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23 pages, 1502 KiB  
Article
Development of a New Generalizable, Multivariate, and Physical-Body-Response-Based Extreme Heatwave Index
by Marcio Cataldi, Vitor Luiz Victalino Galves, Leandro Alcoforado Sphaier, Ginés Garnés-Morales, Victoria Gallardo, Laurel Molina Párraga, Juan Pedro Montávez and Pedro Jimenez-Guerrero
Atmosphere 2024, 15(12), 1541; https://doi.org/10.3390/atmos15121541 (registering DOI) - 22 Dec 2024
Abstract
The primary goal of this study is to introduce the initial phase of developing an impact-based forecasting system for extreme heatwaves, utilizing a novel multivariate index which, at this early stage, already employs a combination of a statistical approach and physical principles related [...] Read more.
The primary goal of this study is to introduce the initial phase of developing an impact-based forecasting system for extreme heatwaves, utilizing a novel multivariate index which, at this early stage, already employs a combination of a statistical approach and physical principles related to human body water loss. This system also incorporates a mitigation plan with hydration-focused measures. Since 1990, heatwaves have become increasingly frequent and intense across many regions worldwide, particularly in Europe and Asia. The main health impacts of heatwaves include organ strain and damage, exacerbation of cardiovascular and kidney diseases, and adverse reproductive effects. These consequences are most pronounced in individuals aged 65 and older. Many national meteorological services have established metrics to assess the frequency and severity of heatwaves within their borders. These metrics typically rely on specific threshold values or ranges of near-surface (2 m) air temperature, often derived from historical extreme temperature records. However, to our knowledge, only a few of these metrics consider the persistence of heatwave events, and even fewer account for relative humidity. In response, this study aims to develop a globally applicable normalized index that can be used across various temporal scales and regions. This index incorporates the potential health risks associated with relative humidity, accounts for the duration of extreme heatwave events, and is exponentially sensitive to exposure to extreme heat conditions above critical thresholds of temperature. This novel index could be more suitable/adapted to guide national meteorological services when emitting warnings during extreme heatwave events about the health risks on the population. The index was computed under two scenarios: first, in forecasting heatwave episodes over a specific temporal horizon using the WRF model; second, in evaluating the relationship between the index, mortality data, and maximum temperature anomalies during the 2003 summer heatwave in Spain. Moreover, the study assessed the annual trend of increasing extreme heatwaves in Spain using ERA5 data on a climatic scale. The results show that this index has considerable potential as a decision-support and health risk assessment tool. It demonstrates greater sensitivity to extreme risk episodes compared to linear evaluations of extreme temperatures. Furthermore, its formulation aligns with the physical mechanisms of water loss in the human body, while also factoring in the effects of relative humidity. Full article
(This article belongs to the Special Issue Prediction and Modeling of Extreme Weather Events)
15 pages, 663 KiB  
Article
Threats to the Dignity of People with Advanced Illness Who Are Treated in Emergency Departments: A Qualitative Study
by Alba Fernández-Férez, Ousmane Berthe-Kone, Gonzalo Granero-Heredia, Matías Correa-Casado, María del Mar Jiménez-Lasserrotte, Álvaro Martínez-Bordajandi and José Granero-Molina
Healthcare 2024, 12(24), 2581; https://doi.org/10.3390/healthcare12242581 (registering DOI) - 22 Dec 2024
Viewed by 118
Abstract
Background: Dignity is a key element in end-of-life care. Patients with advanced illness attend the emergency department to seek symptom relief but may find their dignity under threat in these services. Objective: The purpose of the study was to explore the threats to [...] Read more.
Background: Dignity is a key element in end-of-life care. Patients with advanced illness attend the emergency department to seek symptom relief but may find their dignity under threat in these services. Objective: The purpose of the study was to explore the threats to dignity perceived by people with advanced illnesses who are treated in emergency departments. Methods: A descriptive qualitative study was designed for which 18 patients with advanced illnesses were interviewed after being seen in an emergency department. The study complied with the principles of the Declaration of Helsinki for medical research involving human subjects. Results: Two themes were developed from the data analysis that shed light on how patients with advanced illnesses perceive threats to their dignity when seen in emergency departments: (1) “when care focused on diagnosis and treatment limits the dignity of the patient with advanced illness” and (2) “the social dimension of dignity in people with advanced illness in emergency departments”. Conclusions: We conclude that the structural, organizational, and care characteristics of emergency departments may pose a threat to the dignity of people with advanced illnesses who attend the emergency department. Family members, professionals, and other patients can both guarantee and threaten the dignity of people with advanced illnesses when they are treated in emergency departments. Full article
(This article belongs to the Special Issue New Insights into Understudied Phenomena in Healthcare)
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<p>Example of the process of generating units of meaning and subthemes. 18:76: quotation number 76 in the document number 18. ¶ 55: paragraph. P18: Participant 18.</p>
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18 pages, 1087 KiB  
Article
House Mice in the Atlantic Region: Genetic Signals of Their Human Transport
by Sofia I. Gabriel, Jonathan J. Hughes, Jeremy S. Herman, John F. Baines, Mabel D. Giménez, Melissa M. Gray, Emilie A. Hardouin, Bret A. Payseur, Peter G. Ryan, Alejandro Sánchez-Chardi, Rainer G. Ulrich, Maria da Luz Mathias and Jeremy B. Searle
Genes 2024, 15(12), 1645; https://doi.org/10.3390/genes15121645 (registering DOI) - 21 Dec 2024
Viewed by 233
Abstract
Background/Objectives: The colonization history of house mice reflects the maritime history of humans that passively transported them worldwide. We investigated western house mouse colonization in the Atlantic region through studies of mitochondrial D-loop DNA sequences from modern specimens. Methods: We assembled a dataset [...] Read more.
Background/Objectives: The colonization history of house mice reflects the maritime history of humans that passively transported them worldwide. We investigated western house mouse colonization in the Atlantic region through studies of mitochondrial D-loop DNA sequences from modern specimens. Methods: We assembled a dataset of 758 haplotypes derived from 2765 mice from 47 countries/oceanic archipelagos (a combination of new and published data). Our maximum likelihood phylogeny recovered five previously identified clades, and we used the haplotype affinities within the phylogeny to infer house mouse colonization history, employing statistical tests and indices. From human history, we predefined four European source areas for mice in the Atlantic region (Northern Europe excluding Scandinavia, Southern Europe, Scandinavia, and Macaronesia) and we investigated the colonization from these source areas to different geographic areas in the Atlantic region. Results: Our inferences suggest mouse colonization of Scandinavia itself from Northern Europe, and Macaronesia from both Southern Europe and Scandinavia/Germany (the latter likely representing the transport of mice by Vikings). Mice on North Atlantic islands apparently derive primarily from Scandinavia, while for South Atlantic islands, North America, and Sub-Saharan Africa, the clearest source is Northern Europe, although mice on South Atlantic islands also had genetic inputs from Macaronesia and Southern Europe (for Tristan da Cunha). Macaronesia was a stopover for Atlantic voyages, creating an opportunity for mouse infestation. Mice in Latin America also apparently had multiple colonization sources, with a strong Southern European signal but also input from Northern Europe and/or Macaronesia. Conclusions: D-loop sequences help discern the broad-scale colonization history of house mice and new perspectives on human history. Full article
(This article belongs to the Collection Feature Papers in ‘Animal Genetics and Genomics’)
15 pages, 1295 KiB  
Article
Predictive Factors of the Degrees of Malnutrition According to GLIM Criteria in Head and Neck Cancer Patients: Valor Group
by Francisco Javier Vílchez-López, María González-Pacheco, Rocío Fernández-Jiménez, María Teresa Zarco-Martín, Montserrat Gonzalo-Marín, Jesús Cobo-Molinos, Alba Carmona-Llanos, Araceli Muñoz-Garach, Pedro Pablo García-Luna, Aura D. Herrera-Martínez, Felisa Pilar Zarco-Rodríguez, María del Carmen Galindo-Gallardo, Luis Miguel-Luengo, María Luisa Fernández-Soto and José Manuel García-Almeida
Cancers 2024, 16(24), 4255; https://doi.org/10.3390/cancers16244255 (registering DOI) - 21 Dec 2024
Viewed by 310
Abstract
Background: Malnutrition is highly prevalent in patients with head and neck cancer, with relevant consequences in the treatment results. Methods: Multicenter observational study including 514 patients diagnosed with HNC. The morphofunctional assessment was carried out during the first 2 weeks of radiotherapy treatment. [...] Read more.
