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Search Results (971)

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Authors = S. Khan

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13 pages, 3474 KiB  
Article
Energy Dispersion Relationship and Hofstadter Butterfly of Triangle and Rectangular Moiré Patterns in Tight Binding States
by Ziheng Li, Jiangwei Liu, Xiaoxiao Zheng, Yu Sun, Nan Han, Liang Wang, Muyang Li, Lei Han, Safia Khan, S. Hassan M. Jafri, Klaus Leifer, Yafei Ning and Hu Li
Physics 2025, 7(3), 34; https://doi.org/10.3390/physics7030034 - 5 Aug 2025
Abstract
Herein, the energy dispersion relationship and the density of states of triangular and rectangular moiré patterns are investigated using a tight binding model. Their characteristics of Hofstadter butterflies under different magnetic fields are also examined. The results indicate that, by analyzing different moiré [...] Read more.
Herein, the energy dispersion relationship and the density of states of triangular and rectangular moiré patterns are investigated using a tight binding model. Their characteristics of Hofstadter butterflies under different magnetic fields are also examined. The results indicate that, by analyzing different moiré superlattices, Hofstadter butterflies arising from different moiré pattern structures are obtained, exhibiting considerable fractal characteristics and self-similarities. Moreover, it is also observed that under an alternating magnetic field, the redistribution of electronic states leads to a significant change in the density of states curve, and the Van Hove peak changes with the increase in magnetic field intensity. This study enriches the understanding of the electronic behavior of moiré systems, but it also provides multiple potential application directions for future technological development. Full article
(This article belongs to the Section Statistical Physics and Nonlinear Phenomena)
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10 pages, 1037 KiB  
Conference Report
Thirteenth International Foamy Virus Conference—Meeting Report
by Arifa S. Khan, Martin Löchelt, Florence Buseyne, Ottmar Herchenröder, Dirk Lindemann, William M. Switzer, André F. A. Santos and Marcelo A. Soares
Viruses 2025, 17(8), 1071; https://doi.org/10.3390/v17081071 - 31 Jul 2025
Viewed by 273
Abstract
The 13th International Foamy Virus (FV) Conference was held from 8 to 10 November 2023 at the BioParque/Zoological Garden in Rio de Janeiro, Brazil. This was the first conference on spumaretroviruses to be held in the Southern Hemisphere and in the unique environment [...] Read more.
The 13th International Foamy Virus (FV) Conference was held from 8 to 10 November 2023 at the BioParque/Zoological Garden in Rio de Janeiro, Brazil. This was the first conference on spumaretroviruses to be held in the Southern Hemisphere and in the unique environment of the rainforest. New developments and current perspectives in FV research were presented. Highlights of the conference included the structural biology of the envelope protein (Env) and insights into its function and evolution, epidemiologic identification of Amazonian indigenous people with a high prevalence of simian FV (SFV) infections, investigations of virus biology and genomics using synthetic FV DNAs, studies of humoral immune response, and development and applications of SFV vectors. The last day of the meeting was a special tour of the Centro de Primatologia do Rio de Janeiro, located northeast of Rio de Janeiro amidst the protected rainforest, where New World primate hosts of spumaretroviruses are rescued and studied. Our report summarizes the meeting highlights and outcomes for future discussions. Full article
(This article belongs to the Special Issue Spumaretroviruses: Research and Applications)
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12 pages, 262 KiB  
Editorial
Procedural Physician-Scientists as Catalysts for Innovation in Team Science and Clinical Care
by Sajid A. Khan, Kurt S. Schultz and Nita Ahuja
Cancers 2025, 17(15), 2468; https://doi.org/10.3390/cancers17152468 - 25 Jul 2025
Viewed by 208
Abstract
Procedural physician-scientists have made significant contributions to medicine and science, with twelve proceduralists receiving a Nobel Prize. Unfortunately, several systemic challenges have jeopardized the existence, let alone the flourishing, of procedural physician-scientists: the widening gap in the National Institutes of Health salary cap, [...] Read more.
