species and lineages, emphasizing the deep structuring within Eudontomyzon vladykovi species. These results highlight the significance of understanding lamprey taxonomy and genetic diversity for effective conservation. The study provides important insights into the intricate relationships and conservation needs of lampreys, and provides a basis for future discussions involving additional genetic markers. By gaining a comprehensive understanding of the taxonomy, ecology, and genetic diversity of lampreys, we can ensure their conservation and that of associated ecosystems. Full article
(This article belongs to the Special Issue Freshwater Ecosystems—Biodiversity and Protection)
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12 pages, 1782 KiB  
Article
Narirutin-Rich Celluclast Extract from Mandarin (Citrus unshiu) Peel Alleviates High-Fat Diet-Induced Obesity and Promotes Energy Metabolism in C57BL/6 Mice
by Seung Tae Im, Heejoo Kang, Jusang Kim, Song-Rae Kim, Kil-Nam Kim and Seung-Hong Lee
Int. J. Mol. Sci. 2024, 25(8), 4475; https://doi.org/10.3390/ijms25084475 (registering DOI) - 19 Apr 2024
Abstract
Mandarin peel, a main by-product from the processing of citrus juice, has been highlighted for its various bioactivities and functional ingredients. Our previous study proved the inhibitory effects of Celluclast extract from mandarin peel (MPCE) on lipid accumulation and differentiation in 3T3-L1 adipocytes. [...] Read more.
Mandarin peel, a main by-product from the processing of citrus juice, has been highlighted for its various bioactivities and functional ingredients. Our previous study proved the inhibitory effects of Celluclast extract from mandarin peel (MPCE) on lipid accumulation and differentiation in 3T3-L1 adipocytes. Therefore, the current study aimed to evaluate the anti-obesity effect of MPCE in high-fat diet (HFD)-induced obese mice. The high-performance liquid chromatography (HPLC) analysis exhibited that narirutin and hesperidin are the main active components of MPCE. Our current results showed that MPCE supplementation decreased adiposity by reducing body and organ weights in HFD-induced obese mice. MPCE also reduced triglyceride (TG), alanine transaminase (ALT), aspartate transaminase (AST), and leptin contents in the serum of HFD-fed mice. Moreover, MPCE significantly inhibited hepatic lipid accumulation by regulating the expression levels of proteins associated with lipid metabolism, including sterol regulatory element-binding protein (SREBP1c), fatty acid synthase (FAS), and acetyl-CoA carboxylase (ACC). Furthermore, MPCE administration significantly inhibited both adipogenesis and lipogenesis, with modulation of energy metabolism by activating 5′ adenosine monophosphate-activated protein kinase (AMPK) and lipolytic enzymes such as hormone-sensitive lipase (HSL) in the white adipose tissue (WAT). Altogether, our findings indicate that MPCE improves HFD-induced obesity and can be used as a curative agent in pharmaceuticals and nutraceuticals to alleviate obesity and related disorders. Full article
(This article belongs to the Section Bioactives and Nutraceuticals)
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13 pages, 1798 KiB  
Review
Daily Green Exposure, Mobility, and Health: A Scoping Review
by Tong Liu, Winifred E. Newman and Matthew H. E. M. Browning
Sustainability 2024, 16(8), 3412; https://doi.org/10.3390/su16083412 (registering DOI) - 19 Apr 2024
Abstract
Mounting evidence suggests urban greenery promotes physical activity and human health. However, scholars have differing views on defining or measuring the terms related to green mobility behavior (MB). Therefore, evaluating how green MB impacts health is challenging. After an initial review of the [...] Read more.
Mounting evidence suggests urban greenery promotes physical activity and human health. However, scholars have differing views on defining or measuring the terms related to green mobility behavior (MB). Therefore, evaluating how green MB impacts health is challenging. After an initial review of the literature on mobility, greenness, and health, we proposed “daily greenness exposure” (DGE) to define people’s exposure to natural/green settings. This approach lets us review and compare general and emerging measures of greenery exposure and differentiate study outcomes in MB and health. We identified 20 relevant Web of Science Core Collection studies during a scoping review completed in November 2021. Three types of DGE assessments were observed: ecological momentary, effect, and spatiotemporal. Four relationships were noted between DGE, MB, and health: moderation, mediation, independence, and undifferentiated. Incorporating these assessments and DGE modeling relationships contributes to better analysis and communication of environmental factors promoting health to environmental designers and policymakers. Full article
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22 pages, 2785 KiB  
Article
Comparison of Non-Covalent and Covalent Interactions between Lactoferrin and Chlorogenic Acid
by Zekun Li, Majida Al-Wraikat, Changchun Hao and Yongfeng Liu
Foods 2024, 13(8), 1245; https://doi.org/10.3390/foods13081245 (registering DOI) - 19 Apr 2024
Abstract
Adding polyphenols to improve the absorption of functional proteins has become a hot topic. Chlorogenic acid is a natural plant polyphenol with anti-inflammatory, antioxidant, and anticancer properties. Bovine lactoferrin is known for its immunomodulatory, anticancer, antibacterial, and iron-chelating properties. Therefore, the non-covalent binding [...] Read more.