Background: Malnutrition is highly prevalent in patients with head and neck cancer, with relevant consequences in the treatment results. Methods: Multicenter observational study including 514 patients diagnosed with HNC. The morphofunctional assessment was carried out during the first 2 weeks of radiotherapy treatment. A correlation analysis between nutritional variables and groups of malnutrition, a multivariate logistic regression analysis, and a random forest analysis to select the most relevant variables to predict malnutrition were performed. Results: In total, 51.6% were undernourished (26.3% moderately and 25.3% severely). There was a negative correlation between morphofunctional variables and a positive correlation between hsCRP and well vs. moderate and well vs. severe malnutrition groups. The increase in different bioelectrical and ultrasound parameters was associated with a lower risk of moderate and severe malnutrition when groups with different degrees of malnutrition were compared. To predict the importance of morphofunctional variables on the risk of undernutrition, a nomogram, a random forest, and decision tree models were conducted. For the well vs. moderate, for the well vs. severe, and for the moderate vs. severe malnutrition groups, FFMI (cut-off < 20 kg/m2), BCMI (cut-off < 7.6 kg/m2), and RF-Y-axis (cut-off < 0.94 cm), respectively, were the most crucial variables, showing a greater probability of mortality in the two last comparisons. Conclusions: Malnutrition is very prevalent in HNC patients. Morphofunctional assessment with simple tools such as electrical impedance and muscle ultrasound allows an early nutritional diagnosis with an impact on survival. Therefore, these techniques should be incorporated into the daily clinical attention of patients with HNC. Full article
(This article belongs to the Section Cancer Causes, Screening and Diagnosis)
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<p>Significant correlations between body composition parameters assessed by BIVA and ultrasound nutritional evaluation, biochemical nutritional parameters, and sarcopenia (* <span class="html-italic">p</span> &lt; 0.05; ** <span class="html-italic">p</span> &lt; 0.01; *** <span class="html-italic">p</span> &lt; 0.001). BIVA: Bioelectrical impedance vector analysis.</p>
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<p>Clinical algorithm for predicting malnutrition in HNC patients using body composition parameters determined by BIVA ultrasound nutritional evaluation. (<b>A</b>) Random forest evaluating the most important variable between well-nourished and moderate malnutrition groups. (<b>B</b>) Decision tree model for well-nourished vs. moderate malnutrition group. (<b>C</b>) Survival analysis comparing the group of well-nourished vs. moderate malnutrition group. (<b>D</b>) Random forest evaluating the most important variable between well-nourished and severe malnutrition groups. (<b>E</b>) Decision tree model for well-nourished vs. severe malnutrition groups. (<b>F</b>) Survival analysis comparing the well-nourished group with the severe malnutrition group. (<b>G</b>) Random forest evaluating the most important variable between moderate and severe malnutrition groups. (<b>H</b>) Decision tree model for moderate vs. severe malnutrition groups. (<b>I</b>). Survival analysis comparing the moderate and severe malnutrition groups.</p>
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18 pages, 3040 KiB  
Article
Bioconvective Flow Characteristics of NEPCM–Water Nanofluid over an Inclined Cylinder in Porous Medium: An Extended Darcy Model Approach
by Bikash Das, Sahin Ahmed and Joaquín Zueco
Mathematics 2024, 12(24), 4012; https://doi.org/10.3390/math12244012 (registering DOI) - 20 Dec 2024
Viewed by 365
Abstract
Bioconvection phenomena play a pivotal role in diverse applications, including the synthesis of biological polymers and advancements in renewable energy technologies. This study develops a comprehensive mathematical model to examine the effects of key parameters, such as the Lewis number (Lb), Peclet number [...] Read more.
Bioconvection phenomena play a pivotal role in diverse applications, including the synthesis of biological polymers and advancements in renewable energy technologies. This study develops a comprehensive mathematical model to examine the effects of key parameters, such as the Lewis number (Lb), Peclet number (Pe), volume fraction (φ), and angle of inclination (α), on the flow and heat transfer characteristics of a nanofluid over an inclined cylinder embedded in a non-Darcy porous medium. The investigated nanofluid comprises nano-encapsulated phase-change materials (NEPCMs) dispersed in water, offering enhanced thermal performance. The governing non-linear partial differential equations are transformed into dimensionless ordinary differential equations using similarity transformations and solved numerically via the Network Simulation Method (NSM) and an implicit Runge–Kutta method implemented through the bvp4c routine in MATLAB R2021a. Validation against the existing literature confirms the accuracy and reliability of the numerical approach, with strong convergence observed. Quantitative analysis reveals that an increase in the Peclet number reduces the shear stress at the cylinder wall by up to 18% while simultaneously enhancing heat transfer by approximately 12%. Similarly, the angle of inclination (α) significantly boosts heat transmission rates. Additionally, higher Peclet and Lewis numbers, along with greater nanoparticle volume fractions, amplify the density gradient of microorganisms, intensifying the bioconvection process by nearly 15%. These findings underscore the critical interplay between bioconvection and transport phenomena, providing a framework for optimizing bioconvection-driven heat and mass transfer systems. The insights from this investigation hold substantial implications for industrial processes and renewable energy technologies, paving the way for improved efficiency in applications such as thermal energy storage and advanced cooling systems. Full article
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<p>Physical flow configuration.</p>
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<p>Network scheme for the momentum equation.</p>
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<p>Influence of <math display="inline"><semantics> <mrow> <mi>ϵ</mi> </mrow> </semantics></math> and <math display="inline"><semantics> <mrow> <mi>L</mi> <mi>b</mi> </mrow> </semantics></math> over the (<b>a</b>) velocity, (<b>b</b>) temperature, (<b>c</b>) concentration, and (<b>d</b>) density of motile microorganisms.</p>
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<p>Influence of <math display="inline"><semantics> <mrow> <mi>P</mi> <mi>e</mi> </mrow> </semantics></math> and <math display="inline"><semantics> <mrow> <mi>φ</mi> </mrow> </semantics></math> over (<b>a</b>) velocity, (<b>b</b>) temperature, (<b>c</b>) concentration, and (<b>d</b>) density of motile microorganisms.</p>
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<p>Influence of <math display="inline"><semantics> <mrow> <mi>K</mi> </mrow> </semantics></math> and <math display="inline"><semantics> <mrow> <mi>F</mi> <mi>r</mi> </mrow> </semantics></math> over (<b>a</b>) velocity, (<b>b</b>) temperature, (<b>c</b>) concentration, and (<b>d</b>) density of motile microorganism.</p>
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21 pages, 2045 KiB  
Article
Comparison of Sulfamethoxazole Removal Efficiency Using Polyethersulfone Ultrafiltration Membrane Modified by Various Methods
by Asunción María Hidalgo, María Dolores Murcia, María Gómez, M. Mar Collado-González, María Claudia Montiel and Marta Martínez
Materials 2024, 17(24), 6247; https://doi.org/10.3390/ma17246247 (registering DOI) - 20 Dec 2024
Viewed by 227
Abstract
Nowadays, there is a growing interest in membrane modification processes to improve their characteristics and the effectiveness of their treatments and reduce the possible fouling. In this sense, in this work, a modification of an ultrafiltration membrane with three different materials has been [...] Read more.