Procedural physician-scientists have made significant contributions to medicine and science, with twelve proceduralists receiving a Nobel Prize. Unfortunately, several systemic challenges have jeopardized the existence, let alone the flourishing, of procedural physician-scientists: the widening gap in the National Institutes of Health salary cap, decreasing funding from nonfederal public and private agencies, and shifting priorities among U.S. hospitals, payers, and policymakers toward relative value unit productivity-based compensation and fee-for-service models. Additional pressures include prolonged training pathways and the need to maintain clinical continuity. Adopting a team science approach may offer a powerful strategy to mitigate these competing demands, support rigorous scientific inquiry, and address the growing complexity of biomedical research. Concerted efforts by the federal government, policymakers, corporations, institutions, and procedural departments will also be crucial to restoring the vitality of this diminishing workforce. Full article
(This article belongs to the Special Issue Insights from the Editorial Board Member)
13 pages, 295 KiB  
Article
On Dα-Spectrum of the Weakly Zero-Divisor Graph of ℤn
by Amal S. Alali, Mohd Rashid, Asif Imtiyaz Ahmad Khan and Muzibur Rahman Mozumder
Mathematics 2025, 13(15), 2385; https://doi.org/10.3390/math13152385 - 24 Jul 2025
Viewed by 160
Abstract
Let us consider the finite commutative ring R, whose unity is 10. Its weakly zero-divisor graph, represented as WΓ(R), is a basic undirected graph with two distinct vertices, c1 and c2, [...] Read more.
Let us consider the finite commutative ring R, whose unity is 10. Its weakly zero-divisor graph, represented as WΓ(R), is a basic undirected graph with two distinct vertices, c1 and c2, that are adjacent if and only if there exist r ann(c1) and s ann(c2) that satisfy the condition rs=0. Let D(G) be the distance matrix and Tr(G) be the diagonal matrix of the vertex transmissions in basic undirected connected graph G. The Dα matrix of graph G is defined as Dα(G)=αTr(G)+(1α)D(G) for α[0,1]. This article finds the Dα spectrum for the graph WΓ(Zn) for various values of n and also shows that WΓ(Zn) for n=ϑ1ϑ2ϑ3ϑtη1d1η2d2ηsds(di2,t1,s0), where ϑi’s and ηi’s are the distinct primes, is Dα integral. Full article
(This article belongs to the Section E: Applied Mathematics)
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23 pages, 3906 KiB  
Article
Model Retraining upon Concept Drift Detection in Network Traffic Big Data
by Sikha S. Bagui, Mohammad Pale Khan, Chedlyne Valmyr, Subhash C. Bagui and Dustin Mink
Future Internet 2025, 17(8), 328; https://doi.org/10.3390/fi17080328 - 24 Jul 2025
Viewed by 447
Abstract
This paper presents a comprehensive model for detecting and addressing concept drift in network security data using the Isolation Forest algorithm. The approach leverages Isolation Forest’s inherent ability to efficiently isolate anomalies in high-dimensional data, making it suitable for adapting to shifting data [...] Read more.
