Mechanical Function Research Articles

Study on the Expression and Potential Function of LncRNA in Peripheral Blood of Patients with Ankylosing Spondylitis.

Ankylosing spondylitis (AS) is an autoimmune disease that has the characteristics of difficult early diagnosis and a high disability rate. The objective of this study was to further explore the possible mechanism and potential function of lncRNA in AS. We used lncRNA microarray technology to detect the expression of lncRNA and mRNA in patients with active AS, stable patients, and healthy controls (HC). Afterward, bioinformatics analysis was conducted on differentially expressed genes. Seven differentially expressed lncRNAs were screened out for real-time fluorescent quantitative PCR (RT-qPCR), combined with various clinical indicators for correlation analysis, and the receiver operating characteristic (ROC) curve was used to analyze the potential of lncRNA as a diagnostic marker for AS. The results showed that the expression levels of NR-037662 and ENST00000599316 in the AS subgroups were significantly higher than those in the HC group, while the expression levels of ENST00000577914 and ENST00000579003 were lower than those in the HC group. The expression levels of NR-003542 and ENST00000512051 in the ASA group were significantly higher than those in the ASS and HC groups, while NR-026756 was just the opposite. Spearman's correlation analysis showed that the expression level of NR-003542 was positively correlated with Bath Ankylosing Spondylitis Functional Index (BASFI), Erythrocyte Sedimentation Rate (ESR), and high sensitivity C-Reactive Protein (hsCRP). The expression level of NR-026756 was negatively correlated with the Bath Ankylosing Spine Inflammatory Disease Activity Index (BASDAI), BASFI, ESR, hsCRP, and globulin (GLOB). In addition, it was also found that the ROC curve analysis of the 4 lncRNAs between the AS group (ASA group and ASS group) and the HC group were statistically significant, and the area under the curve (AUC) of NR-037662, ENST00000599316, ENST00000577914, and ENST00000579003 was 0.804, 0.812, 0.706, and 0.698, respectively. It was found that these differentially expressed lncRNAs of AS may be involved in the occurrence and development of the disease. Among them, NR-037662, ENST00000599316, ENST00000577914, and ENST00000579003 might have the potential to become AS diagnostic molecular markers. Moreover, NR -003542, ENST00000512051, and NR-026756 might have the potential to be indicators of disease activity.

Sustainable syngas production from thermochemical processing of cellulosic textile waste in the presence of CO2

In response to ever-expanding textile industry, substantial generation in clothing waste has posed the environmental risks caused by conventional treatments. As an alternative approach, this study aims to establish pyrolytic valorisation of cellulosic textile waste. To impart sustainability to the pyrolysis system, a novel approach was proposed by employing carbon dioxide (CO2), key greenhouse gas, as reactive feedstock. This study mainly investigated mechanical function of carbon dioxide on all pyrogenic products derived from cellulosic textile waste. Remarkably, CO2 interacted with volatile pyrogenic products and transformed them into carbon monoxide (CO). CO2 led to 0.82 times reduction of carbohydrate compounds and 1.18 times increase of CO, in reference to the results from N2. To further enhance the identified reactivity of CO2, the established experimental setup was modified by installing an additional furnace (isothermally heated at 600 °C) and a nickel catalyst (5 wt% Ni/Al2O3). Consequently, CO production from the proposed catalytic pyrolysis increased by 2.01 times. The findings demonstrate that introducing CO2 to the pyrolysis system contributed to the improvement of carbon utilisation efficiency in the form of CO. Therefore, this study offers a framework highlighting technical reliability of carbon dioxide-assisted pyrolysis system for promoting environmental sustainability and resource recovery.

