Search Results (3,797)

Accurate heavy-duty vehicle load estimation is crucial for transportation and environmental regulation, yet current methods lack precision in data accuracy and practicality for field implementation. We propose a Self-Supervised Reconstruction Heterogeneous Graph Convolutional Network (SSR-HGCN) for load estimation using On-Board Diagnostics (OBD) data. The method integrates physics-constrained heterogeneous graph construction based on vehicle speed, acceleration, and engine parameters, leveraging graph neural networks’ information propagation mechanisms and self-supervised learning’s adaptability to low-quality data. The method comprises three modules: (1) a physics-constrained heterogeneous graph structure that, guided by the symmetry (invariance) of physical laws, introduces a structural asymmetry by treating kinematic and dynamic features as distinct node types to enhance model interpretability; (2) a self-supervised reconstruction module that learns robust representations from noisy OBD streams without extensive labeling, improving adaptability to data quality variations; and (3) a multi-layer feature extraction architecture combining graph convolutional networks (GCNs) and graph attention networks (GATs) for hierarchical feature aggregation. On a test set of 800 heavy-duty vehicle trips, SSR-HGCN demonstrated superior performance over key baseline models. Compared with the classical time-series model LSTM, it achieved average improvements of 20.76% in RMSE and 41.23% in MAPE. It also outperformed the standard graph model GraphSAGE, reducing RMSE by 21.98% and MAPE by 7.15%, ultimately achieving < 15% error for over 90% of test samples. This method provides an effective technical solution for heavy-duty vehicle load monitoring, with immediate applications in fleet supervision, overloading detection, and regulatory enforcement for environmental compliance. Full article

Background/Objectives: Fibromyalgia (FM) is a nociplastic pain disorder marked by altered central nervous system processing and abnormal sensory modulation. Diagnosis remains largely symptom-based and lacks objective biomarkers. Sensory modulation disorder (SMD)—impaired regulation of responses to non-noxious input—may represent a clinically relevant diagnostic dimension. This study aimed to estimate the prevalence/diagnostic value of SMD in FM, examine links with symptom severity and stress, and assess its potential for patient stratification. Methods: In this cross-sectional study, 182 adults were enrolled (104 FM; 78 controls). Standardized instruments included the Adolescent/Adult Sensory Profile (AASP), Fibromyalgia Impact Questionnaire (FIQ), and Perceived Stress Scale (PSS). Group comparisons, regression, and discriminant analyses evaluated SMD profiles. Results: Compared with controls, FM adults showed higher sensory sensitivity and avoidance (both p < 0.001), lower sensation seeking (p = 0.002), and modestly higher low registration (p = 0.027). Elevated SMD correlated with greater symptom severity and perceived stress. Stress significantly predicted FM’s impact (β = 0.57, p < 0.001). A discriminant model achieved 84% apparent in-sample accuracy for classifying FM severity from sensory/stress profiles. Conclusions: Sensory modulation abnormalities are highly prevalent in FM and show meaningful associations with symptom severity and stress, suggesting that SMD could represent a potential diagnostic dimension and stratification aid. These findings should be interpreted within an exploratory, cross-sectional design. Incorporating sensory modulation assessment into FM evaluation may improve diagnostic precision, reduce delays, and guide individualized management. Confirmation in larger longitudinal studies is warranted. Full article