This paper presents a comprehensive model for detecting and addressing concept drift in network security data using the Isolation Forest algorithm. The approach leverages Isolation Forest’s inherent ability to efficiently isolate anomalies in high-dimensional data, making it suitable for adapting to shifting data distributions in dynamic environments.Anomalies in network attack data may not occur in large numbers, so it is important to be able to detect anomalies even with small batch sizes. The novelty of this work lies in successfully detecting anomalies even with small batch sizes and identifying the point at which incremental retraining needs to be started. Triggering retraining early also keeps the model in sync with the latest data, reducing the chance for attacks to be successfully conducted. Our methodology implements an end-to-end workflow that continuously monitors incoming data and detects distribution changes using Isolation Forest, then manages model retraining using Random Forest to maintain optimal performance. We evaluate our approach using UWF-ZeekDataFall22, a newly created dataset that analyzes Zeek’s Connection Logs collected through Security Onion 2 network security monitor and labeled using the MITRE ATT&CK framework. Incremental as well as full retraining are analyzed using Random Forest. There was a steady increase in the model’s performance with incremental retraining and a positive impact on the model’s performance with full model retraining. Full article
(This article belongs to the Special Issue DDoS Attack Detection for Cyber–Physical Systems)
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42 pages, 6467 KiB  
Review
Marine Bacteriophages as Next-Generation Therapeutics: Insights into Antimicrobial Potential and Application
by Riza Jane S. Banicod, Aqib Javaid, Nazia Tabassum, Du-Min Jo, Md. Imtaiyaz Hassan, Young-Mog Kim and Fazlurrahman Khan
Viruses 2025, 17(7), 971; https://doi.org/10.3390/v17070971 - 10 Jul 2025
Viewed by 749
Abstract
Microbial infections are an escalating global health threat, driven by the alarming rise of antimicrobial resistance (AMR), which has made many conventional antibiotics increasingly ineffective and threatens to reverse decades of medical progress. The rapid emergence and spread of multidrug-resistant bacteria have severely [...] Read more.
Microbial infections are an escalating global health threat, driven by the alarming rise of antimicrobial resistance (AMR), which has made many conventional antibiotics increasingly ineffective and threatens to reverse decades of medical progress. The rapid emergence and spread of multidrug-resistant bacteria have severely limited treatment options, resulting in increased morbidity, mortality, and healthcare burden worldwide. In response to these challenges, phage therapy is regaining interest as a promising alternative. Bacteriophages, the most abundant biological entities, have remarkable specificity toward their bacterial hosts, enabling them to selectively eliminate pathogenic strains. Phage therapy presents several advantages over conventional antibiotics, which include minimal disruption to the microbiome and a slower rate of resistance development. Among the various sources of phages, the marine environment remains one of the least explored. Given their adaptation to saline conditions, high pressure, and variable nutrient levels, marine bacteriophages mostly exhibit enhanced environmental stability, broader host ranges, and distinct infection mechanisms, thus making them highly promising for therapeutic purposes. This review explores the growing therapeutic potential of marine bacteriophages by examining their ecological diversity, biological characteristics, infection dynamics, and practical applications in microbial disease control. It also deals with emerging strategies such as phage–antibiotic synergy, genetic engineering, and the use of phage-derived enzymes, alongside several challenges that must be addressed to enable clinical translation and regulatory approval. Advancing our understanding and application of marine phages presents a promising path in the global fight against AMR and the development of next-generation antimicrobial therapies. Full article
(This article belongs to the Section Bacterial Viruses)
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32 pages, 1569 KiB  
Review
Parkinson Disease Signaling Pathways, Molecular Mechanisms, and Potential Therapeutic Strategies: A Comprehensive Review
by Muhammad S. Khan, Somayyeh Nasiripour and Jean C. Bopassa
Int. J. Mol. Sci. 2025, 26(13), 6416; https://doi.org/10.3390/ijms26136416 - 3 Jul 2025
Viewed by 1250
Abstract
Parkinson’s disease (PD) is considered the second most common neurodegenerative disease worldwide; treating this disease remains quite challenging. Environmental and genetic factors may play a role in the pathophysiology of PD. α-synuclein aggregation, oxidative stress, ferroptosis, mitochondrial failure, neuroinflammation, and gut dysbiosis are [...] Read more.