Adding polyphenols to improve the absorption of functional proteins has become a hot topic. Chlorogenic acid is a natural plant polyphenol with anti-inflammatory, antioxidant, and anticancer properties. Bovine lactoferrin is known for its immunomodulatory, anticancer, antibacterial, and iron-chelating properties. Therefore, the non-covalent binding of chlorogenic acid (CA) and bovine lactoferrin (BLF) with different concentrations under neutral conditions was studied. CA was grafted onto lactoferrin molecules by laccase catalysis, free radical grafting, and alkali treatment. The formation mechanism of non-covalent and covalent complexes of CA-BLF was analyzed by experimental test and theoretical prediction. Compared with the control BLF, the secondary structure of BLF in the non-covalent complex was rearranged and unfolded to provide more active sites, the tertiary structure of the covalent conjugate was changed, and the amino group of the protein participated in the covalent reaction. After adding CA, the covalent conjugates have better functional activity. These lactoferrin–polyphenol couplings can carry various bioactive compounds to create milk-based delivery systems for encapsulation. Full article
(This article belongs to the Section Food Physics and (Bio)Chemistry)
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11 pages, 3812 KiB  
Article
The Effect of Bacteria-to-Calcium Ratio on Microbial-Induced Carbonate Precipitation (MICP) under Different Sequences of Calcium-Source Introduction
by Teng Zhao, Hongxiu Du and Ruihua Shang
Materials 2024, 17(8), 1881; https://doi.org/10.3390/ma17081881 (registering DOI) - 19 Apr 2024
Abstract
To explore the effects of the introduction order of calcium sources and the bacteria-to-calcium ratio on the microbially induced calcium carbonate precipitation (MICP) product CaCO3 and to achieve the regulation of CaCO3 crystal morphology, the mineralisation products of MICP were compared [...] Read more.
To explore the effects of the introduction order of calcium sources and the bacteria-to-calcium ratio on the microbially induced calcium carbonate precipitation (MICP) product CaCO3 and to achieve the regulation of CaCO3 crystal morphology, the mineralisation products of MICP were compared after combining bacteria and calcium at ratios of 1/9, 2/9, 3/9, 4/9, 5/9, and 6/9. A bacterial solution was combined with a urea solution in two calcium addition modes: calcium-first and calcium-later modes. Finally, under the calcium-first addition method, the output of high-purity vaterite-type CaCO3 was achieved at bacteria-to-calcium ratios of 2/9 and 3/9; under the calcium-later addition method, the output of calcite-type CaCO3 could be stabilised, and the change in the bacteria-to-calcium ratio did not have much effect on its crystalline shape. Full article
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14 pages, 410 KiB  
Article
Maternal One-Carbon Nutrient Intake and Risk of Being Overweight or Obese in Their Offspring—A Transgenerational Prospective Cohort Study
by Leonie H. Bogl, Susanne Strohmaier, Frank B. Hu, Walter C. Willett, A. Heather Eliassen, Jaime E. Hart, Qi Sun, Jorge E. Chavarro, Alison E. Field and Eva S. Schernhammer
Nutrients 2024, 16(8), 1210; https://doi.org/10.3390/nu16081210 (registering DOI) - 19 Apr 2024
Abstract
We aimed to investigate the associations between maternal intake of folate, vitamin B12, B6, B2, methionine, choline, phosphatidylcholine and betaine during the period surrounding pregnancy and offspring weight outcomes from birth to early adulthood. These associations were examined among 2454 mother–child pairs from [...] Read more.
