ObjectiveThis study proposes a novel single-cell protein localization method based on a class perception graph convolutional network (CP-GCN) to overcome several critical challenges in protein microscopic image analysis, including the scarcity of cell-level annotations, inadequate feature extraction, and the difficulty in achieving precise protein localization within individual cells. The methodology involves multiple innovative components designed to enhance both feature extraction and localization accuracy. MethodsFirst, a class perception module (CPM) is developed to effectively capture and distinguish semantic features across different subcellular categories, enabling more discriminative feature representation. Building upon this, the CP-GCN network is designed to explore global features of subcellular proteins in multicellular environments. This network incorporates a category feature-aware module to extract protein semantic features aligned with label dimensions and establishes a subcellular relationship mining module to model correlations between different subcellular structures. By doing so, it generates co-occurrence embedding features that encode spatial and contextual relationships among subcellular locations, thereby improving feature representation. To further refine localization, a multi-scale feature analysis approach is employed using the K-means clustering algorithm, which classifies multi-scale features within each subcellular category and generates multi-cell class activation maps (CAMs). These CAMs highlight discriminative regions associated with specific subcellular locations, facilitating more accurate protein localization. Additionally, a pseudo-label generation strategy is introduced to address the lack of annotated single-cell data. This strategy segments multicellular images into single-cell images and assigns reliable pseudo-labels based on the CAM-predicted regions, ensuring high-quality training data for single-cell analysis. Under a transfer learning framework, the model is trained to achieve precise single-cell-level protein localization, leveraging both the extracted features and pseudo-labels for robust performance. ResultsExperimental validation on multiple single-cell test datasets demonstrates that the proposed method significantly outperforms existing approaches in terms of robustness and localization accuracy. Specifically, on the Kaggle 2021 dataset, the method achieves superior mean average precision (mAP) metrics across 18 subcellular categories, highlighting its effectiveness in diverse protein localization tasks. Visualization of the generated CAM results further confirms the model’s capability to accurately localize subcellular proteins within individual cells, even in complex multicellular environments. ConclusionThe integration of the CP-GCN network with a pseudo-labeling strategy enables the proposed method to effectively capture heterogeneous cellular features in protein images and achieve precise single-cell protein localization. This advancement not only addresses key limitations in current protein image analysis but also provides a scalable and accurate solution for subcellular protein studies, with potential applications in biomedical research and diagnostic imaging. The success of this method underscores the importance of combining advanced deep learning architectures with innovative training strategies to overcome data scarcity and improve localization performance in biological image analysis. Future work could explore the extension of this framework to other types of microscopic imaging and its application in large-scale protein interaction studies.

Tumor cells use glycolysis to provide material and energy under hypoxic conditions to meet the energy requirements for rapid growth and proliferation， namely the Warburg effect. Even under aerobic conditions， tumor cells mainly rely on glycolysis to provide energy. Therefore， glucose transporter protein 1（GLUT1）， which is involved in the process of glucose metabolism， plays an important role in tumorigenesis， development and drug resistance， and is considered to be one of the important targets in the treatment of malignant tumors. In recent years， research on tumor glucose metabolism has gradually become a hot spot. It has been shown that various factors are involved in the regulation of tumor energy metabolism， among which the role of GLUT1 is the most critical. In this paper， the authors reviewed the latest research progress of GLUT1-targeted traditional Chinese medicine（TCM） active ingredient nano-delivery system in tumor therapy， aiming to reveal the feasibility and effectiveness of this system in the delivery of chemotherapeutic drugs. The GLUT1-targeted TCM active ingredient nano-delivery system can overcome the bottleneck of the traditional targeting strategy as well as the high-permeability long retention（EPR） effect. In summary， the authors believe that the GLUT1-targeted TCM active ingredient nano-delivery system provides a new strategy for targeted treatment of tumors and has a broad application prospect in tumor prevention and treatment.

Objective To analyze the correlation between the ELL2 gene 1119 T>C polymorphism and the susceptibility to pleomorphic adenoma of the salivary gland.Methods The pedigree of the pleomorphic adenoma family of salivary gland was drawn.The exons of ELL2 gene in 5 members of salivary pleomorphic adenoma family were sequenced.A case-control study was conducted.One hundred and twelve patients with pleomorphic adenoma of the salivary gland who visited the Department of Oral and Maxillofacial Surgery of Shanxi Bethune Hospital from January 2016 to July 2020 were taken as case group,and 176 healthy examinees from January 2019 to January 2020 were taken as control group with age and sex as matching conditions.The 1119 T>C polymorphism of ELL2 genes in the two groups were detected with high resolution melting(HRM)curve.Chi-square test was adopted to analyze the correlation between gene polymorphism and the occurrence of pleomorphic adenoma of the salivary gland,stratified analysis was performed to evaluate the synergistic effect of smoking and genotype,and real time quantitative reverse transcription polymerase chain reaction(RT-PCR)was used to detect the expression level of ELL2 in individuals with different genotypes.Results The 1119 T>C polymorphism site existed in the exon 8 of ELL2 gene in a family with pleomorphic adenoma of salivary gland.The results of case-control study showed that the genotype frequency of homozygous CC was significantly higher in patients with pleomorphic adenoma of salivary gland than that in the controls(24.1%vs.11.9%,P=0.002).Homozygous CC was associated with increased risk for developing pleomorphic adenoma of salivary gland(OR=3.059,95%CI 1.494-6.263)in this cohort.Stratification analysis showed that smoking and 1119C allele cooperated to increase the risk of pleomorphic adenoma of salivary gland(OR=3.200,95%CI 1.460-7.014).The expression level of ELL2 mRNA in CC genotype was significantly higher than that in individuals with CT or TT genotype(P<0.05).Conclusion The genetic variation of ELL2 may play an important role in the occurrence of pleomorphic adenoma of salivary gland,and smoking combined with the 1119C allele increased the risk of this disease.