Parkinson’s disease (PD) is considered the second most common neurodegenerative disease worldwide; treating this disease remains quite challenging. Environmental and genetic factors may play a role in the pathophysiology of PD. α-synuclein aggregation, oxidative stress, ferroptosis, mitochondrial failure, neuroinflammation, and gut dysbiosis are among the known risk factors of PD. The pathophysiology of Parkinson’s disease is complicated by the interconnections between these molecular pathways, which also present significant obstacles to treatment development. However, due to its complex mechanism and long latency, PD is difficult to diagnose and detect, which presents a barrier to treatment. In addition, the need to develop new treatments for PD is increased by the fact that the majority of traditional therapeutic methods have major side effects and limited effects. Therefore, a deeper understanding of the fundamental mechanisms underlying PD is required. This review provides a comprehensive analysis of the current landscape of PD pathophysiology, paying particular attention to the molecular processes of PD, as well as the traditional research models, clinical diagnostic standards, documented medication therapeutic approaches, and recently disclosed drug candidates in clinical trials. We also highlighted the herbal-derived components that have recently been identified for their effects in the treatment of PD to provide a review and perspectives for the development of the next generation of drugs and preparations for the treatment of PD. Full article
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19 pages, 2482 KiB  
Article
Modeling the t(2;5) Translocation of Anaplastic Large Cell Lymphoma Using CRISPR-Mediated Chromosomal Engineering
by Robin Khan, Laurent Phely, Sophia Ehrenfeld, Tatjana Schmitz, Pia Veratti, Jakob Wolfes, Khalid Shoumariyeh, Geoffroy Andrieux, Uta S. Martens, Stephan de Bra, Martina Auer, Oliver Schilling, Melanie Boerries, Michael Speicher, Anna L. Illert, Justus Duyster and Cornelius Miething
Cancers 2025, 17(13), 2226; https://doi.org/10.3390/cancers17132226 - 2 Jul 2025
Viewed by 550
Abstract
Background/Objectives: ALK+ Anaplastic Large Cell Lymphoma (ALCL) is an aggressive T-cell lymphoma that is characterized by expression of the Anaplastic Lymphoma Kinase (ALK), which is induced by the t(2;5) chromosomal rearrangement, leading to the expression of the NPM-ALK fusion oncogene. Most previous preclinical [...] Read more.
Background/Objectives: ALK+ Anaplastic Large Cell Lymphoma (ALCL) is an aggressive T-cell lymphoma that is characterized by expression of the Anaplastic Lymphoma Kinase (ALK), which is induced by the t(2;5) chromosomal rearrangement, leading to the expression of the NPM-ALK fusion oncogene. Most previous preclinical models of ALK+ ALCL were based on overexpression of the NPM-ALK cDNA from heterologous promoters. Due to the enforced expression, this approach is prone to artifacts arising from synthetic overexpression, promoter competition and insertional variation. Methods: To improve the existing ALCL models and more closely recapitulate the oncogenic events in ALK+ ALCL, we employed CRISPR/Cas-based chromosomal engineering to selectively introduce translocations between the Npm1 and Alk gene loci in murine cells. Results: By inducing precise DNA cleavage at the syntenic loci on chromosome 11 and 17 in a murine IL-3-dependent Ba/F3 reporter cell line, we generated de novo Npm-Alk translocations in vivo, leading to IL-3-independent cell growth. To verify efficient recombination, we analyzed the expression of the NPM-ALK fusion protein in the recombined cells and could also show the t(11;17) in the IL-3 independent Ba/F3 cells. Subsequent functional testing of these cells using an Alk-inhibitor showed exquisite responsiveness towards Crizotinib, demonstrating strong dependence on the newly generated ALK fusion oncoprotein. Furthermore, a comparison of the gene expression pattern between Ba/F3 cells overexpressing the Npm-Alk cDNA with Ba/F3 cells transformed by CRISPR-mediated Npm-Alk translocation indicated that, while broadly overlapping, a set of pathways including the unfolded protein response pathway was increased in the Npm-Alk overexpression model, suggesting increased reactive changes induced by exogenous overexpression of Npm-Alk. Furthermore, we observed clustered expression changes in genes located in chromosomal regions close to the breakpoint in the new CRISPR-based model, indicating positional effects on gene expression mediated by the translocation event, which are not part of the older models. Conclusions: Thus, CRISPR-mediated recombination provides a novel and more faithful approach to model oncogenic translocations, which may lead to an improved understanding of the molecular pathogenesis of ALCL and enable more accurate therapeutic models of malignancies driven by oncogenic fusion proteins. Full article
(This article belongs to the Special Issue Genomics of Hematologic Cancers (Volume II))
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48 pages, 6989 KiB  
Article
Novel Approximations to the Multi-Dimensional Fractional Diffusion Models Using the Tantawy Technique and Two Other Transformed Methods
by Weaam Alhejaili, Adnan Khan, Amnah S. Al-Johani and Samir A. El-Tantawy
Fractal Fract. 2025, 9(7), 423; https://doi.org/10.3390/fractalfract9070423 - 27 Jun 2025
Viewed by 606
Abstract
This study analyzes the family of one of the most essential fractional differential equations due to its wide applications in physics and engineering: the multidimensional fractional linear and nonlinear diffusion equations. The Caputo fractional derivative operator is used to treat the time-fractional derivative. [...] Read more.