Nowadays, there is a growing interest in membrane modification processes to improve their characteristics and the effectiveness of their treatments and reduce the possible fouling. In this sense, in this work, a modification of an ultrafiltration membrane with three different materials has been carried out: reduced graphene oxide (rGO), chitosan and MgCl2. For both the native and the modified membranes, a study has been carried out to remove the emerging contaminant sulfamethoxazole (SMX). SEM and SEM-EDX analyses have been performed to confirm membrane surface modifications. In the characterisation of the membranes, it is noteworthy that the values of the permeability coefficient, Aw, have been lower in the modified membranes, which is unexpected. Regarding the pollutant removal tests, the influence of pressure and initial concentration on permeate flux and rejections has been studied. Native membrane shows the highest permeate flux values. Comparing the modified membranes, the highest rejection values are obtained with the rGO-modified membrane, which can be explained by its greater hydrophilic character. Finally, a fouling study was carried out, verifying that in almost all cases, fouling occurs after the passage of the pollutant due to the blockage of the membrane pores. Full article
(This article belongs to the Special Issue Development and Application of Novel Membranes (2nd Edition))
13 pages, 3343 KiB  
Article
Raman, MIR, VNIR, and LIBS Spectra of Szomolnokite, Rozenite, and Melanterite: Martian Implications
by Xiai Zhuo, Ruize Zhang, Erbin Shi, Jiahui Liu and Zongcheng Ling
Universe 2024, 10(12), 462; https://doi.org/10.3390/universe10120462 - 19 Dec 2024
Viewed by 256
Abstract
Different sulfates (Ca-, Mg, and Fe- sulfates) have been extensively detected on the Martian surface. As one of the Martian sulfates, the presence of ferrous sulfates will provide valuable clues about the redox environment, hydrological processes, and climatic history of ancient Mars. In [...] Read more.
Different sulfates (Ca-, Mg, and Fe- sulfates) have been extensively detected on the Martian surface. As one of the Martian sulfates, the presence of ferrous sulfates will provide valuable clues about the redox environment, hydrological processes, and climatic history of ancient Mars. In this study, three hydrated ferrous sulfates were prepared in the laboratory by heating dehydration reactions. These samples were analyzed using X-ray Diffraction (XRD) to confirm their phase and homogeneity. Subsequently, Raman, mid-infrared (MIR) spectra, visible near-infrared (VNIR) spectra, and laser-induced breakdown spectroscopy (LIBS) were measured and analyzed. The results demonstrate that the spectra of three hydrated ferrous sulfates exhibit distinctive features (e.g., the v1 and v3 features of SO42 tetrahedra in their Raman and MIR spectra) that can offer new insights for identifying different ferrous sulfates on Mars and aid in the interpretation of in-situ data collected by instruments such as the Scanning Habitable Environments with Raman & Luminescence for Organics & Chemicals (SHERLOC), SuperCam, and ChemCam, etc. Full article
(This article belongs to the Section Planetary Sciences)
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<p>Crystal structures of (<b>a</b>) FeSO<sub>4</sub>⋅H<sub>2</sub>O, (<b>b</b>) FeSO4⋅4H<sub>2</sub>O, and (<b>c</b>) FeSO<sub>4</sub>⋅7H<sub>2</sub>O.</p>
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<p>The XRD pattern of three hydrated ferrous sulfates.</p>
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<p>The Raman spectra of three hydrated ferrous sulfates.</p>
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<p>The MIR spectra of three hydrated ferrous sulfates.</p>
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<p>The VNIR spectra of three hydrated ferrous sulfates.</p>
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<p>The laser-induced breakdown spectroscopy (LIBS) spectra of three hydrated ferrous sulfates were obtained from (<b>a</b>) the Earth environment and (<b>b</b>) Mars-like conditions.</p>
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18 pages, 6588 KiB  
Article
Three-Year Follow-Up Assessment of Anthropogenic Contamination in the Nichupte Lagoon
by Jorge Herrera-Silveira, Flor Arcega-Cabrera, Karina León-Aguirre, Elizabeth Lamas-Cosio, Ismael Oceguera-Vargas, Elsa Noreña-Barroso, Daniela Medina-Euán and Claudia Teutli-Hernández
Appl. Sci. 2024, 14(24), 11889; https://doi.org/10.3390/app142411889 - 19 Dec 2024
Viewed by 462
Abstract
Tourism still represents a means of generating revenues in the coastal areas in the Mexican Caribbean, despite the growing concern about the social and environmental impacts. The Nichupte Lagoon System (NLS), the most representative lagoon of Quintana Roo State for being in the [...] Read more.