Background: Diabetic wound healing has always been a clinical challenge with minimal response or efficacy to standard treatment. This study aims to assess the therapeutic potential of hypoxia-induced extracellular vesicles (hy-EVs) produced by human umbilical cord mesenchymal stem cells (HUCMSCs) to treat diabetic wounds. Methods: HUCMSCs were isolated from umbilical cord tissue, cultured under hypoxic conditions to induce the release of extracellular vesicles (EVs) and compared with normoxia-induced extracellular vesicles (n-EVs). We assessed the functions of hy-EVs on human skin fibroblasts (HSFs) and human umbilical vein endothelial cells (HUVECs) in vitro. Simultaneously, we analyzed the pro-angiogenic effects of hy-EVs, their effects on macrophage polarization, and their ability to scavenge endogenous reactive oxygen species (ROS). In addition, a diabetic wound model was established to assess the curative effect of hy-EVs in diabetic wound healing. Results: We found by in vitro study that hy-EVs markedly improved the functional activities of HSFs, thus significantly promoting wound repair. Remarkably, it was determined that hy-EVs greatly enhanced the proliferation and migration ability as well as the angiogenic ability of HUVECs, while promoting the expression of hypoxia-inducible factor-1α (HIF-1α), vascular endothelial-generation-associated factor A (VEGFA), and platelet endothelial adhesion molecule (CD31), which suggested that hy-EVs can effectively activate the HIF-1α pathway to promote angiogenesis. Above all, we found that hy-EVs promoted the expression of CD206 while decreasing the expression of CD86, suggesting that hy-EVs could induce macrophages to shift from M1-type (pro-inflammatory) to M2-type (anti-inflammatory), thereby modulating the inflammatory response. Additionally, hy-EVs inhibited ROS production in both HSFs and HUVECs to reduce oxidative stress. In vivo results showed that hy-EVs enhanced collagen deposition and angiogenesis, modulated macrophage polarization, and inhibited immune response at the wound spot, which significantly enhanced diabetic wound healing. Conclusions: Our study shows that hy-EVs significantly promote angiogenesis through activation of the HIF-1α pathway, modulate macrophage polarization and attenuate cellular oxidative stress, possibly through delivery of specific miRNAs and proteins. Our discoveries offer a key theoretical basis and potential application to develop novel therapeutic strategies against diabetes-related tissue injury. Full article

Real-time and accurate identification of the blast furnace (BF) condition is essential for maintaining stability and improving energy efficiency in steelmaking. However, the harsh environment inside the BF makes direct acquisition of the BF condition extremely difficult. To address this challenge, this study proposes an online BF condition recognition method based on spatiotemporal texture feature coupling and diffusion networks (STFC-DN). The method employs a multi-domain Swin-Transformer module (MDSTM) combined with wavelet decomposition and channel attention to extract the gas flow region. A temporal feature pyramid network module (T-FPNM) is then used to capture both the global and local spatiotemporal characteristics of this region. Heuristic clustering and an idempotent generative network (IGN) are introduced to obtain standardized BF condition features, enabling intelligent classification through multi-metric similarity analysis. Experimental results show that the proposed STFC-DN achieves an average accuracy exceeding 98% when identifying four BF conditions: normal, hanging, oblique stockline, and collapsing, with an inference speed of approximately 28 FPS. This approach demonstrates both high accuracy and real-time capability, showing strong potential for advancing the intelligent and sustainable development of the steel industry. Full article

Ultrasound-responsive micro/nanobubbles (MNBs) are promising tools for targeted cancer therapy due to their controllable acoustic activation and real-time imaging. Despite extensive research, the quantitative relationship between bubble structure, acoustic response, and therapeutic efficacy remains poorly understood. This knowledge gap hinders parametric design and clinical standardization. This review summarizes recent advances from an engineering perspective, highlighting how structural parameters—such as size, shell, gas core, and ligand density—affect acoustic sensitivity and drug release. Furthermore, the roles of microfluidic electroporation and cell membrane coating are discussed in terms of controllable fabrication and preservation of biological functions, highlighting their significance for reproducible and predictable therapies. In conclusion, this review establishes a “Structure-Response-Efficacy (S-R-E)” framework to summarize the core relationships between structural design and acoustic modulation. We propose an engineering strategy based on a standardized parameter system to guide the predictable design and clinical translation of ultrasound-based theranostic platforms. Full article