This study analyzes the family of one of the most essential fractional differential equations due to its wide applications in physics and engineering: the multidimensional fractional linear and nonlinear diffusion equations. The Caputo fractional derivative operator is used to treat the time-fractional derivative. To complete the analysis and generate more stable and highly accurate approximations of the proposed models, three extremely effective techniques, known as the direct Tantawy technique, the new iterative transform technique (NITM), and the homotopy perturbation transform method (HPTM), which combine the Elzaki transform (ET) with the new iterative method (NIM), and the homotopy perturbation method (HPM), are employed. These reliable approaches produce more stable and highly accurate analytical approximations in series form, which converge to the exact solutions after a few iterations. As the number of terms/iterations in the problems series solution rises, it is found that the derived approximations are closely related to each problem’s exact solutions. The two- and three-dimensional graphical representations are considered to understand the mechanism and dynamics of the nonlinear phenomena described by the derived approximations. Moreover, both the absolute and residual errors for all generated approximations are estimated to demonstrate the high accuracy of all derived approximations. The obtained results are encouraging and appropriate for investigating diffusion problems. The primary benefit lies in the fact that our proposed plan does not necessitate any presumptions or limitations on variables that might affect the real problems. One of the most essential features of the proposed methods is the low computational cost and fast computations, especially for the Tantawy technique. The findings of the present study will be valuable as a tool for handling fractional partial differential equation solutions. These approaches are essential in solving the problem and moving beyond the restrictions on variables that could make modeling the problem challenging. Full article
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16 pages, 387 KiB  
Article
Optimizing Low Crude Protein Diets with Coated Cysteamine Hydrochloride and Exogenous Alkaline Protease Supplementation in Broiler Chickens
by Hafiz Abu Bakar Siddique, Ehsaan Ullah Khan, Muhammad Muneeb, Saima Naveed, Elham Assadi Soumeh, Sohail Ahmad, Rashed A. Alhotan, Abdulrahman S. Alharthi and Ala E. Abudabos
Vet. Sci. 2025, 12(7), 622; https://doi.org/10.3390/vetsci12070622 - 27 Jun 2025
Viewed by 473
Abstract
Decreasing crude protein (CP) in broiler diets can improve sustainability but may compromise growth performance. Feed additives like coated cysteamine hydrochloride (CSH) and exogenous alkaline protease (EAP) can enhance protein utilization and promote gut health. While CSH modulates metabolism, EAP improves digestibility, but [...] Read more.