Skin aging and dermatoporosis-the chronic skin fragility syndrome

Skin aging is divided into intrinsic and extrinsic aging, encompassing pigmentary, vascular, connective tissue, and fat tissue aspects that contribute to this complex process. Aging is genetically determined but is influenced by environmental factors such as ultraviolet radiation, air pollution, and smoking. Skin aging has not only cosmetic but also functional implications, as the loss of the extracellular matrix, especially hyaluronate, impairs the mechanical functions of the skin. Hyaluronate, which stabilizes skin structures, acts as acushion and reduces susceptibility to skin tears. Dermatoporosis, aterm coined by Saurat, describes the functional dimension of skin aging, manifesting in various stages from skin atrophy to severe complications like skin necrosis. It is increasingly observed in older patients, particularly from age70 onwards. Prevalence ranges from 22% in women to 38% in men, with higher rates in patients undergoing chronic steroid therapy and certain conditions. Diagnosis is made through clinical examination and skin thickness measurement via ultrasound. Prevention involves limiting exposure to harmful factors and using specific treatments such as hyaluronic acid and topical retinoids to improve skin health.

LCANet: a model for analysis of students real-time sentiment by integrating attention mechanism and joint loss function

LCANet: a model for analysis of students real-time sentiment by integrating attention mechanism and joint loss function

Abstract 4113147: Global Longitudinal Strain in Patients with Coronary Microvascular Dysfunction

Background: Angina in the absence of obstructive coronary artery disease (ANOCA) is a common but undertreated condition due to poorly understood pathophysiologic mechanisms. This study investigates the potential link between ANOCA and left ventricular (LV) dysfunction, specifically focusing on coronary microvascular dysfunction (CMD) as a contributing factor. Methods: Registry patients diagnosed with CMD, were compared with those without CMD. Echocardiographic analysis, including global longitudinal strain (GLS), was conducted using advanced software aided by human expertise. Out of 281 patients, 121 had echocardiograms accessible in our systems for review. After excluding patients with echocardiograms of low technical quality, those with cardiomyopathies, or a history of myocardial ischemia, we identified 21 patients with CMD and 38 without CMD. Results: The mean age of the entire cohort was 59.5±11.5 years, with 76.7% being female. The prevalence of hypertension and hyperlipidemia was 71.2% and 67.8%, respectively, while 23.7% had diabetes. More than half of the patients had a CCS angina score of 2 (59.3%). There were no differences in medication usage during catheterization between the two groups concerning beta-blockers, nitrates, calcium channel blockers, and diuretics. No discrepancies were observed between the two groups in LVEF (overall mean of 62±8), LV mass, ventricle and atrium sizes and measurements, diastolic function, and other commonly used and reported echocardiographic variables. Despite initial hypotheses suggesting CMD-related alterations in LV mechanical function, no significant differences in GLS were observed between CMD-positive and CMD-negative groups. Conclusion: Our findings, although inconclusive, underscore the need for further large-scale investigations integrating comprehensive echocardiographic assessments to elucidate the complex interplay between CMD and LV mechanical function.

Abstract 4139162: Optical coherence tomography measures mechanical contractile properties of the beating murine heart

Introduction: Optical imaging techniques can characterize properties of tissue at high temporal and spatial resolution, offering unique insights into electrically excitable tissues such as nerve and muscle. We hypothesized that the gated high-speed optical coherence tomography (OCT) could profile the contractile properties of mouse myocardial tissue and facilitate investigations of microscale mechanical function in the beating heart. Methods: C57BL/6 male mice (n=6) underwent a sternotomy while anesthetized and ventilated and were imaged at baseline with OCT. Another cohort of C57BL/6 male mice (n=6) were sacrificed and the hearts were ex vivo perfused with crystalloid using a Langendorff system. These hearts were imaged at baseline and after inhibition of contractile function with blebbistatin. OCT was performed using a custom tissue stabilizer and a Thorlabs TEL 321 OCT system, which was synchronized to physiologic signals using custom hardware and software and cardiac pacing protocols (Fig. 1A and 1B). OCT cross-sectional B-scan images (Fig. 1C) were obtained throughout multiple cardiac cycles in both in vivo and ex vivo preparations. Data were processed in MATLAB and ImageJ using the workflow in Fig. 1D. Results: Highly reproducible cross-sectional mean intensity changes were observed over the contractile cycle in vivo and ex vivo (Fig. 1E, left and middle). With mechanical contraction inhibited by blebbistatin, this cyclical intensity extinguished, linking the optical scattering change measured by OCT to myocardial contraction (Fig. 1E, right). B-scan curves averaged over multiple mice and temporally aligned with the ECG waveform (Fig. 1F) demonstrate a signal intensity waveform that reproducibly varies with the contractile cycle for both in vivo and ex vivo preparations. In vivo and ex vivo baseline waveforms both had peak intensity during systole and minimum in end-diastole (Fig. 1F). Reproducibility in ex vivo beating heart preparations without blood perfusion provides evidence that myocardial mechanical properties, not red blood cell flow, generate the intensity changes. Conclusion: Gated high-speed OCT imaging can quantify the mechanical contraction wave in the myocardium. Combined with gated OCT angiography, OCT techniques will provide high resolution imaging of both blood flow and mechanical contractility of the beating heart in small animal models of heart disease.