Background/Objectives: Lifestyle-related diseases such as obesity, diabetes, hypertension, metabolic syndrome, non-alcoholic fatty liver disease (NAFLD), and osteoarthritis disproportionately affect women due to hormonal, metabolic, and socio-cultural factors. Emerging evidence suggests that combining structured exercise with nano-curcumin, a bioavailable phytochemical formulation with potent antioxidant and anti-inflammatory properties, may provide synergistic benefits. This scoping review systematically synthesizes available evidence on the combined effects of nano-curcumin supplementation and exercise interventions on health outcomes in women with lifestyle-related diseases. Methods: Following the Joanna Briggs Institute methodology and the PRISMA-ScR framework, a comprehensive database search was conducted in March 2025 and updated in June 2025. Records were retrieved from Scopus (n = 30), Web of Science (n = 22), PubMed (n = 18), and other sources (n = 71), yielding a total of 141 studies. After screening and deduplication, eight studies met the inclusion criteria and were included in this review. All the studies were conducted in Iran with small sample sizes (12–53 participants) and short intervention durations (6–16 weeks). Therefore, the current evidence is geographically and demographically limited. Results: Across the included trials, the combined interventions produced additive or synergistic improvements in oxidative stress markers, inflammatory cytokines, lipid and glucose metabolism, cardiovascular function, pulmonary capacity, muscle fitness, and psychological outcomes (e.g., depression). When paired with nano-curcumin supplementation at different concentrations, high-intensity interval training, aerobic exercise, Pilates, and resistance training consistently outperformed exercise or supplementation alone in modulating antioxidant defenses, reducing systemic inflammation, and improving metabolic risk factors. Conclusions: The integration of exercise and nano-curcumin supplementation appears to confer superior benefits for women with lifestyle-related diseases compared with either approach alone. These findings highlight the potential of combining phytochemicals with lifestyle interventions to optimize women’s health outcomes. However, most available evidence originates from small, short-term studies in single geographic regions. Large-scale, multicenter, randomized controlled trials with diverse populations are warranted to establish standardized protocols and optimal dosing strategies, and to assess long-term safety and efficacy. Full article

Burst traffic radio systems use short signal bursts, which are prepended with an a priori known preamble sequence. The burst receivers exploit these preamble sequences for burst start detection. The process of burst start detection is commonly known as Packet Detection (PD), which employs preamble sequence cross-correlation and threshold detection. One major figure of merit for PD performance is the so-called ROC—receiver operating characteristics. ROC describes the trade-off between the probability of missed detection vs. the probability of false alarm. This article describes how to calculate the ROC for specified preamble sequences by deriving the probability density function (PDF) of the cross-correlation metric. We address this long-standing problem in the context of LEO (low Earth orbit) satellite systems, where differentially modulated PN (pseudo-noise) sequences are used for packet detection. For this particular class of preamble signals, the standard Ricean PDF assumption no longer holds and needs to be revised accordingly within this article. Full article

Background/Aim: Photodynamic therapy uses a photosensitizer and light to generate reactive oxygen species that kill tumor cells and can shift inflammatory signaling. Hypericin is a potent photosensitizer, but its immunomodulatory impact in breast cancer needs clarification. We evaluated the phototoxic and cytokine-modulating effects of hypericin-mediated photodynamic therapy in MCF-7 human breast adenocarcinoma cells. This study examines how HYP-PDT affects MCF-7 breast cancer cells by assessing viability and cytokine secretion to guide the development of targeted, immune-enhancing PDT protocols. Methods: MCF-7 cells were incubated with hypericin at 0, 0.125, 0.25, 0.5, or 1 μM, then exposed to light doses of 0, 1, 2, or 5 J/cm². Viability was measured 24 h later by MTT; selected conditions were also assessed by Trypan Blue. Cell supernatants collected after sublethal treatment were analyzed for IL-6, IL-8, IL-10, and TNF-α using a multiplex immunoassay. Experiments were repeated four times. Statistical analyses followed the study’s plan for group comparisons. Results: At 1 J/cm², MTT values did not differ from matched dark controls across hypericin concentrations. At 2 and 5 J/cm², some conditions showed increased MTT signal relative to controls, indicating higher metabolic activity; Trypan Blue performed at 0 J/cm² showed a concentration-dependent reduction in viability with hypericin. Hypericin-PDT decreased IL-6 and IL-8 concentrations and increased TNF-α in MCF-7 supernatants. No statistically significant changes were detected for IL-10. Conclusions: Hypericin-PDT altered inflammatory readouts in MCF-7 cells, with reductions in IL-6 and IL-8 and an increase in TNF-α, consistent with a pro-inflammatory shift. Viability results suggest condition-dependent changes in metabolic activity or survival effects that warrant confirmation with matched cell counts across all light doses. These findings support further standardized dosimetry and multi-line validation of hypericin-PDT in breast cancer models. Full article

Chemotherapy-induced cardiotoxicity (CIC) represents a major long-term complication in paediatric oncology patients, with conventional cardioprotective agents providing only limited efficacy. As survival rates improve, preserving cardiac function has become essential for ensuring quality of life in childhood cancer survivors (CCS). A multi-modal approach combining pharmacological agents, gene- and RNA-based technologies, cell therapies, and immune modulation holds great potential for long-term cardiac preservation. As paediatric-specific research advances, successful integration of these emerging strategies into standard care will require multidisciplinary collaboration, long-term monitoring, and ethical safeguards tailored to children. This narrative review aims to provide a comprehensive overview of both established and novel strategies for preventing or reducing CIC in paediatric cancer patients, critically examining recent progress, assessing their efficacy and safety, and outlining key priorities for future research and clinical application. Full article