Decreasing crude protein (CP) in broiler diets can improve sustainability but may compromise growth performance. Feed additives like coated cysteamine hydrochloride (CSH) and exogenous alkaline protease (EAP) can enhance protein utilization and promote gut health. While CSH modulates metabolism, EAP improves digestibility, but their combined effects in low CP diets remain unclear. This study examines the synergistic impact of CSH and EAP on broiler growth, gut histology, carcass traits, immune response, and nutrient digestibility, aiming to optimize performance while reducing environmental impact. Six-hundred, 1-day-old broiler Ross-308 chicks (male) were allotted to four treatments, each consisting of six replicates of twenty-five birds, in a factorial arrangement using a completely randomized design. The treatments comprised two inclusion levels of coated CSH (0.2 and 0.4 g/kg with or without EAP (0 and 0.2 g/kg) in reduced CP diets. A ten percent reduction in CP from the standard requirements of Ross-308 (20.7% vs. 23% in the starter, 19.35% vs. 21.5% in the grower, and 17.55% vs. 19.5% in the finisher phase) was made in all the dietary treatments. A notable interaction (p ≤ 0.05) between CSH and EAP was detected in body weight gain (BWG), feed conversion ratio (FCR), carcass characteristics, and gut morphology during the whole study duration. Similarly, nutrient digestibility and immune response were also influenced by the combined use of CSH and EAP. The synergistic use of coated CSH at 0.2 g/kg or 0.4 g/kg with EAP in reduced CP broiler diets can enhance performance, intestinal health, carcass characteristics, immune response, and nutrient digestibility. Implications of these findings in commercial feeding practices could substantially improve the efficiency and sustainability of broiler production systems. Full article
(This article belongs to the Section Veterinary Food Safety and Zoonosis)
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25 pages, 5582 KiB  
Article
Integrated Hydrologic–Hydraulic Modeling Framework for Flood Risk Assessment of Rural Bridge Infrastructure in Northwestern Pakistan
by Muhammad Kashif, Wang Bin, Hamza Shams, Muhammad Jhangeer Khan, Marwa Metwally, S. K. Towfek and Amal H. Alharbi
Water 2025, 17(13), 1893; https://doi.org/10.3390/w17131893 - 25 Jun 2025
Viewed by 537
Abstract
This study presents a flood risk assessment of five rural bridges along the monsoon-prone Khar–Mohmand Gat corridor in Northwestern Pakistan using an integrated hydrologic and hydraulic modeling framework. Hydrologic simulations for 50- and 100-year design storms were performed using the Hydrologic Engineering Center’s [...] Read more.
This study presents a flood risk assessment of five rural bridges along the monsoon-prone Khar–Mohmand Gat corridor in Northwestern Pakistan using an integrated hydrologic and hydraulic modeling framework. Hydrologic simulations for 50- and 100-year design storms were performed using the Hydrologic Engineering Center’s Hydrologic Modeling System (HEC-HMS), with watershed delineation conducted via Geographic Information Systems (GIS). Calibration was based on regional rainfall data from the Peshawar station using a Soil Conservation Service Curve Number (SCS-CN) of 86 and time of concentration calculated using Kirpich’s method. The resulting hydrographs were used in two-dimensional hydraulic simulations using the Hydrologic Engineering Center’s River Analysis System (HEC-RAS) to evaluate water surface elevations, flow velocities, and Froude numbers at each bridge site. The findings reveal that all bridges can convey peak flows without overtopping under current climatic conditions. However, Bridges 3 to 5 experience near-critical to supercritical flow conditions, with velocities ranging from 3.43 to 4.75 m/s and Froude numbers between 0.92 and 1.04, indicating high vulnerability to local scour. Bridge 2 shows moderate risk, while Bridge 1 faces the least hydraulic stress. The applied modeling framework effectively identifies structures requiring priority intervention and demonstrates a practical methodology for assessing flood risk in ungauged, data-scarce, and semi-arid regions. Full article
(This article belongs to the Special Issue Numerical Modelling in Hydraulic Engineering)
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16 pages, 687 KiB  
Article
Serogroup Prevalence, Virulence Profile and Antibiotic Resistance of Avian Pathogenic Escherichia coli Isolated from Broiler Chicken
by Showkat A. Shah, Masood S. Mir, Shayaib A. Kamil, Majid Shafi, Mudasir A. Rather, Azmat A. Khan, Zahoor A. Wani, Sheikh Adil, Fatmah M. Alqahtani, Majid Alhomrani and Manzoor Wani
Vet. Sci. 2025, 12(6), 592; https://doi.org/10.3390/vetsci12060592 - 16 Jun 2025
Viewed by 690
Abstract
Avian pathogenic Escherichia coli (APEC) causes avian colibacillosis, leading to significant economic losses and concerns for food safety in the poultry industry. This study focused on examining the virulence gene profile, antibiotic resistance prevalence, and resistance patterns of APEC isolates. A total of [...] Read more.