We aimed to investigate the associations between maternal intake of folate, vitamin B12, B6, B2, methionine, choline, phosphatidylcholine and betaine during the period surrounding pregnancy and offspring weight outcomes from birth to early adulthood. These associations were examined among 2454 mother–child pairs from the Nurses’ Health Study II and Growing Up Today Study. Maternal energy-adjusted nutrient intakes were derived from food frequency questionnaires. Birth weight, body size at age 5 and repeated BMI measurements were considered. Overweight/obesity was defined according to the International Obesity Task Force (<18 years) and World Health Organization guidelines (18+ years). Among other estimands, we report relative risks (RRs) for offspring ever being overweight with corresponding 95% confidence intervals across quintiles of dietary factors, with the lowest quintile as the reference. In multivariate-adjusted models, higher maternal intakes of phosphatidylcholine were associated with a higher risk of offspring ever being overweight (RRQ5vsQ1 = 1.16 [1.01–1.33] p-trend: 0.003). The association was stronger among offspring born to mothers with high red meat intake (high red meat RRQ5vsQ1 = 1.50 [1.14–1.98], p-trend: 0.001; low red meat RRQ5vsQ1 = 1.05 [0.87–1.27], p-trend: 0.46; p-interaction = 0.13). Future studies confirming the association between a higher maternal phosphatidylcholine intake during pregnancy and offspring risk of being overweight or obese are needed. Full article
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16 pages, 602 KiB  
Article
Dead Men Talking: Ibn ‘Arabī’s Interactions with Messengers and Saints
by Ismail Lala
Religions 2024, 15(4), 504; https://doi.org/10.3390/rel15040504 (registering DOI) - 19 Apr 2024
Abstract
The mystical thinker Muhyi al-Din ibn ‘Arabī (d. 638/1240) had many audiences with the dead. This article explores who Ibn ‘Arabī interacted with, and how. Usually as dreams and visions, the meetings Ibn ‘Arabī had with messengers were generally at key milestones in [...] Read more.
The mystical thinker Muhyi al-Din ibn ‘Arabī (d. 638/1240) had many audiences with the dead. This article explores who Ibn ‘Arabī interacted with, and how. Usually as dreams and visions, the meetings Ibn ‘Arabī had with messengers were generally at key milestones in his life, or to confer particular distinctions upon him. A special subset of these visions was of Prophet Muḥammad specifically, and these were to derive a legal ruling from him, or because he was under the special care of the Prophet. Conversely, the audiences he had with departed saints were largely to do with more quotidian issues, either regarding his relationship with spiritual masters, or to correct a misapprehension about someone. Finally, but more seldom, he had physical interactions with corporealised spirits from beyond. As these betrayed a higher rank than mere visions, they were reminiscent of his audiences with messengers in that they confirmed his exalted spiritual rank. Full article
(This article belongs to the Special Issue Communication with the Dead)
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13 pages, 5297 KiB  
Article
Preparation of Hydrophobic Au Catalyst and Application in One-Step Oxidative Esterification of Methacrolein to Methyl Methacrylate
by Yanxia Zheng, Yubo Yang, Yixuan Li, Lu Cai, Xuanjiao Zhao, Bing Xue, Yuchao Li, Jiutao An and Jialiang Zhang
Molecules 2024, 29(8), 1854; https://doi.org/10.3390/molecules29081854 (registering DOI) - 19 Apr 2024
Abstract
The water produced during the oxidative esterification reaction occupies the active sites and reduces the activity of the catalyst. In order to reduce the influence of water on the reaction system, a hydrophobic catalyst was prepared for the one-step oxidative esterification of methylacrolein [...] Read more.
The water produced during the oxidative esterification reaction occupies the active sites and reduces the activity of the catalyst. In order to reduce the influence of water on the reaction system, a hydrophobic catalyst was prepared for the one-step oxidative esterification of methylacrolein (MAL) and methanol. The catalyst was synthesized by loading the active component Au onto ZnO using the deposition–precipitation method, followed by constructing the silicon shell on Au/ZnO using tetraethoxysilane (TEOS) to introduce hydrophobic groups. Trimethylchlorosilane (TMCS) was used as a hydrophobic modification reagent to prepare hydrophobic catalysts, which exhibited a water droplet contact angle of 111.2°. At a temperature of 80 °C, the hydrophobic catalyst achieved a high MMA selectivity of over 95%. The samples were characterized using XRD, N2 adsorption, ICP, SEM, TEM, UV-vis, FT-IR, XPS, and water droplet contact angle measurements. Kinetic analysis revealed an activation energy of 22.44 kJ/mol for the hydrophobic catalyst. Full article
(This article belongs to the Special Issue Design, Synthesis and Application of Heterogeneous Catalysts)
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19 pages, 6789 KiB  
Article
Complete Neuron Reconstruction Based on Branch Confidence
by Ying Zeng and Yimin Wang
Brain Sci. 2024, 14(4), 396; https://doi.org/10.3390/brainsci14040396 (registering DOI) - 19 Apr 2024
Abstract
In the past few years, significant advancements in microscopic imaging technology have led to the production of numerous high-resolution images capturing brain neurons at the micrometer scale. The reconstructed structure of neurons from neuronal images can serve as a valuable reference for research [...] Read more.