Novel Ser74 of NF-κB/IκBα phosphorylated by MAPK/ERK regulates temperature adaptation in oysters.

Phosphorylation of Ser32 and Ser36 controls the degradation of IκBα is the conserved cascade mechanisms of immune core signaling pathway, NF-κB pathway in metazoans, but it's response to abiotic stress and the presence of novel phosphorylation mechanisms in other species remain unclear. Herein, we reported a novel heat-induced phosphorylation site (Ser74) at oysters' major IκBα, which independently regulated ubiquitination-proteasome degradation without the requirement of phosphorylation at S32 and S36. And this site was phosphorylated by ERK/MAPK pathway, which then promoted REL nuclear translocation to activate cell survival related genes to defend heat-stress. The MAPK-NF-κB cascade exhibited divergent thermal responses and adaptation patterns between two congeneric oyster species with differential habitat temperatures, indicating its involvement in shaping temperature adaptation. This study demonstrated that the existence of complex and unique phosphorylation-mediated signaling transduction mechanism in marine invertebrates, and expanded our understanding of the evolution and function of established classical pathway crosstalk mechanisms.

Neuropeptide Bursicon and its receptor-mediated the transition from summer-form to winter-form of Cacopsylla chinensis.

Seasonal polyphenism enables organisms to adapt to environmental challenges by increasing phenotypic diversity. Cacopsylla chinensis exhibits remarkable seasonal polyphenism, specifically in the form of summer-form and winter-form, which have distinct morphological phenotypes. Previous research has shown that low temperature and the temperature receptor CcTRPM regulate the transition from summer-form to winter-form in C. chinensis by impacting cuticle content and thickness. However, the underling neuroendocrine regulatory mechanism remains largely unknown. Bursicon, also known as the tanning hormone, is responsible for the hardening and darkening of the insect cuticle. In this study, we report for the first time on the novel function of Bursicon and its receptor in the transition from summer-form to winter-form in C. chinensis. Firstly, we identified CcBurs-α and CcBurs-β as two typical subunits of Bursicon in C. chinensis, which were regulated by low temperature (10 °C) and CcTRPM. Subsequently, CcBurs-α and CcBurs-β formed a heterodimer that mediated the transition from summer-form to winter-form by influencing the cuticle chitin contents and cuticle thickness. Furthermore, we demonstrated that CcBurs-R acts as the Bursicon receptor and plays a critical role in the up-stream signaling of the chitin biosynthesis pathway, regulating the transition from summer-form to winter-form. Finally, we discovered that miR-6012 directly targets CcBurs-R, contributing to the regulation of Bursicon signaling in the seasonal polyphenism of C. chinensis. In summary, these findings reveal the novel function of the neuroendocrine regulatory mechanism underlying seasonal polyphenism and provide critical insights into the insect Bursicon and its receptor.