Tourism still represents a means of generating revenues in the coastal areas in the Mexican Caribbean, despite the growing concern about the social and environmental impacts. The Nichupte Lagoon System (NLS), the most representative lagoon of Quintana Roo State for being in the middle of Cancun’s hotel development, has experienced a continuous drop-off in its water quality due to several factors, including dredging and wastewater discharges from different anthropogenic activities, which modify the flux of nutrients, increase the number of pathogenic microorganisms, and promote physicochemical changes in this ecosystem. Three sampling campaigns (2018, 2019, and 2020) were carried out in the NLS in August, which is the month of greatest tourist occupancy. To evidence the presence of anthropogenic wastewater in the NLS, the caffeine tracer was used, and to determine the water quality, 43 sampling stations were monitored for “in situ” physicochemical parameters (salinity and dissolved oxygen), and water samples were collected for the quantification of nutrients (NO2 + NO3, NH4+, SRP and SRSi) and chlorophyll-a (Chl-a). For data analysis, the lagoon was subdivided into five zones (ZI, ZII, ZIII, ZIV, and ZV). Caffeine spatial and time variation evidence (1) the presence of anthropogenic wastewater in all areas of the NLS probably resulting from the tourist activity, and (2) wastewater presence is directly influenced by the coupling of the hydrological changes driven by anomalous rain events and the number of tourists. This same tendency was observed for nutrients that increased from 2018 to 2019 and the trophic state changed from oligotrophic to hypertrophic in all areas, as a result of previous anomalous precipitations in 2018, followed by normal precipitations in 2019. From 2019 to 2020, the nutrients decreased due to the drop in tourism due to COVID-19, promoting fewer nutrients in the lagoon, but, also coupled with an anomalous precipitation event (Cristobal storm), resulted in a dilution phenomenon and an oligotrophic state. The cluster analysis indicated that the least similar zones in the lagoon were the ZI and ZV due to their geomorphology that restricts the connection with the rest of the system. Principal component analysis revealed that wastewater presence evidenced by the caffeine tracer had a positive association with dissolved oxygen and chlorophyll-a, indicating that the arrival of nutrients from wastewater amongst other sources promotes algal growth, but this could develop into an eutrophic or hypertrophic state under normal precipitation conditions as seen in 2019. This study shows the relevance of monitoring in time of vulnerable karstic systems that could be affected by anthropogenic contamination from wastewater inputs, stressing the urgent need for efficient wastewater treatment in the area. The tourist industry in coastal karstic lagoons such as the NLS must have a Wastewater Treatment Program as a compensation measure for the anthropic pressure that is negatively changing the water quality of this highly relevant socio-environmental system. Full article
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<p>Location of the sampling stations along the five main zones of the Nichupte Lagoon System and the main current patterns in the lagoon (represented by the dashed arrows) adapted from the numerical model by [<a href="#B11-applsci-14-11889" class="html-bibr">11</a>]. Land use is a modification of the metadata obtained from the National Biodiversity Information System, SNIB for its initials in Spanish [<a href="#B18-applsci-14-11889" class="html-bibr">18</a>].</p>
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<p>Average annual variation in the concentration of caffeine and number of tourists (<b>left</b> side) and monthly precipitation in Cancun 2018–2020 (<b>right</b> side).</p>
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<p>Distribution of caffeine throughout the zones of the NLS in the three-year follow-up.</p>
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<p>Spatial and temporal variations in the NLS of (<b>a</b>) NO<sub>3</sub><sup>−</sup>, (<b>b</b>) NO<sub>2</sub><sup>−</sup>, (<b>c</b>) NH<sub>4</sub><sup>+</sup>, (<b>d</b>) SRP, (<b>e</b>) SRSi, (<b>f</b>) Cha-a, (<b>g</b>) salinity, and (<b>h</b>) DO.</p>
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<p>Spatial and temporal variations in the NLS of (<b>a</b>) NO<sub>3</sub><sup>−</sup>, (<b>b</b>) NO<sub>2</sub><sup>−</sup>, (<b>c</b>) NH<sub>4</sub><sup>+</sup>, (<b>d</b>) SRP, (<b>e</b>) SRSi, (<b>f</b>) Cha-a, (<b>g</b>) salinity, and (<b>h</b>) DO.</p>
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<p>Spatial and temporal variations in the NLS of (<b>a</b>) NO<sub>3</sub><sup>−</sup>, (<b>b</b>) NO<sub>2</sub><sup>−</sup>, (<b>c</b>) NH<sub>4</sub><sup>+</sup>, (<b>d</b>) SRP, (<b>e</b>) SRSi, (<b>f</b>) Cha-a, (<b>g</b>) salinity, and (<b>h</b>) DO.</p>
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<p>Spatial and temporal variations in the NLS of (<b>a</b>) NO<sub>3</sub><sup>−</sup>, (<b>b</b>) NO<sub>2</sub><sup>−</sup>, (<b>c</b>) NH<sub>4</sub><sup>+</sup>, (<b>d</b>) SRP, (<b>e</b>) SRSi, (<b>f</b>) Cha-a, (<b>g</b>) salinity, and (<b>h</b>) DO.</p>
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<p>Overall water quality health status of the NLS in 2018, 2019, and 2020.</p>
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<p>Cluster analysis by NLS area.</p>
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<p>Principal component analysis of the measured variables in the NSL.</p>
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17 pages, 1967 KiB  
Article
Machine Learning for Sustainable Portfolio Optimization Applied to a Water Market
by María Antonia Truyols-Pont, Amelia Bilbao-Terol and Mar Arenas-Parra
Mathematics 2024, 12(24), 3975; https://doi.org/10.3390/math12243975 - 18 Dec 2024
Viewed by 435
Abstract
This study introduces a novel methodology that integrates the Black–Litterman model with Long Short-Term Memory Neural Networks (BL–LSTM). We use predictions from the LSTM as views in the Black–Litterman model. The resulting portfolio performs better than the traditional mean-variance (MV) and exchange-traded funds [...] Read more.
This study introduces a novel methodology that integrates the Black–Litterman model with Long Short-Term Memory Neural Networks (BL–LSTM). We use predictions from the LSTM as views in the Black–Litterman model. The resulting portfolio performs better than the traditional mean-variance (MV) and exchange-traded funds (ETFs) used as benchmarks. The proposal empowers investors to make more insightful decisions, drawing from a synthesis of historical data and advanced predictive techniques. This methodology is applied to a water market. Investing in the water market allows investors to actively support sustainable water solutions while potentially benefiting from the sector’s growth, contributing to achieving SDG 6. In addition, our modeling allows for companies’ environmental, social, and governance (ESG) scores to be considered in the portfolio construction process. In this case, investors’ decisions take into account companies’ socially responsible behavior in a broad sense, including aspects related to decent work, respect for indigenous communities and diversity, and the absence of corruption, among others. Therefore, this proposal provides investors with a tool for promoting sustainable investment practices. Full article
(This article belongs to the Special Issue Applications of Quantitative Analysis in Financial Markets)
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<p>Methodology flowchart.</p>
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<p>Architecture of the LSTM cell. Source: own elaboration.</p>
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<p>Market composition by country.</p>
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<p>Market composition by sector.</p>
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<p>Cumulative return comparison over 50 weeks.</p>
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<p>Portfolio composition: assets present by weeks.</p>
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<p>Cumulative return comparing BL portfolios incorporating ESG constraint.</p>
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20 pages, 957 KiB  
Article
Unearthing Genetic Treasures: Exploring Lost Autochthonous Vitis vinifera Varieties in Lebanon
by Carole Saliba, Alba María Vargas, María Teresa de Andrés, Françoise Lamy, Liliane Boukhdoud, Rhea Kahale, Thierry Robert, Rani Azzi, Noel Abinader and Magda Bou Dagher Kharrat
Genes 2024, 15(12), 1617; https://doi.org/10.3390/genes15121617 - 17 Dec 2024
Viewed by 425
Abstract
Background/Objectives: Lebanon, one of the oldest centers of grapevine (Vitis vinifera L.) cultivation, is home to a rich diversity of local grape varieties. This biodiversity is linked to the country’s unique topography and millennia of cultural history. However, the wine industry primarily [...] Read more.