Avian pathogenic Escherichia coli (APEC) causes avian colibacillosis, leading to significant economic losses and concerns for food safety in the poultry industry. This study focused on examining the virulence gene profile, antibiotic resistance prevalence, and resistance patterns of APEC isolates. A total of 250 bacterial strains were collected from birds affected by colibacillosis. Serogrouping revealed diverse serotypes, with O2 being the most common (16%), followed by O1, O8, and O76. All isolates tested positive for at minimum one virulence gene, with 7.2% carrying all five targeted genes, particularly in serogroups O1, O8, O45, and O88. The most detected gene was iss, present in 79.6% of isolates, followed by tsh, iucC, sitA, and papC. The antibiotic resistance analysis showed that all isolates exhibited multidrug resistance, although they remained susceptible to gentamicin, amikacin, ciprofloxacin, and chloramphenicol. Moreover, specific antibiotic resistance genes were known in the isolates, with tetA detected in 54.8%, tetB in 51.7%, sul1 in 50%, and aadA1 in 29.2%. These findings highlight the widespread antibiotic resistance in chicken carcasses, which poses a hazard to human health in terms of transfer of resistance to humans, reduced effectiveness of antibiotics and impaired ability to contain infectious diseases. Therefore, it is crucial to implement strict monitoring programs to regulate antibiotic usage in poultry production. Full article
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34 pages, 6341 KiB  
Article
Statistical and Physical Significance of Homogeneous Regions in Regional Flood Frequency Analysis
by Ali Ahmed, Ataur Rahman, Ridwan S. M. H. Rafi, Zaved Khan and Haider Mannan
Water 2025, 17(12), 1799; https://doi.org/10.3390/w17121799 - 16 Jun 2025
Viewed by 998
Abstract
This study investigates formation homogeneous regions in regional flood frequency analysis (RFFA) and compares two RFFA methods, the quantile regression technique (QRT) and the index flood method (IFM). A total of 201 gauged stations from southeast Australia were adopted in this study. Multivariate [...] Read more.
This study investigates formation homogeneous regions in regional flood frequency analysis (RFFA) and compares two RFFA methods, the quantile regression technique (QRT) and the index flood method (IFM). A total of 201 gauged stations from southeast Australia were adopted in this study. Multivariate statistical techniques were applied to form candidate regions. Also, regions are formed in the L-moments space (such as the L coefficient of variation (LCV) and L coefficient of skewness (LCS) of annual maximum flood data). Hosking and Wallis test statistics were used to find discordant sites and for testing the homogeneity of the assumed regions. No homogeneous regions were found in southeast Australia based on catchment characteristics data; however, homogeneous regions can be formed in the space of L-moments. It was found that regions formed in the L-moments space have little link with the catchment characteristics data space. The QRT provides more accurate flood quantile estimates than the IFM. Full article
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39 pages, 30587 KiB  
Article
Hierarchical Swin Transformer Ensemble with Explainable AI for Robust and Decentralized Breast Cancer Diagnosis
by Md. Redwan Ahmed, Hamdadur Rahman, Zishad Hossain Limon, Md Ismail Hossain Siddiqui, Mahbub Alam Khan, Al Shahriar Uddin Khondakar Pranta, Rezaul Haque, S M Masfequier Rahman Swapno, Young-Im Cho and Mohamed S. Abdallah
Bioengineering 2025, 12(6), 651; https://doi.org/10.3390/bioengineering12060651 - 13 Jun 2025
Cited by 1 | Viewed by 901
Abstract
Early and accurate detection of breast cancer is essential for reducing mortality rates and improving clinical outcomes. However, deep learning (DL) models used in healthcare face significant challenges, including concerns about data privacy, domain-specific overfitting, and limited interpretability. To address these issues, we [...] Read more.