In the past few years, significant advancements in microscopic imaging technology have led to the production of numerous high-resolution images capturing brain neurons at the micrometer scale. The reconstructed structure of neurons from neuronal images can serve as a valuable reference for research in brain diseases and neuroscience. Currently, there lacks an accurate and efficient method for neuron reconstruction. Manual reconstruction remains the primary approach, offering high accuracy but requiring significant time investment. While some automatic reconstruction methods are faster, they often sacrifice accuracy and cannot be directly relied upon. Therefore, the primary goal of this paper is to develop a neuron reconstruction tool that is both efficient and accurate. The tool aids users in reconstructing complete neurons by calculating the confidence of branches during the reconstruction process. The method models the neuron reconstruction as multiple Markov chains, and calculates the confidence of the connections between branches by simulating the reconstruction artifacts in the results. Users iteratively modify low-confidence branches to ensure precise and efficient neuron reconstruction. Experiments on both the publicly accessible BigNeuron dataset and a self-created Whole-Brain dataset demonstrate that the tool achieves high accuracy similar to manual reconstruction, while significantly reducing reconstruction time. Full article
(This article belongs to the Section Computational Neuroscience and Neuroinformatics)
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6 pages, 1193 KiB  
Editorial
CDK Inhibitors and FDA: Approved and Orphan
by Jonas Cicenas and Jokubas Simkus
Cancers 2024, 16(8), 1555; https://doi.org/10.3390/cancers16081555 (registering DOI) - 19 Apr 2024
Abstract
The protein kinases are a large family of enzymes which catalyze protein phosphorylation at certain amino acids [...] Full article
(This article belongs to the Topic Kinases in Cancer and Other Diseases, 2nd Edition)
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12 pages, 1845 KiB  
Article
Multi-Omics Integration for Liver Cancer Using Regression Analysis
by Aditya Raj, Ruben C. Petreaca and Golrokh Mirzaei
Curr. Issues Mol. Biol. 2024, 46(4), 3551-3562; https://doi.org/10.3390/cimb46040222 (registering DOI) - 19 Apr 2024
Abstract
Genetic biomarkers have played a pivotal role in the classification, prognostication, and guidance of clinical cancer therapies. Large-scale and multi-dimensional analyses of entire cancer genomes, as exemplified by projects like The Cancer Genome Atlas (TCGA), have yielded an extensive repository of data that [...] Read more.
Genetic biomarkers have played a pivotal role in the classification, prognostication, and guidance of clinical cancer therapies. Large-scale and multi-dimensional analyses of entire cancer genomes, as exemplified by projects like The Cancer Genome Atlas (TCGA), have yielded an extensive repository of data that holds the potential to unveil the underlying biology of these malignancies. Mutations stand out as the principal catalysts of cellular transformation. Nonetheless, other global genomic processes, such as alterations in gene expression and chromosomal re-arrangements, also play crucial roles in conferring cellular immortality. The incorporation of multi-omics data specific to cancer has demonstrated the capacity to enhance our comprehension of the molecular mechanisms underpinning carcinogenesis. This report elucidates how the integration of comprehensive data on methylation, gene expression, and copy number variations can effectively facilitate the unsupervised clustering of cancer samples. We have identified regressors that can effectively classify tumor and normal samples with an optimal integration of RNA sequencing, DNA methylation, and copy number variation while also achieving significant p-values. Further, these regressors were trained using linear and logistic regression with k-means clustering. For comparison, we employed autoencoder- and stacking-based omics integration and computed silhouette scores to evaluate the clusters. The proof of concept is illustrated using liver cancer data. Our analysis serves to underscore the feasibility of unsupervised cancer classification by considering genetic markers beyond mutations, thereby emphasizing the clinical relevance of additional global cellular parameters that contribute to the transformative process in cells. This work is clinically relevant because changes in gene expression and genomic re-arrangements have been shown to be signatures of cellular transformation across cancers, as well as in liver cancers. Full article
(This article belongs to the Section Bioinformatics and Systems Biology)
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18 pages, 11996 KiB  
Article
Ultrarobust Actuator Comprising High-Strength Carbon Fibers and Commercially Available Polycarbonate with Multi-Stimulus Responses and Programmable Deformation
by Jie Sheng, Shengkun Jiang, Tie Geng, Zhengqiang Huang, Jiquan Li and Lin Jiang
Polymers 2024, 16(8), 1144; https://doi.org/10.3390/polym16081144 (registering DOI) - 19 Apr 2024
Abstract
Polymer-based actuators have gained extensive attention owing to their potential applications in aerospace, soft robotics, etc. However, poor mechanical properties, the inability of multi-stimuli response and programmable deformation, and the costly fabrication procedure have significantly hindered their practical application. Herein, these issues are [...] Read more.
