Distributed machine learning in mobile adhoc networks faces significant challenges due to the limited computational resources of devices, non-IID data distribution, and dynamic network topology. Existing approaches often rely on centralized coordination and stable network conditions, which may not be feasible in practice. To address these issues, we propose an adaptive distributed multi-task learning framework called ADAMT for efficient image recognition in resource-constrained mobile ad hoc networks.
View Article and Find Full Text PDFInt J Numer Method Biomed Eng
March 2025
Superficial temporal artery and middle cerebral artery (STA-MCA) bypass surgery is an effective method to enhance cerebral blood flow (CBF) in ischemic patients. However, the effectiveness of various bypass techniques varies with the diversity of Circle of Willis (CoW) structures. This study aims to develop a physiologically realistic hemodynamic model to optimize STA-MCA bypass planning for cerebral ischemia patients with different CoW structures.
View Article and Find Full Text PDFTriple-negative breast cancer (TNBC) is one of the most challenging malignancies with the highest mortality rates among women. TNBC relies on both amino acid metabolism and glycolysis to fuel its bioenergetic and biosynthetic demands. However, the potential crosstalk between these two metabolic pathways and its impact on TNBC progression remain largely unexplored.
View Article and Find Full Text PDFSelf-assembly of coinage metal nanoclusters constitutes an important branch for the construction of bright luminescent materials. They also serve as a class of promising building blocks for the study of hierarchically organized assemblies due to their potential of generating high structural complexity. However, the strong intercluster interactions exert great difficulty and uncertainty on the modulation of the outcome aggregation structures.
View Article and Find Full Text PDFBackground: Haemodialysis may affect the changes in the patient's relationship with the family, and eventually cause some psychological distress to the patient and affect the health-related quality of life. This study examines the effectiveness of the dyadic psychoeducational intervention on patients' quality of life and psychosocial health, as well as caregiver burden and psychosocial outcomes among caregivers.
Methods: This is a parallel, two-arm, assessor-blind, randomised controlled trial with a repeated-measures design.
Oxygen vacancies play a crucial role in charge transport and surface states in semiconductor metal oxides, significantly influencing various research fields, such as photocatalysis and gas sensor. Developing effective strategies to generate oxygen vacancies and thereby enhance device performance is highly desirable. In this study, we proposed a water-based one-step electrospinning method to introduce hydroxyl groups, leading to the synthesis of Pt-decorated WO nanofibers (Pt-WO(HO)) with increased oxygen vacancies.
View Article and Find Full Text PDFDynamic QTL analysis identified the key QTL qSD-9-1 and candidate genes SiGPI8, SiCesA5 and SiNPC1 associated with the developmental stages of foxtail millet stem diameter. Abstact. Stem diameter (SD) is a critical agronomic trait influencing lodging and yield in foxtail millet, yet its potential in selective breeding remains under-explored.
View Article and Find Full Text PDFObjective: To assess the effects of bisphosphonates (zoledronic acid injection) plus alendronate sodium on bone mineral density (BMD) and levels of interleukin-6 (IL-6), tumor necrosis factor-α (TNF-α), and insulin-like growth factor I (IGF-I) in patients with osteoporosis.
Materials And Methods: A total of 94 patients recruited from osteoporosis patients hospitalized in the period October 2021 to December 2022 were assigned to either a control group or an observation group using a random number table. The control group was treated with alendronate sodium alone, whereas the observation group received zoledronic acid injection in combination with alendronate sodium administered orally.
Classical swine fever (CSF) is an acute and often fatal disease caused by CSF virus (CSFV) infection. In the present study, we investigated the transcriptional profiles of peripheral blood mononuclear cells (PBMCs) in pigs infected with CSFV. The results revealed that CSFV inhibits IFNα/β production, but up-regulates the expression of signal transducer and activator of transcription 1 (STAT1); this result was verified in vitro.
View Article and Find Full Text PDFis recognized as the pathogen responsible for wheat head blight. It produces deoxynivalenol (DON) during infection, which endangers human health. DON biosynthesis occurs within toxisomes in the endoplasmic reticulum (ER).
View Article and Find Full Text PDFBackground: Bone is a major site of metastasis in nasopharyngeal carcinoma (NPC). Recently, nuclear factor kappa-beta ligand (RANKL) inhibitors have garnered attention for their ability to inhibit osteoclast formation and bone resorption, as well as their potential to modulate immune functions and thereby enhance the efficacy of programmed cell death protein 1 (PD-1) inhibitor therapy.
Case Summary: We present a case of a patient with NPC who developed sternal stalk metastasis and multiple bone metastases with soft tissue invasion following radical chemoradiotherapy and targeted therapy.
It is uncertain whether exposure to environmental concentrations of perfluorobutanesulfonate (PFBS) disrupts the reproductive endocrine system in amphibian tadpoles. In this study, tadpoles () in G26 stage were treated with different levels of PFBS (0, 1, 3, and 10 μg/L) for 60 days to investigate whether and how PFBS affects the reproductive endocrine system and gonadal development in tadpoles. Tadpole testes exhibited structural damage to germ cells and significantly fewer spermatogonia following PFBS exposure, but the sex ratio remained unaffected.