Neuropeptide Bursicon and its receptor-mediated the transition from summer-form to winter-form of Cacopsylla chinensis

Seasonal polyphenism enables organisms to adapt to environmental challenges by increasing phenotypic diversity. Cacopsylla chinensis exhibits remarkable seasonal polyphenism, specifically in the form of summer-form and winter-form, which have distinct morphological phenotypes. Previous research has shown that low temperature and the temperature receptor CcTRPM regulate the transition from summer-form to winter-form in C. chinensis by impacting cuticle content and thickness. However, the underling neuroendocrine regulatory mechanism remains largely unknown. Bursicon, also known as the tanning hormone, is responsible for the hardening and darkening of the insect cuticle. In this study, we report for the first time on the novel function of Bursicon and its receptor in the transition from summer-form to winter-form in C. chinensis. Firstly, we identified CcBurs-α and CcBurs-β as two typical subunits of Bursicon in C. chinensis, which were regulated by low temperature (10 °C) and CcTRPM. Subsequently, CcBurs-α and CcBurs-β formed a heterodimer that mediated the transition from summer-form to winter-form by influencing the cuticle chitin contents and cuticle thickness. Furthermore, we demonstrated that CcBurs-R acts as the Bursicon receptor and plays a critical role in the up-stream signaling of the chitin biosynthesis pathway, regulating the transition from summer-form to winter-form. Finally, we discovered that miR-6012 directly targets CcBurs-R, contributing to the regulation of Bursicon signaling in the seasonal polyphenism of C. chinensis. In summary, these findings reveal the novel function of the neuroendocrine regulatory mechanism underlying seasonal polyphenism and provide critical insights into the insect Bursicon and its receptor.

Heart function enhancement with Nrf2-activating antioxidant in acute Y-strain Chagas disease, not in chronic Colombian or Y-strain.

Oxidative stress promotes T. cruzi growth and development of chronic Chagas heart dysfunction. However, the literature contains gaps that must be fulfilled, largely due to variations in parasite DTU sources, cell types, mouse strains, and tools to manipulate redox status. We assessed the impact of oxidative environment on parasite burden in cardiomyoblasts and the effects of the Nrf2-inducer COPP on heart function in BALB/c mice infected with either DTU-II Y or DTU-I Colombian T. cruzi strains. Treatment with antioxidants CoPP, apocynin, resveratrol, and tempol reduced parasite burden in cardiomyoblasts H9C2 for both DTUI- and II-strains, while H2O2 increased it. CoPP treatment improved electrical heart function when administered during acute stage of Y-strain infection, coinciding with an overall trend towards increased survival and reduced heart parasite burden. These beneficial effects surpassed those of trypanocidal benznidazole, implying that CoPP directly affects heart physiology. CoPP treatment had beneficial impact on heart systolic function when performed during acute and evaluated during chronic stage. No impact of CoPP on heart parasite burden, electrical, or mechanical function was observed during the chronic stage of Colombian-strain infection, despite previous demonstrations of improvement with other antioxidants. Treatment with CoPP also did not improve heart function of mice chronically infected with Y-strain. Our findings indicate that amastigote growth is responsive to changes in oxidative environment within heart cells regardless of the DTU source, but CoPP influence on heart parasite burden in vivo and heart function is mostly confined to the acute phase. The nature of the antioxidant employed, T. cruzi DTU, and the stage of disease, emerge as crucial factors to consider in heart function studies.

PI3K-AKT-mediated phosphorylation of Thr260 in CgCaspase-3/6/7 regulates heat-induced activation in oysters

Cysteine-aspartic proteases (caspases) are critical drivers of apoptosis, exhibiting expansion and domain shuffling in mollusks. However, the functions and regulatory mechanisms of these caspases remain unclear. In this study, we identified a group of Caspase-3/6/7 in Bivalvia and Gastropoda with a long inter-subunit linker (IL) that inhibits cleavage activation. Within this region, we found that conserved phosphorylation at Thr260 in oysters, mediated by the PI3K-AKT pathway, suppresses heat-induced activation. This mechanism is involved in divergent temperature adaptation between two allopatric congeneric oyster species, the relatively cold-adapted Crassostrea gigas and warm-adapted Crassostrea angulata. Our study elucidates the role of these effector caspase members and their long IL in bivalves, revealing that the PI3K-AKT pathway phosphorylates Thr260 on CgCASP3/6/7’s linker to inhibit heat-induced activation. These findings provide insights into the evolution and function of apoptotic regulatory mechanisms in bivalves.