Background/Objectives: Lebanon, one of the oldest centers of grapevine (Vitis vinifera L.) cultivation, is home to a rich diversity of local grape varieties. This biodiversity is linked to the country’s unique topography and millennia of cultural history. However, the wine industry primarily utilizes international varieties, putting many local varieties at risk of extinction. Methods: In this study, we analyzed 202 samples from old vineyards, home gardens, and private collections using 21 microsatellite markers to assess their identity and genetic diversity. Results: A total of 67 different genotypes were identified, with 34 not matching any existing profiles in the consulted databases, based on comparisons with the European Vitis Database, the Vitis International Variety Catalogue (VIVC), and the databases established in two previous studies conducted in Armenia and Lebanon. Cluster analyses revealed Lebanon’s rich diversity of local grape varieties, highlighting cases of synonymy, homonymy, and misnaming. All loci were polymorphic, with 228 alleles and an average of 11.4 alleles being detected. The highest number of alleles was observed at the VVIV67 locus (19 alleles), while the lowest was found at the VVIQ52 and VVIN73 loci (5 alleles). The observed heterozygosity was 0.732, slightly below the expected value of 0.757, with gene diversity varying among the markers. Conclusions: Of the 67 genetic profiles identified, 34 are absent from national and international databases, underscoring Lebanon as a hotspot for grapevine genetic diversity. This unique genetic variation, which includes several synonyms due to geographic isolation, could provide valuable opportunities for producing distinctive wines and emphasizes the need for further research and documentation. Full article
(This article belongs to the Section Plant Genetics and Genomics)
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<p>Geographic distribution of sampling sites in Lebanon represented by green dots.</p>
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<p>Neighbor-joining dendrogram illustrating the genetic relationships among our 67 genotypes based on 20 SSR loci.</p>
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15 pages, 2636 KiB  
Article
High-Risk Lineages of Hybrid Plasmids Carrying Virulence and Carbapenemase Genes
by Valeria V. Shapovalova, Polina S. Chulkova, Vladimir A. Ageevets, Varvara Nurmukanova, Irina V. Verentsova, Asya A. Girina, Irina N. Protasova, Victoria S. Bezbido, Victor I. Sergevnin, Irina V. Feldblum, Larisa G. Kudryavtseva, Sergey N. Sharafan, Vladislav V. Semerikov, Marina L. Babushkina, Inna R. Valiullina, Nikita S. Chumarev, Guzel S. Isaeva, Natalya A. Belyanina, Irina U. Shirokova, Tatiana M. Mrugova, Elena I. Belkova, Svetlana D. Artemuk, Aleksandra A. Meltser, Marina V. Smirnova, Tatyana N. Akkonen, Nataliya A. Golovshchikova, Oleg V. Goloshchapov, Alexey B. Chukhlovin, Lubov N. Popenko, Elena Y. Zenevich, Aleksandr A. Vlasov, Galina V. Mitroshina, Marina S. Bordacheva, Irina V. Ageevets, Ofeliia S. Sulian, Alisa A. Avdeeva, Vladimir V. Gostev, Irina A. Tsvetkova, Maria A. Yakunina, Ekaterina U. Vasileva, Alina D. Matsvay, Dmitry I. Danilov, Yulia A. Savochkina, German A. Shipulin and Sergey V. Sidorenkoadd Show full author list remove Hide full author list
Antibiotics 2024, 13(12), 1224; https://doi.org/10.3390/antibiotics13121224 - 17 Dec 2024
Viewed by 517
Abstract
Background/Objectives: Carbapenem-resistant Enterobacterales (CRE) are a global health threat due to their high morbidity and mortality rates and limited treatment options. This study examines the plasmid-mediated transmission of virulence and antibiotic resistance determinants in carbapenem-resistant Klebsiella pneumoniae (Kpn) and Escherichia coli [...] Read more.
Background/Objectives: Carbapenem-resistant Enterobacterales (CRE) are a global health threat due to their high morbidity and mortality rates and limited treatment options. This study examines the plasmid-mediated transmission of virulence and antibiotic resistance determinants in carbapenem-resistant Klebsiella pneumoniae (Kpn) and Escherichia coli (E. coli) isolated from Russian hospitals. Methods: We performed short- and long-read whole-genome sequencing of 53 clinical isolates (48 Kpn and 5 E. coli) attributed to 15 genetic lineages and collected from 21 hospitals across nine Russian cities between 2016 and 2022. Results: The plasmid analysis identified 18 clusters that showed high concordance with replicon typing, with all clusters having a major replicon type. The majority of plasmids in the IncHI1B(pNDM-MAR)/IncFIB(pNDM-Mar)-like cluster (79.16%) carried both antibiotic resistance genes (e.g., blaNDM-1 and blaOXA-48) and virulence factors (VFs) such as siderophore genes. We hypothesized that hybrid plasmids could play a critical role in the dissemination of antibiotic resistance genes and VFs. Comparative analyses with global plasmid databases revealed high-risk lineages of hybrid plasmids that are predominantly spread throughout Russia at present. Conclusions: Our findings underscore the importance of monitoring plasmid backbones for clinical management, surveillance, and infection control activities. Full article
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<p>Prevalence of VFs and carbapenemase genes in the identified clusters of plasmids. The clusters of the plasmids were named according to the prevalent replicon gene in this cluster, as shown on the right side of the figure. Only those clusters in which VFs and carbapenemase genes were identified are included in the figure. Genes are grouped by their classification into VFs (blue) or carbapenemase genes (red). Gray shading shows the prevalence of each gene within each cluster. The bar chart on the right side indicates the number of plasmids in each cluster. iuc = <span class="html-italic">iucABCD</span> and <span class="html-italic">iutA</span> genes; iro = <span class="html-italic">iroBCDN</span> genes.</p>
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<p>(<b>A</b>) Evolution of IncHI1B(pNDM-MAR)/IncFIB(pNDM-Mar)-like plasmids with/without aerobactin. From top to bottom: alignment of plasmids carrying aerobactin and ARGs (pVKpST512_3035, pVKpST512_3048), plasmids carrying aerobactin (pVKpST147_8, pVKpST395_1456), and one plasmid without the aerobactin cluster (pVKpST512_3061). ARGs, <span class="html-italic">rmpA2</span>, tellurium resistance genes (<span class="html-italic">ter</span>), and the aerobactin gene cluster (<span class="html-italic">iuc</span>) with surrounding MGE are marked at the top. (<b>B</b>) Comparison of upstream and downstream regions of <span class="html-italic">rmp</span> associated with different mobile variants. Arrows represent coding sequences, and those corresponding to genes of interest are labeled. Arrows are colored according to gene clusters, and shading corresponds to regions of similarity (sequence identity ≥ 30%) as identified by clinker. The following were identified: 3035 stands for plasmid pVKpST512_3035, 3048 for pVKpST512_3048, 8 for pVKpST147_8, 1456 for pVKpST395_1456, and 3061 for pVKpST512_3061.</p>
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<p>Plasmid similarity network of IncHI1B(pNDM-MAR)/IncFIB(pNDM-Mar)-like plasmids from cluster 2 and the “Global dataset”. For the visual representation of the obtained table with source plasmid node IDs (identification), target plasmid node IDs, and the Jaccard coefficient between them, a graph and a layout for it were generated using the package igraph, where a layout describes the vertical and horizontal placement of nodes when plotting a particular graph structure. Each circle in the figure represents a plasmid, and it is connected with an edge to another node (plasmid) if the Jaccard coefficient between them is greater than 0.8 (see <a href="#sec4-antibiotics-13-01224" class="html-sec">Section 4</a>). Each node (plasmid) is colored according to various features: the assigned cluster (<b>A</b>); the country of origin (<b>B</b>); the sequence of IncHI1B replicon (<b>C</b>); carried replicons, where “+” indicates that a plasmid coded one or more replicons (<b>D</b>); mobility (<b>E</b>); and ARGs (<b>F</b>).</p>
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<p>Evolution of plasmids from cluster A with/without aerobactin from our data and the “Global dataset”. From top to bottom: alignment of canonical virulent plasmid pLVPK carrying aerobactin (AY378100), a plasmid carrying aerobactin from our data (86 stands for pVKpST86_86), and plasmid 2 isolate INF331 without the aerobactin cluster from Australia (NZ_LR890425). Replicons, <span class="html-italic">rmpA</span>, <span class="html-italic">rmpA2</span>, salmochelin (<span class="html-italic">iro</span>), and aerobactin gene clusters are marked at the top. Arrows are colored according to gene clusters, and shading corresponds to regions of similarity (sequence identity ≥ 30%) as identified by clinker.</p>
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20 pages, 6109 KiB  
Article
Maresin-like 1 Ameliorates Neuropathology of Alzheimer’s Disease in Brains of a Transgenic Mouse Model
by Pallavi Shrivastava, Yan Lu, Shanchun Su, Yuichi Kobayashi, Yuhai Zhao, Nathan Lien, Abdul-Razak Masoud, Walter J. Lukiw and Song Hong
Biomedicines 2024, 12(12), 2865; https://doi.org/10.3390/biomedicines12122865 - 17 Dec 2024
Viewed by 480
Abstract
(1) Background: Impeded resolution of inflammation contributes substantially to the pathogenesis of Alzheimer’s disease (AD); consequently, resolving inflammation is pivotal to the amelioration of AD pathology. This can potentially be achieved by the treatment with specialized pro-resolving lipid mediators (SPMs), which should resolve [...] Read more.