View Article and Find Full Text PDFThe Earth's orbital environment is increasingly congested with space debris, posing a substantial risk to space operations and safety. Current mitigation strategies are primarily tailored to either small debris, through protective devices, or large debris, via spacecraft deorbiting methods, leaving medium-sized debris (0.4-10 cm) as a significant unaddressed threat.
View Article and Find Full Text PDFBackground: Auricular cartilage is widely used in rhinoplasty, but there are few studies on its biological changes after transplantation.
Objectives: This study investigated the biological transition of cartilage free grafts with and without perichondrium, aiming to provide some theoretical basis for the selection of nasal cartilage stent.
Methods: Spare auricular cartilage from 14 patients undergoing postoperative auricular cartilage augmentation was prepared into two with-/without-perichondrium cartilage pieces of approximately 5*5 mm, which were implanted into the loose connective tissue layer of the left and right sides of the back of the same nude mouse.
Introduction: Podocyte injury has been proven to be a major cause for poor renal outcomes after acute kidney injury (AKI). However, clinical trial data are still limited. This study aimed to explore the clinical correlations between podocyte injury and renal outcomes in hospitalized AKI patients.
View Article and Find Full Text PDFQTL mapping of two RIL populations in multiple environments revealed a consistent QTL for bristle length, and combined with RNA-seq, a potential candidate gene influencing bristle length was identified. Foxtail millet bristles play a vital role in increasing yields and preventing bird damage. However, there is currently limited research on the molecular regulatory mechanisms underlying foxtail millet bristle formation, which constrains the genetic improvement and breeding of new foxtail millet varieties.
View Article and Find Full Text PDFQuant Imaging Med Surg
January 2025
Background: Accurate segmentation of rib fractures represents a pivotal procedure within surgical interventions. This meticulous process not only mitigates the likelihood of postoperative complications but also facilitates expedited patient recuperation. However, rib fractures in computed tomography (CT) images exhibit an uneven morphology and are not fixed in position, posing difficulties in segmenting fractures.
View Article and Find Full Text PDFIntroduction: The cardiotoxicity and subsequent Heart Failure (HF) induced by Doxorubicin (DOX) limit the clinical application of DOX. Valsartan (Val) is an angiotensin II receptor blocker that could attenuate the HF induced by DOX. However, the underlying mechanism of Val in this process is not fully understood.
View Article and Find Full Text PDFIntroduction: Lymphoedema is a distressing and long-term complication for breast cancer survivors. However, the reported incidence of lymphoedema varies, and its risk factors remain underexplored. Currently, a well-established risk prediction model is still lacking.
View Article and Find Full Text PDFInt J Numer Method Biomed Eng
January 2025
The accurate non-invasive detection and estimation of central aortic pressure waveforms (CAPW) are crucial for reliable treatments of cardiovascular system diseases. But the accuracy and practicality of current estimation methods need to be improved. Our study combines a meta-learning neural network and a physics-driven method to accurately estimate CAPW based on personalized physiological indicators.
View Article and Find Full Text PDFBackground: Adolescents (10-19 years old) have poor outcomes across the prevention-to-treatment HIV care continuum, leading to significant mortality and morbidity. We conducted a systematic review and meta-analysis of interventions that documented HIV outcomes among adolescents in HIV high-burden countries.
Methods: We searched PubMed, EMBASE, Scopus, and the Cochrane Library for studies published between January 2015 and September 2024, assessing at least one HIV outcome along the prevention-to-care cascade, including PrEP uptake, HIV testing, awareness of HIV infections, ARV adherence, retention, and virological suppression.
Aim: Imbalanced M1/M2 macrophage phenotype activation is a key point in diabetic kidney disease (DKD). Macrophages mainly exhibit the M1 phenotype, which contributes to inflammation and fibrosis in DKD. Studies have indicated that autophagy plays an important role in M1/M2 activation.
View Article and Find Full Text PDFThe study aims to address the critical issue of toxic side effects resulting from drug combinations, which can significantly increase health risks, clinical complications, and lead to drug being withdrawn from the market. A model named TSEDDI (toxic side effects of drug-drug interaction) has been developed to improve the identification of drug pairs that may induce toxicity or adverse reactions. By utilizing drug chemical structures and diverse proteins, we employ a convolutional neural network (CNN) to extract features from molecular images, enzyme proteins, transporter proteins, and target proteins.
View Article and Find Full Text PDFThe tumor microenvironment (TME) is a complex, highly structured, and dynamic ecosystem that plays a pivotal role in the progression of both primary and metastatic tumors. Precise assessment of the dynamic spatiotemporal features of the TME is crucial for understanding cancer evolution and designing effective therapeutic strategies. Cancer is increasingly recognized as a systemic disease, influenced not only by the TME, but also by a multitude of systemic factors, including whole-body metabolism, gut microbiome, endocrine signaling, and circadian rhythm.
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