Artificial hearing systems based on functional cochlea models

Abstract The cochlea is one of the most complex organs in the human body, exhibiting a complex interplay of characteristics in acoustic, mechanical, electrical, and biological functions. Functional cochlea models are an essential platform for studying hearing mechanics and are crucial for developing next-generation auditory prostheses and artificial hearing systems for sensorineural hearing restoration. Recent advances in additive manufacturing, organ-on-a-chip models, drug delivery platforms, and artificial intelligence have provided valuable insights into how to manufacture artificial cochlea models that more accurately replicate the complex anatomy and physiology of the inner ear. This paper reviews recent advancements in the applications of advanced manufacturing techniques in reproducing the physical, biological, and intelligent functions of the cochlea. It also outlines the current challenges to developing mechanically, electrically, and anatomically accurate functional models of the inner ear. Finally, this review identifies the major requirements and outlook for impactful research in this field going forward. Through interdisciplinary collaboration and innovation, these functional cochlea models are poised to drive significant advancements in hearing treatments, and ultimately enhance the quality of life for individuals with hearing loss.

The association between alpha-1 antitrypsin and B-type natriuretic peptide blood levels in healthy African Americans

ObjectiveB-type natriuretic peptide (BNP) is a neurohormone primarily secreted from cardiac ventricles in reaction to increased volume and pressure. The plasma level of BNP is used to measure the mechanical function of the heart and the risk of developing chronic obstructive pulmonary disease (COPD). Alpha-1 antitrypsin (AAT) is a glycoprotein that acts as an inhibitor of serine proteases and plays a crucial role in protecting the lungs against potential harm. AAT deficiency also causes COPD. The data on the prevalence of BNP and AAT in African Americans (AA) are limited and inconsistent. No previous studies have investigated whether any association exists between BNP and AAT. We collected fasting blood samples from 114 AA subjects who provided informed consent. The plasma levels of the biomarkers were measured using ELISA.ResultsOur findings revealed a significant negative correlation between AAT and BNP (r=-0.266, p = 0.01) as well as between AAT and TNF-α (r=-0.242, p = 0.01). Sex hormones (estrogen and testosterone) have a significant relationship with the levels of AAT and BNP. Increasing the AAT and reducing the levels of inflammation can lower the levels of BNP, which in turn could help lower the risk of heart disease in the AA population.

FKBP4 promotes glycolysis and hepatocellular carcinoma progression via p53/HK2 axis.

FKBP4, a member of the FK506-binding protein (FKBP) family, is a promising target for a variety of disorders, including cancer. However, its underlying molecular mechanism and potential function in hepatocellular carcinoma (HCC) are largely elusive. Therefore, we aimed to investigate the expression status, functional implications and underlying mechanisms of FKBP4 in HCC. Our bioinformatics analysis of TCGA LIHC datasets, ICGC LIRI-JP datasets and GEO datasets results showed FKBP4 was upregulated in HCC tissues. We also confirmed the elevated FKBP4 in clinical HCC samples. Additionally, quantitative RT-PCR results revealed FKBP4 was highly expressed in all five tested HCC cell lines. We also observed a correlation between elevated FKBP4 expression and poor prognosis in HCC patients. Loss of FKBP4 can inhibit the proliferation and migration in HCC cells. Furthermore, we found that silencing FKBP4 suppressed glucose uptake, lactic acid production and18F-FDG uptake compared with the control group. Mechanistically, our funding indicated that FKBP4 participates in glycolysis through p53 mediated HK2 signaling pathway, specially, FKBP4 knockdown promotes the expression and stability of p53 protein rather than affecting the transcription level. Finally, rescue experiments revealed that simultaneous knockdown of both FKBP4 and p53 partially reversed the inhibitory effects on HK2 protein levels and18F-FDG uptake. Our study elucidates a novel role of FKBP4 in promoting HCC development and glycolysis by modulating the p53/HK2 signaling pathway. Given the critical role of aerobic glycolysis in the progression of HCC, targeting FKBP4 may offer a new therapeutic strategy for treating this malignancy.