Polymer-based actuators have gained extensive attention owing to their potential applications in aerospace, soft robotics, etc. However, poor mechanical properties, the inability of multi-stimuli response and programmable deformation, and the costly fabrication procedure have significantly hindered their practical application. Herein, these issues are overcome via a simple and scalable one-step molding method. The actuator is fabricated by hot-pressing commercial unidirectional carbon fiber/epoxy prepregs with a commodity PC membrane. Notable CTE differences between the CF and PC layers endow the bilayer actuator with fast and reliable actuation deformation. Benefiting from the high strength of CF, the actuator exhibits excellent mechanical performance. Moreover, the anisotropy of CF endows the actuator with design flexibility. Furthermore, the multifunction of CF makes the actuator capable of responding to thermal, optical, and electrical stimulation simultaneously. Based on the bilayer actuator, we successfully fabricated intelligent devices such as light-driven biomimetic flowers, intelligent grippers, and gesture-simulating apparatuses, which further validate the programmability and multi-stimuli response characteristics of this actuator. Strikingly, the prepared gripper possesses a grasping capacity approximately 31.2 times its own weight. It is thus believed that the concept presented paves the way for building next-generation robust robotics. Full article
(This article belongs to the Section Smart and Functional Polymers)
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22 pages, 3736 KiB  
Article
Sexually Transmitted Infections in Adolescents and Young Adults: A Cross Section of Public Health
by Nunzia Cannovo, Elena Bianchini, Luciana Gironacci, Elisabetta Garbati, Filiberto Di Prospero, Mariano Cingolani, Roberto Scendoni and Piergiorgio Fedeli
Int. J. Environ. Res. Public Health 2024, 21(4), 501; https://doi.org/10.3390/ijerph21040501 (registering DOI) - 19 Apr 2024
Abstract
Introduction. Sexually transmitted infections (STIs) can be caused by a number of microorganisms that vary greatly in size, life cycle, clinical manifestations, and sensitivity to available treatments. Transmission of STIs can occur during unprotected (or condomless) sexual contact and through the exchange of [...] Read more.
Introduction. Sexually transmitted infections (STIs) can be caused by a number of microorganisms that vary greatly in size, life cycle, clinical manifestations, and sensitivity to available treatments. Transmission of STIs can occur during unprotected (or condomless) sexual contact and through the exchange of body fluids during any type of activity. The prevalence of sexually transmitted diseases remains high in the world, despite diagnostic and therapeutic improvements for these infectious diseases that rapidly eliminate the contagiousness of patients. Our study determines the prevalence of STI pathogens in adolescents and young adults in the population of the Province of Macerata (Italy). We will analyze data in correspondence to age and gender, and we will compare our results to international studies. Materials and Method. We analyzed STI test results from the entire database of a Provincial Health Authority for the period 2021–2022. The samples came from the following age groups: 0–12, 13–18, 19–25, and 26–35 from 2021 to 2022. The results came from vaginal and cervical swabs (for females); urethral, rectal, and pharyngeal swabs (for males and females); and seminal fluid (for males) for the following infections: HPV, Chlamydia trachomatis, Mycoplasma genitalium, Ureaplasmas, Gardnerella, Trichomonas vaginalis, Neisseria gonorrhoeae, and Treponema pallidum. The results also came from blood tests for HIV, hepatitis C, hepatitis B, and Treponema pallidum (TPHA, VDRL). In addition, we examined results from urine tests for chlamydia, Neisseria gonorrhoeae, trichomonas, and Treponema pallidum. Conclusions. The literature for other countries reports the need for comprehensive, culturally and developmentally sensitive care to address sexuality-related issues in adolescents and young adults, a need that also applies to Italy. These data will be of great importance in adopting evidence-based STI control programs in Marche Region. This study could, indeed, represent a landmark for public health officials and professionals, with the aim of promoting adolescents’ access to sexual health services to receive useful information, strengthening preventive measures in younger age groups, and designing sexual education programs. Full article
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