Background: Autism Spectrum Disorder (ASD) is characterized by atypical brain oscillatory dynamics and altered connectivity, impairing sensory integration, socio-communicative responsiveness, and behavioral regulation. Methods: Radio Electric Asymmetric Conveyer (REAC) technology delivers non-invasive neurobiological modulation through standardized, operator-independent protocols. The Brain Wave Optimization Neurodevelopment–Autism (BWO ND-A) protocol was designed to address oscillatory patterns frequently altered in ASD, aiming to promote network coherence and multidomain functional improvement. This retrospective pre–post single-arm study evaluated 39 children with ASD (31 males, 8 females; mean age 7.85 ± 2.90 years). All received one Neuro Postural Optimization (NPO) session to prime central nervous system adaptive capacity, followed by BWO ND-A (18 sessions, ~8 min each), administered 3–4 times daily over ~two weeks. The primary outcome was the Autism Treatment Evaluation Checklist (ATEC) total score; secondary outcomes were its four subscales. Results: Mean total ATEC decreased from 67.76 ± 16.11 to 56.25 ± 23.66 (mean change −11.51 ± 14.48; p < 0.0001; Cohen’s dz = 0.78). Clinically meaningful improvement (≥8-point reduction) occurred in 59% of participants. In 10.3% of cases, caregiver ratings indicated an apparent worsening (≥8-point increase). However, no objective deterioration or adverse effects were observed. This pattern was most likely related to a transient phase of functional re-adaptation, during which emerging changes may initially be perceived by caregivers as worsening before stabilizing into improvement. Conclusions: While these findings suggest promising short-term real-world efficacy and safety, the absence of a control group, lack of objective neurophysiological measures, and no long-term follow-up limit causal inference. Future controlled studies with neurophysiological monitoring are needed to confirm the targeted neuromodulatory action and durability of effects. Full article

Background and clinical Significance: The management of head and neck squamous cell carcinoma in elderly patients is a clinical scenario that is currently under debate. Case Presentation: Patients over 65 years old are particularly vulnerable, and the administration of curative oncological care is challenging. Furthermore, such treatment has the potential to be extremely toxic. Spatially fractionated radiation therapy (SFRT) is a radiotherapy modality that offers a promising approach for treating tumors. This method involves the delivery of a spatially modulated dose, resulting in highly non-uniform dose distributions. This leads to the generation of peaks and valleys of doses within a target volume. In this case study, a patient with an ulcerating lesion on the right cheek was treated with a two-phase radiotherapy regimen. The purpose of the first procedure was to stimulate the immunogenicity of the tumor microenvironment. In the second part of the procedure, standard fractionated irradiation was delivered with curative aim. Conclusions: The clinical response indicates that this combination of high-dose “localized” and low-dose irradiation can produce immunological effects with an acceptable toxicity profile. Full article

Background: Parent-reported experience in neonatal units is a key but under-measured dimension of family-centred care in Poland. We piloted a brief parent-experience questionnaire informed by the Neonatal Satisfaction Survey (NSS-8) and communication constructs from the Parents’ Experiences of Communication in Neonatal Care (PEC) to describe in-hospital experience and identify actionable targets for improvement. Methods: Observational, cross-sectional pilot at a Polish tertiary centre (September–November 2021). Parents of hospitalized neonates completed a 21-item survey covering educational materials, medical care/communication, parental stress/confidence, hospitalization details, and sociodemographics. Analyses were descriptive with item-wise denominators (n = 32–46). Results: Forty-six parents participated. Educational materials were rated very highly: parental guide 9.8/10 (n = 46); brochure readability 10/10 (n = 46), indicating ceiling effects. Perceptions of care and communication were favourable: overall care 4.47/5, physician concern 4.62/5, ward conditions 4.47/5, explanation of test indications 4.23/5, and adequacy/understandability of information 4.35/5 (each n = 35; medians = 5). Despite this, parental stress/anger/insomnia was moderate (3.00/5; n = 35), while confidence in basic home care remained high (4.10/5; n = 35). Following discharge, 17/46 (37.0%) sought specialist consultations. Length of stay (n = 34) had a median of 1 day (0–4). Reasons for admission most frequently included multisymptom presentations (20/46, 43.5%); respiratory (8.7%) and infectious (6.5%) causes were less common. Conclusions: Parents reported very positive care and communication alongside persistent emotional burden and substantial post-discharge information needs. Findings support pairing a broad experience framework with a focused communication module, standardizing discharge communication (including a 48–72 h “bridging” contact), and progressing to a multicentre psychometric validation. This exploratory pilot was not a formal validation study; mixed scales and item-wise missingness should guide instrument refinement. Full article