(1) Background: Impeded resolution of inflammation contributes substantially to the pathogenesis of Alzheimer’s disease (AD); consequently, resolving inflammation is pivotal to the amelioration of AD pathology. This can potentially be achieved by the treatment with specialized pro-resolving lipid mediators (SPMs), which should resolve neuroinflammation in brains. (2) Methods: Here, we report the histological effects of long-term treatment with an SPM, maresin-like 1 (MarL1), on AD pathogenesis in a transgenic 5xFAD mouse model. (3) Results: MarL1 treatment reduced Aβ overload, curbed the loss of neurons in brains especially cholinergic neurons associated with cleaved-caspase-3-associated apoptotic degeneration, reduced microgliosis and the pro-inflammatory M1 polarization of microglia, curbed the AD-associated decline in anti-inflammatory Iba1+Arg-1+-M2 microglia, inhibited phenotypic switching to pro-inflammatory N1 neutrophils, promoted the blood–brain barrier-associated tight-junction protein claudin-5 and decreased neutrophil leakage in 5xFAD brains, and induced the switch of neutrophils toward the inflammation-resolving N2 phenotype. (4) Conclusions: Long-term administration of MarL1 mitigates AD-related neuropathogenesis in brains by curbing neuroinflammation and neurodegeneration, based on the histological results. These findings provide preclinical leads and mechanistic insights for the development of MarL1 into an effective modality to ameliorate AD pathogenesis. Full article
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<p>MarL1 treatment ameliorated AD neuropathology in brains of 5xFAD mice. (<b>A</b>) Immunostaining of NeuN (green) and Amyloid-β<sub>1–42</sub> (red) in CA3 and dentate gyrus (DG) of hippocampus. White arrows mark some Aβ<sub>1–42</sub> deposition in hippocampal regions. Panels a–f: 10× magnification; scale bar: 180 μm. (<b>B</b>) Quantification of NeuN<sup>+</sup> and Amyloid-β<sub>1–42</sub><sup>+</sup> staining intensities of hippocampus (mean fluorescence intensity—MFI). Data are means ± SEM. Wildtype <span class="html-italic">n</span> = 6, 5xFAD <span class="html-italic">n</span> = 6, and 5xFAD+MarL1 <span class="html-italic">n</span> = 5. *** <span class="html-italic">p</span> &lt; 0.001.</p>
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<p>MarL1 protected cholinergic neurons (ChAT<sup>+</sup>) and inhibited apoptotic cleaved caspase-3 activity in brains of 5xFAD mice. (<b>A</b>) Immunostaining of ChAT (green) and cleaved caspase-3 (red) in striatum (Panels a–c): 10× magnification; scale bar: 180 µm. White arrows mark cleaved caspase-3<sup>+</sup> cholinergic neurons in zoomed-in images (Panels d–f). Scale bar: 35 µm. (<b>B</b>) Quantification of ChAT and caspase-3 in striatum. Left: mean fluorescence intensity MFI for ChAT<sup>+</sup>; middle: MFI for cleaved caspase-3<sup>+</sup>; right: count of cells stained positive for both ChAT and cleaved-caspase-3. Data are means ± SEM. Wildtype <span class="html-italic">n</span> = 6, 5xFAD <span class="html-italic">n</span> = 6, and 5xFAD+MarL1 <span class="html-italic">n</span> = 5. *** <span class="html-italic">p</span> &lt; 0.001 and ** <span class="html-italic">p</span> &lt; 0.01.</p>
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<p>MarL1 suppressed pro-inflammatory M1 phenotype polarization of microglia in brains of 5xFAD mice. (<b>A</b>) Immunostaining of microglia with Iba-1 (green) and CD68 (red) in CA1 region of hippocampus from 5xFAD transgenic mice (Panels a–c: 10× magnification; scale bar: 180 µm. Panels d–f: zoomed-in images; scale bar: 30 µm). White arrows mark Iba-1<sup>+</sup>CD68<sup>+</sup> microglia. (<b>B</b>) Quantification of Iba-1<sup>+</sup> and CD68<sup>+</sup> in hippocampus. Left: mean fluorescence intensity MFI of Iba-1<sup>+</sup>; middle: MFI of CD68<sup>+</sup>; right: count of microglia stained positive for both Iba-1<sup>+</sup> and CD68<sup>+</sup>. (<b>C</b>) Quantification of microglia based on phenotype characterization (ramified, partially ramified, partially amoeboid, amoeboid) in hippocampus. Data are means ± SEM. Wildtype <span class="html-italic">n</span> = 6, 5xFAD <span class="html-italic">n</span> = 6, and 5xFAD+MarL1 <span class="html-italic">n</span> = 5 for (<b>B</b>). Wildtype <span class="html-italic">n</span> = 6, 5xFAD <span class="html-italic">n</span> = 6, and 5xFAD+MarL1 <span class="html-italic">n</span> = 6 for (<b>C</b>). **** <span class="html-italic">p</span> &lt; 0.0001, *** <span class="html-italic">p</span> &lt; 0.001, ** <span class="html-italic">p</span> &lt; 0.01, and * <span class="html-italic">p</span> &lt; 0.05.</p>
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<p>MarL1 promoted anti-inflammatory M2 phenotype polarization of microglia in brains of 5xFAD mice. (<b>A</b>) Immunostaining of microglia with Iba-1 (green) and Arg1 (red) in cortex (Panels a–c: 20× magnification; scale bar: 90 µm. Panels d–f: zoomed-in images; scale bar: 30 µm). White arrows mark Iba1<sup>+</sup>Arg1<sup>+</sup> microglia. Red arrows mark microglial aggregation in cortex of 5xFAD mice. (<b>B</b>) Quantification of Iba-1 and Arg1 in cortex. Left: mean fluorescence intensity MFI of Iba1<sup>+</sup>; middle: MFI of Arg1<sup>+</sup>; right: count of microglia stained positive for both Iba1 and Arg1 in cortex. Data are means ± SEM. Wildtype <span class="html-italic">n</span> = 6, 5xFAD <span class="html-italic">n</span> = 6, and 5xFAD+MarL1 <span class="html-italic">n</span> = 5. *** <span class="html-italic">p</span> &lt; 0.001 and ** <span class="html-italic">p</span> &lt; 0.01.</p>