Early and accurate detection of breast cancer is essential for reducing mortality rates and improving clinical outcomes. However, deep learning (DL) models used in healthcare face significant challenges, including concerns about data privacy, domain-specific overfitting, and limited interpretability. To address these issues, we propose BreastSwinFedNetX, a federated learning (FL)-enabled ensemble system that combines four hierarchical variants of the Swin Transformer (Tiny, Small, Base, and Large) with a Random Forest (RF) meta-learner. By utilizing FL, our approach ensures collaborative model training across decentralized and institution-specific datasets while preserving data locality and preventing raw patient data exposure. The model exhibits strong generalization and performs exceptionally well across five benchmark datasets—BreakHis, BUSI, INbreast, CBIS-DDSM, and a Combined dataset—achieving an F1 score of 99.34% on BreakHis, a PR AUC of 98.89% on INbreast, and a Matthews Correlation Coefficient (MCC) of 99.61% on the Combined dataset. To enhance transparency and clinical adoption, we incorporate explainable AI (XAI) through Grad-CAM, which highlights class-discriminative features. Additionally, we deploy the model in a real-time web application that supports uncertainty-aware predictions and clinician interaction and ensures compliance with GDPR and HIPAA through secure federated deployment. Extensive ablation studies and paired statistical analyses further confirm the significance and robustness of each architectural component. By integrating transformer-based architectures, secure collaborative training, and explainable outputs, BreastSwinFedNetX provides a scalable and trustworthy AI solution for real-world breast cancer diagnostics. Full article
(This article belongs to the Special Issue Breast Cancer: From Precision Medicine to Diagnostics)
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10 pages, 312 KiB  
Article
Real-World Evidence Assessing the Safety of Administering Intravenous Rituximab Biosimilar in the First Cycle and Subcutaneous Rituximab in Subsequent Cycles in B-Cell Lymphoma Patients
by Tamather Almandeel, Mansoor Ahmed Khan, Ashwag Algethami, Mashael S. Alaboud, Munirah A. Alkathiri, Mohammed Aseeri, Ahmed Absi, Mubarak Almansour and Abdullah Alotaibi
Pharmacy 2025, 13(3), 83; https://doi.org/10.3390/pharmacy13030083 - 11 Jun 2025
Viewed by 829
Abstract
Background: Biosimilar versions of rituximab have similar safety and efficacy as the reference product across all indications based on the extrapolation principle. Our organization replaced intravenous (IV) rituximab (Mabthera) with IV rituximab (Truxima-Biosimilar) in 2021. Hence, our practice changed to providing first cycles [...] Read more.
Background: Biosimilar versions of rituximab have similar safety and efficacy as the reference product across all indications based on the extrapolation principle. Our organization replaced intravenous (IV) rituximab (Mabthera) with IV rituximab (Truxima-Biosimilar) in 2021. Hence, our practice changed to providing first cycles of IV rituximab (Truxima-Biosimilar) instead of rituximab (Mabthera), and if the first cycle was completed without severe infusion-related reactions (IRRs), then subsequent cycles were given with subcutaneous (SC) rituximab as per institutional guidelines. However, the safety of this approach has not been evaluated. Methods: A retrospective study was conducted at the Princess Nourah Oncology Center in Saudi Arabia. The primary objective was to assess IRRs after using IV rituximab (Truxima-Biosimilar) in the first cycle followed by SC rituximab in subsequent cycles. Results: Of the 71 patients reviewed, 35 patients met the eligibility criteria. Only one (3%) patient developed an IRR. However, it was a Grade 1 IRR, as per CTCAE.V5, and the patient was able to complete the remaining IV infusion successfully. Hence, all patients transitioned from IV rituximab biosimilar to SC rituximab Mabthera. Conclusions: This real-world study demonstrates that transitioning from IV rituximab biosimilar to SC Mabthera is a well-tolerated and safe practice, confirming the extrapolation principle of biosimilars. Full article
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