Diffuse intrinsic pontine glioma (DIPG), or as it is newly redefined, diffuse midline glioma (DMG), remains one of the most horrific diagnoses in pediatric oncology. Aggressive and inaccessible to standard treatments, it is generally considered incurable. Focused ultrasound technology has developed over the last several decades as a noninvasive means to target various types of tumors in both adults and children. Recent advances, particularly in low-intensity focused ultrasound (LIFU), have opened new avenues for enhancing drug delivery and modulating the tumor microenvironment in these challenging tumors. This review provides a comprehensive overview of preclinical and clinical research developments in the use of LIFU for pediatric DMGs. We highlight key findings from animal models demonstrating improved blood–brain barrier (BBB) permeability, increased chemotherapeutic and nanoparticle delivery, and potential immunomodulatory effects of LIFU. Emerging clinical studies, including early-phase safety and feasibility trials, are also discussed, with attention to technical parameters, imaging guidance strategies, and biomarkers of response. The review concludes by addressing the challenges of translating LIFU into routine clinical practice, including device optimization for pediatric anatomy, regulatory hurdles, and the need for standardized treatment protocols. Collectively, these recent advances underscore the promise of LIFU as a minimally invasive, image-guided adjunct to current and future therapies for pediatric DMGs, warranting continued research and collaborative clinical efforts. Full article

Osteoporosis is a progressive bone disorder characterized by decreased bone mineral density and structural deterioration, leading to increased fracture risk. Conventional treatments, although effective, are limited by adverse effects and low long-term adherence. In recent years, polyphenols, plant-derived bioactive compounds, have emerged as promising candidates for bone health promotion due to their antioxidant, anti-inflammatory, and osteo-regulatory properties. This review synthesizes the current preclinical and clinical evidence on the potential of polyphenols, including quercetin, resveratrol, curcumin, isoflavones, and epigallocatechin gallate, to modulate bone metabolism and prevent or mitigate osteoporosis. Mechanistically, polyphenols enhance osteoblastogenesis, inhibit osteoclast differentiation, regulate the RANKL/OPG axis, and activate key osteogenic pathways such as Wnt/β-catenin and MAPKs. Additionally, their estrogen-like activity and ability to modulate gut microbiota offer further therapeutic potential. Preclinical models consistently demonstrate improvements in bone mass, architecture, and turnover markers, while clinical trials, although limited, support their role in preserving bone density, particularly in postmenopausal women. Despite promising outcomes, variability in bioavailability, dosage, and study design limits current translational application. Further large-scale clinical studies and standardized formulations are needed. Polyphenols represent a compelling adjunct or alternative approach in the integrated management of osteoporosis. Full article

Background: Food allergies are increasingly recognized as a global health concern, influenced by early-life nutrition and the gut microbiome. This systematic review examined randomized controlled trials from 2005 to 2025 assessing the effects of probiotics, prebiotics, and synbiotics in preventing food allergies. Methods: Fourteen studies involving 5685 participants, including pregnant women, infants, and children with or without diagnosed food allergies, were analyzed. While several interventions demonstrated modulation of gut microbiota and immune responses, most trials reported no statistically significant reduction in IgE-mediated food allergy compared with placebo. Results: Some evidence suggested benefits from early exposure to allergenic foods and specific probiotic strains, such as Lactobacillus rhamnosus GG, particularly in cow’s milk allergy. However, heterogeneity in study designs, strains, dosages, and diagnostic criteria limited generalizability. Conclusions: Overall, microbiome-targeted nutritional interventions show biological plausibility but inconsistent clinical efficacy. Future large-scale, standardized, and mechanistic studies integrating microbiome, genetic, and environmental data are warranted to define optimal strategies for allergy prevention. Full article