Kinetic Analysis of Molten Oxide Reduction Using Bottom-Blown Hydrogen Injection

Hydrogen-based smelting reduction has received widespread attention as an important technology for realizing low-carbon development in hydrogen metallurgy. In this study, the thermodynamics of smelting reduction was firstly analyzed by using FactSage 8.1 thermodynamic software, on the basis of which smelting reduction experiments of iron oxides by using bottom-blown hydrogen were carried out. The experiments used oxidized pellets as experimental materials, and the effects of the reduction process were analyzed in terms of the reduction temperature, the reduction time, and the hydrogen flow rate. The experimental results show that under the experimental conditions of a temperature of 1550 °C and a hydrogen flow rate of 0.2 Nm3/h, the reduction rate of iron oxides in the process of reducing iron oxides by hydrogen is significantly faster in the first 10 min than after 10 min. The hydrogen utilization rate reached a maximum of 41.87%, then decreased continuously and finally maintained at about 20%. Using the method of model fitting, it was found that the hydrogen-based molten reduction conformed to the phase boundary reaction model (Gα=1−(1−α)1/2), the corresponding mechanism function is fα=2(1−α)1/2, where α stands for the reduction conversion, and the reaction rate constant k(T) is 2.37 × 10−4 s−1 under the experimental conditions.

Regulatory Mechanism of Protein Crotonylation and Its Relationship with Cancer.

Crotonylation is a recently discovered protein acyl modification that shares many enzymes with acetylation. However, it possesses a distinct regulatory mechanism and biological function due to its unique crotonyl structure. Since the discovery of crotonylation in 2011, numerous crotonylation sites have been identified in both histones and other proteins. In recent studies, crotonylation was found to play a role in various diseases and biological processes. This paper reviews the initial discovery and regulatory mechanisms of crotonylation, including various writer, reader, and eraser proteins. Finally, we emphasize the relationship of dysregulated protein crotonylation with eight common malignancies, including cervical, prostate, liver, and lung cancer, providing new potential therapeutic targets.

Sunflower pith inspired dual-gradient cellular polyurethane architecture with amplified mechanical functions

Artificial cellular materials with various mechanical functions are attracting increasing attentions from aerospace, transportation, and industrialization. However, many artificial cellular materials, despite of the hierarchically ordered structures and even unique performance to some, still lag behind many natural ones in amplification of mechanical functions owing to the limitations in intrinsic mechanical performance and sophisticated structural design. Herein, inspired with lightweight and high strength of sunflower piths, we proposed a dual-gradient structure consisting of pore size gradient and wall thickness gradient to engineer cellular architectures with desirable mechanical performance by harnessing vat photopolymerization 3D printing of double crosslinking networks polyurethane elastomer. The double-gradient cellular polyurethane architecture displays more exceptional capability in load-bearing and energy absorption compared with non– and single gradient structures. Besides, the specific compressive strength and energy absorption of the dual-gradient cellular architectures are 4 times higher than those of traditional mechanical metamaterial structures such as octet-truss lattice, gyroid lattice, and porous structure prepared with the same material. Potential mechanisms such as dual-gradient cellular structures to obtain selective flexural deformation behaviour increasing their energy absorption and dissipation capacity are fully elucidated. As the potential paradigms, we demonstrated the mechanical functions of biomimetic mechanical cellular architectures for efficient impact protection and noise isolation, which offered a promising perspective toward developing soft metamaterials with excellent mechanical functions for potential soft machines and engineering applications.