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<p>MarL1 attenuated the AD-associated compromise of blood–brain barrier tight-junctions as well as neutrophil infiltration into brains of 5xFAD mice. (<b>A</b>) Immunostaining of Gr-1 (green) for neutrophils and claudin-5 (red) for tight-junctions of the vasculatures in cortex. Panels a–c show images from cortex (4× magnification; scale bar: 460 µm). Panels d–f show zoomed-in images; scale bar: 65 µm. White arrows mark some Gr-1<sup>+</sup> cells outside the vasculature in parenchyma in zoomed-in images. Yellow arrows mark some claudin-5<sup>+</sup> vasculatures. Neutrophil swarming is evident in Panels b and e. (<b>B</b>) Quantification of Gr-1<sup>+</sup> and claudin-5<sup>+</sup> in MFI in cortex. Data are means ± SEM. Wildtype <span class="html-italic">n</span> = 6, 5xFAD <span class="html-italic">n</span> = 6, and 5xFAD+MarL1 <span class="html-italic">n</span> = 5. *** <span class="html-italic">p</span> &lt; 0.001 and * <span class="html-italic">p</span> &lt; 0.05.</p>
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<p>MarL1 treatment suppressed pro-inflammatory N1 polarization of neutrophils infiltrated into AD-pathogenic brains in 5xFAD mice. (<b>A</b>) Immunostaining of Gr-1 (green) for neutrophils and iNOs (red), an inflammatory marker. Panels a–c show hippocampus (4× magnification; scale bar: 460 µm). Panels d–f show zoomed-in images; scale bar: 40 µm. White arrows mark some Gr-1<sup>+</sup>iNOs<sup>+</sup> cells and yellow arrows mark only Gr-1-positive cells in zoomed-in panels. (<b>B</b>) Quantification of Gr-1<sup>+</sup> and iNOs<sup>+</sup> in hippocampus. Left: MFI of Gr-1<sup>+</sup>; middle: MFI of iNOs<sup>+</sup>; right: Pearson’s coefficient for quantification of co-localization of Gr-1 and iNOs. Data are means ± SEM. Wildtype <span class="html-italic">n</span> = 6, 5xFAD <span class="html-italic">n</span> = 6, and 5xFAD+MarL1 <span class="html-italic">n</span> = 5. *** <span class="html-italic">p</span> &lt; 0.001, ** <span class="html-italic">p</span> &lt;0.01, and * <span class="html-italic">p</span> &lt; 0.05.</p>
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<p>MarL1 treatment induced anti-inflammatory N2 phenotypic polarization of neutrophils infiltrated into AD-pathogenic brains in 5xFAD mice. (<b>A</b>) Immunostaining of Gr-1 (green) for neutrophils and Arg1 (red), an anti-inflammatory marker. Panels a–c show hippocampus (4× magnification, scale bar: 460 µm). Panels d–f show zoomed-in images; scale bar: 40 µm. White arrows mark Gr-1<sup>+</sup> cells and yellow arrows mark Gr-1<sup>+</sup>Arg1<sup>+</sup> cells in zoomed-in panels. (<b>B</b>) Quantification of Gr-1<sup>+</sup> and Arg1<sup>+</sup> in hippocampus. Left: MFI of Gr-1<sup>+</sup>; middle: MFI of Arg1<sup>+</sup>; right: Pearson’s coefficient for quantification of co-localization of Gr-1 and Arg1. Data are means ± SEM. Wildtype <span class="html-italic">n</span> = 6, 5xFAD <span class="html-italic">n</span> = 6, and 5xFAD+MarL1 <span class="html-italic">n</span> = 5. *** <span class="html-italic">p</span> &lt; 0.001, ** <span class="html-italic">p</span> &lt; 0.01, and * <span class="html-italic">p</span> &lt; 0.05.</p>
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<p>A graphic summary.</p>
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2 pages, 1809 KiB  
Correction
Correction: Zhang et al. Astaxanthin Alleviates Early Brain Injury Following Subarachnoid Hemorrhage in Rats: Possible Involvement of Akt/Bad Signaling. Mar. Drugs 2014, 8, 4291
by Xiang-Sheng Zhang, Xin Zhang, Qi Wu, Wei Li, Qing-Rong Zhang, Chun-Xi Wang, Xiao-Ming Zhou, Hua Li, Ji-Xin Shi and Meng-Liang Zhou
Mar. Drugs 2024, 22(12), 563; https://doi.org/10.3390/md22120563 - 17 Dec 2024
Viewed by 233
Abstract
Errors in Figures [...] Full article
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<p>(<b>A</b>) Representative photomicrographs of Nissl (<b>A1</b>–<b>D1</b>) and TUNEL (<b>A2</b>–<b>D2</b>) staining in the cerebral cortex at 24 h after SAH and (<b>B</b>) quantitative analysis of neuronal survival (<b>b1</b>) and the apoptotic index (<b>b2</b>). As shown in the Nissl staining, in the sham group, the neuronal cell outline was clear and the structure compact, with abundant cytoplasm and Nissl bodies. However, evident neuronal loss and neuronal degeneration were observed in the SAH group and SAH + vehicle groups. Treatment with ATX significantly increased the proportion of surviving neurons. The TUNEL staining showed that the rats in the sham group display rare apoptotic cells in the cortex, while obvious TUNEL-positive cells could be observed in the SAH group and SAH + vehicle groups. In contrast, the proportion of apoptotic cell death decreased significantly in the SAH + ATX group. Values are represented as the mean ± SEM. *** <span class="html-italic">p</span> &lt; 0.001, ** <span class="html-italic">p</span> &lt; 0.01, * <span class="html-italic">p</span> &lt; 0.05, <sup>ns</sup> <span class="html-italic">p</span> &gt; 0.05.</p>
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<p>Representative Western blots (<b>A</b>) and quantitative analysis of p-Akt, p-Bad and caspase-3 (<b>B</b>) in the cortex of the SAH + ATX and SAH + ATX + LY294002 groups. The levels of p-Akt and p-Bad were high in the SAH + ATX group. After LY294002 treatment, the high levels of p-Akt and p-Bad were significantly decreased. In contrast to the low level of caspase-3 in the SAH + ATX group, LY294002 treatment significantly upregulated the level of caspase-3 in the cortex. Results are expressed as the means ± SEM. ** <span class="html-italic">p</span> &lt; 0.01, * <span class="html-italic">p</span> &lt; 0.05.</p>
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12 pages, 3262 KiB  
Article
Connecting Dynamics and Thermodynamics in Polymer–Resin Cured Systems
by Luis A. Miccio, Clemens Sill, Carsten Wehlack and Gustavo A. Schwartz
Polymers 2024, 16(24), 3508; https://doi.org/10.3390/polym16243508 - 17 Dec 2024
Viewed by 331
Abstract
This work connects the calorimetric responses of different rubber–resin blends with varying resin contents with their alpha relaxation dynamics. We used differential scanning calorimetry and broadband dielectric spectroscopy to characterize the calorimetric and dielectric responses of styrene–butadiene, polybutadiene, and polyisoprene with different resin [...] Read more.