Cobalt-Zirconia coated monoliths fabricated by Direct Ink Writing for catalytic applications

Direct Ink Writing (DIW) is a promising technique for fabricating ceramic catalysts with complex geometries and enhanced catalytic performances, but these still require overcoming some challenges to maximize their catalytic and mechanical functionality. In this work, DIW yttria-doped zirconia (YDZ) catalysts were coated with a Co/YDZ catalyst layer. Two configurations based on a dense monolith and a porous one sintered at 1450ºC and 1300ºC were fabricated through DIW, using optimal rheological hydrogel-inks, to investigate the effect of porosity on the mechanical and catalytic performance in the ethanol steam reforming reaction. The monolith sintered at 1450°C achieved the best mechanical and catalytic performance, as it presented the highest Co concentration (2.3at.%) at the catalyst layer. In addition, this monolith exhibited excellent mechanical properties at the interface between contiguous filaments in the multilayer structure. Therefore, this simple approach is a promising method to produce enhanced catalytically and mechanically robust monoliths.

A rolling bearing fault diagnosis method for imbalanced data based on multi-scale self-attention mechanism and novel loss function

Deep learning methods are widely used in the field of rolling bearing fault diagnosis and produce good results when faced with datasets with roughly equal numbers of normal and faulty samples. However, real-world data often has a serious imbalance, with the number of fault samples being significantly less than the number of normal samples. This dataset imbalance challenges the performance of traditional deep learning methods. To address this problem, this paper proposes an efficient imbalanced data rolling bearing fault diagnosis method. The method consists of two parts: a deep learning network based on a multi-scale self-attention mechanism and a novel loss function. In terms of the deep learning network, firstly, the one-dimensional vibration signal is converted into a two-dimensional image through the Gramian angular field. This conversion maximises the inherent feature extraction capability of the network. Subsequently, the multi-scale learning capability of the network is enhanced by implementing different expansion rates for the head of the multi-scale self-attention mechanism. This nuanced approach allows the network to capture the underlying information more efficiently. Finally, the inclusion of Ghost bottlenecks and feature pyramid networks (FPNs) helps to optimise network efficiency and improve generalisation performance. A novel loss function is also proposed to make the method more suitable for imbalanced data. During the training process, the classification of samples in each class is analysed using the recall metric of imbalanced classification and the real-time recall is used as a weight to weaken the dominance of the majority class. This weighting ensures the adaptability of the method to imbalanced datasets. The proposed method is evaluated using rolling bearing datasets from Case Western Reserve University, USA, and Southeast University, China. Comparison results with other state-of-the-art deep learning methods show that the proposed method has a robust performance when dealing with imbalanced data.

Bioactive ECM-Mimicking Nerve Guidance Conduit for Enhancing Peripheral Nerve Repair

Extensive research efforts are being directed towards identifying alternatives to autografts for the treatment of peripheral nerve injuries (PNIs) with engineered nerve conduits (NGCs) identified as having potential for PNI patients. These NGCs, however, may not fulfill the necessary criteria for a successful transplant, such as sufficient mechanical structural support and functionalization. To address the aforementioned limitations of NGCs, the present investigation explored the development of double cross-linked hydrogels (o-CSMA-E) that integrate the biocompatibility of porcine tendon extracellular matrix (ECM) with the antimicrobial and conductive properties of methacrylated quaternary chitosan. The hydrogels had matrices that could promote the growth of axons and the transmission of neural signals. The hydrogels were subsequently incorporated into a nanofibrous PLLA-ZnO sheath scaffold (ZnO@PLLA) to emulate the natural nerve structure, guiding cell growth and facilitating nerve regeneration. The collaboration of core and sheath materials in ZnO@PLLA/o-CSMA-E nerve guidance conduits resulted in enhanced migration of Schwann cells, formation of myelin sheaths, and improved locomotion performance in rats with sciatic nerve defects when in vivo studies were undertaken. Notably, the in vivo studies demonstrated the similarity between the newly developed engineered NGCs and autologous transplants, with the newly engineered NGCs possessing the potential to promote functional recovery by mimicking the tubular structure and ECM of nerves.