This work connects the calorimetric responses of different rubber–resin blends with varying resin contents with their alpha relaxation dynamics. We used differential scanning calorimetry and broadband dielectric spectroscopy to characterize the calorimetric and dielectric responses of styrene–butadiene, polybutadiene, and polyisoprene with different resin contents. To model the results, we used the Gordon–Taylor equation combined with an extension of the Adam–Gibbs approach. Thus, we propose a simple and effective model that allows us to estimate the blend dynamics from the temperature dependence of the relaxation times of the pure components and the calorimetric measurement of the glass transition temperature of only one blend composition. By estimating an effective interaction parameter from calorimetry, we achieved accurate alpha relaxation dynamics predictions for different resin concentrations. Our highly predictive approach provides a realistic description of the expected dynamics. This study offers valuable insights into the dynamic properties of polymer compounds, paving the way for the fast and effective development of advanced and more sustainable materials. Full article
(This article belongs to the Special Issue Elastomers Science and Technology)
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<p>Left column: DSC thermograms (reversible C<sub>p</sub> vs. temperature) of pure resin and neat SBR, PBD, and PI. Red lines represent the linear fittings for <math display="inline"><semantics> <mrow> <mo>∆</mo> <msub> <mrow> <mi>C</mi> </mrow> <mrow> <mi>p</mi> </mrow> </msub> <mo>(</mo> <mi>T</mi> <mo>)</mo> </mrow> </semantics></math> determination. Right column: experimental data (circles) of the temperature dependence of the relaxation time and corresponding Adam–Gibbs fittings (lines). The obtained parameters are shown in the plots.</p>
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<p>Left column: DSC thermograms (reversible C<sub>p</sub> vs. temperature) of pure resin and neat SBR, PBD, and PI. Red lines represent the linear fittings for <math display="inline"><semantics> <mrow> <mo>∆</mo> <msub> <mrow> <mi>C</mi> </mrow> <mrow> <mi>p</mi> </mrow> </msub> <mo>(</mo> <mi>T</mi> <mo>)</mo> </mrow> </semantics></math> determination. Right column: experimental data (circles) of the temperature dependence of the relaxation time and corresponding Adam–Gibbs fittings (lines). The obtained parameters are shown in the plots.</p>
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<p>Gordon–Taylor fitting of the resin concentration dependence of the <span class="html-italic">T<sub>g</sub></span> for the SBR-, PBD-, and PI-based systems. <math display="inline"><semantics> <mrow> <msub> <mrow> <mi>k</mi> </mrow> <mrow> <mi>G</mi> <mi>T</mi> </mrow> </msub> </mrow> </semantics></math> stands for the GT parameter as obtained from the fitting.</p>
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<p>Gordon–Taylor fitting of <span class="html-italic">T<sub>g</sub></span> for the SBR-, PBD-, and PI-resin blends using only a single blend composition (25% resin).</p>
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<p>(<b>Left</b>) Imaginary part of the complex dielectric permittivity as a function of frequency at 263 K for the SBR-based system with different resin concentrations. The arrow indicates increasing resin content. (<b>Right</b>) Experimental dielectric response (circles) and the corresponding fittings (lines) for SBR–resin samples with 0 and 34% resin. The dashed line intends to show the frequency shift of each alpha relaxation (alpha relaxation peaks are indicated in the sample’s color, whereas other contributions are presented in grey), and the width at half maximum is illustrated by the black horizontal arrows.</p>
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<p>Log τ as a function of 1000/T for SBR-, PBD-, and PI-resin based systems’ alpha relaxation. The arrow indicates increasing resin content for the compounds (the neat and the pure resin are also included in the map).</p>
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<p>Dynamics prediction flowchart.</p>
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26 pages, 6416 KiB  
Article
Advanced Monocular Outdoor Pose Estimation in Autonomous Systems: Leveraging Optical Flow, Depth Estimation, and Semantic Segmentation with Dynamic Object Removal
by Alireza Ghasemieh and Rasha Kashef
Sensors 2024, 24(24), 8040; https://doi.org/10.3390/s24248040 - 17 Dec 2024
Viewed by 301
Abstract
Autonomous technologies have revolutionized transportation, military operations, and space exploration, necessitating precise localization in environments where traditional GPS-based systems are unreliable or unavailable. While widespread for outdoor localization, GPS systems face limitations in obstructed environments such as dense urban areas, forests, and indoor [...] Read more.
Autonomous technologies have revolutionized transportation, military operations, and space exploration, necessitating precise localization in environments where traditional GPS-based systems are unreliable or unavailable. While widespread for outdoor localization, GPS systems face limitations in obstructed environments such as dense urban areas, forests, and indoor spaces. Moreover, GPS reliance introduces vulnerabilities to signal disruptions, which can lead to significant operational failures. Hence, developing alternative localization techniques that do not depend on external signals is essential, showing a critical need for robust, GPS-independent localization solutions adaptable to different applications, ranging from Earth-based autonomous vehicles to robotic missions on Mars. This paper addresses these challenges using Visual odometry (VO) to estimate a camera’s pose by analyzing captured image sequences in GPS-denied areas tailored for autonomous vehicles (AVs), where safety and real-time decision-making are paramount. Extensive research has been dedicated to pose estimation using LiDAR or stereo cameras, which, despite their accuracy, are constrained by weight, cost, and complexity. In contrast, monocular vision is practical and cost-effective, making it a popular choice for drones, cars, and autonomous vehicles. However, robust and reliable monocular pose estimation models remain underexplored. This research aims to fill this gap by developing a novel adaptive framework for outdoor pose estimation and safe navigation using enhanced visual odometry systems with monocular cameras, especially for applications where deploying additional sensors is not feasible due to cost or physical constraints. This framework is designed to be adaptable across different vehicles and platforms, ensuring accurate and reliable pose estimation. We integrate advanced control theory to provide safety guarantees for motion control, ensuring that the AV can react safely to the imminent hazards and unknown trajectories of nearby traffic agents. The focus is on creating an AI-driven model(s) that meets the performance standards of multi-sensor systems while leveraging the inherent advantages of monocular vision. This research uses state-of-the-art machine learning techniques to advance visual odometry’s technical capabilities and ensure its adaptability across different platforms, cameras, and environments. By merging cutting-edge visual odometry techniques with robust control theory, our approach enhances both the safety and performance of AVs in complex traffic situations, directly addressing the challenge of safe and adaptive navigation. Experimental results on the KITTI odometry dataset demonstrate a significant improvement in pose estimation accuracy, offering a cost-effective and robust solution for real-world applications. Full article
(This article belongs to the Special Issue Sensors for Object Detection, Pose Estimation, and 3D Reconstruction)
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<p>Proposed Pipeline Architecture.</p>
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<p>Optical flow processed output sample for one sequence of frames.</p>
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<p>Sample output of depth estimation.</p>
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<p>Sample output of the semantic segmentation.</p>
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<p>Sample output of dynamic object and sky removal.</p>
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<p>Step-by-step preprocessing samples.</p>
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<p>Pose estimator architecture. I changed it and replaced the image.</p>
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<p>Train/Loss chart for the KITTI odometry dataset.</p>
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<p>The validation/Loss chart for the KITTI odometry dataset shows that the pose estimator can learn more rapidly by providing extra scene information, especially semantic segmentation, to add correction weight to each class of objects and remove dynamic ones from the estimations.</p>
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<p>Train and validation loss for different preprocessing stages, including no preprocessing, OF, OF with depth estimation, and OF with depth and semantic segmentation.</p>
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<p>Proposed model’s tracking experience output for the KITTI odometry dataset. The <span class="html-italic">X</span> and <span class="html-italic">Y</span>-axis units are in meters.</p>
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<p>Train/Loss with different learning rates.</p>
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<p>Validation/Loss with different learning rates.</p>
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