To construct a hybrid decision-making model that integrates knowledge-driven and data-driven approaches, and to apply it to the etiological diagnosis of ventricular tachycardia (VT).

The Piezo protein is a non-selective mechanosensitive cation channel that exhibits sensitivity to mechanical stimuli such as pressure and shear stress. It converts mechanical signals into bioelectric activity within cells, thus triggering specific biological responses. In the digestive system, Piezo protein plays a crucial role in maintaining normal physiological activities, including digestion, absorption, metabolic regulation, and immune modulation. However, dysregulation in Piezo protein expression may lead to the occurrence of several pathological conditions, including visceral hypersensitivity, impairment of intestinal mucosal barrier function, and immune inflammation.Therefore, conducting a comprehensive review of the physiological functions and pathological roles of Piezo protein in the digestive system is of paramount importance. In this review, we systematically summarize the structural and dynamic characteristics of Piezo protein, its expression patterns, and physiological functions in the digestive system. We particularly focus on elucidating the mechanisms of action of Piezo protein in digestive system tumor diseases, inflammatory diseases, fibrotic diseases, and functional disorders. Through the integration of the latest research findings, we have observed that Piezo protein plays a crucial role in the pathogenesis of various digestive system diseases. There exist intricate interactions between Piezo protein and multiple phenotypes of digestive system tumors such as proliferation, apoptosis, and metastasis. In inflammatory diseases, Piezo protein promotes intestinal immune responses and pancreatic trypsinogen activation, contributing to the development of ulcerative colitis, Crohn’s disease, and pancreatitis. Additionally, Piezo1, through pathways involving co-action with the TRPV4 ion channel, facilitates neutrophil recruitment and suppresses HIF-1α ubiquitination, thereby mediating organ fibrosis in organs like the liver and pancreas. Moreover, Piezo protein regulation by gut microbiota or factors like age and gender can result in increased or decreased visceral sensitivity, and alterations in intestinal mucosal barrier structure and permeability, which are closely associated with functional disorders like irritable bowel sydrome (IBS) and functional consitipaction (FC). A thorough exploration of Piezo protein as a potential therapeutic target in digestive system diseases can provide a scientific basis and theoretical support for future clinical diagnosis and treatment strategies.

Objective To design an ECG signal wireless transmission system for the dynamic ECG monitor.Methods The ECG signal wireless transmission system developed was composed of an ECG signal acquisition module,a wireless transceiver module,a wireless communication protocol module and a digital filtering module.The ECG signal acquisition module consisted of a digital interface circuit,an A/D converter microprocessor and an ECG amplification circuit.The wireless transceiver module was made up of a wireless RF unit,a crystal oscillator circuit,an RF circuit,a debug serial port,a register,a power supply module and a reset circuit.The wireless communication protocol module involved in a data link layer and a physical layer,of which the data link layer had two mechanisms of automatic response and frequency modulation.The digital filtering module mainly included a digital filter,a signal input module,a delay unit and a coefficient registers,and the digital filter was designed using the equiripple method and realized signal denoising by converting ECG signals into output sequences.The performance of this system for wireless transmission of ECG signals at different proximity remote transmission distances was validated with the ECG signal wireless transmission methods based on ZigBee networking and general packet radio service(GPRS)and based on wireless networking module used as comparative methods.Results The system developed gained advan-tages over the other two methods in average rate,sucess rate,average time consumption and average frequency for re-transmission of ECG signal wireless transmission.Conclusion The system developed can be used for efficient,stable and clear ECG signal wireless transmission for the dynamic ECG monitor.[Chinese Medical Equipment Journal,2024,45(6):28-32]

Epigenomic imbalance drives abnormal transcriptional processes,promoting the onset and progression of cancer.Although defective gene regulation generally affects carcinogenesis and tumor suppression networks,tumor immunogenicity and immune cells involved in antitumor responses may also be affected by epigenomic changes,which may have significant implications for the development and application of epigenetic therapy,cancer immunotherapy,and their combinations.Herein,we focus on the impact of epigenetic regulation on tumor immune cell function and the role of key abnormal epigenetic processes,DNA methylation,histone post-translational modification,and chromatin structure in tumor immunogenicity,and introduce these epigenetic research methods.We emphasize the value of small-molecule inhibitors of epigenetic modulators in enhancing antitumor immune responses and discuss the challenges of developing treatment plans that combine epigenetic therapy and immuno-therapy through the complex interaction between cancer epigenetics and cancer immunology.

Objective To investigate the impact of exosomal miRNAs derived from endoplasmic reticulum-stressed(ERS)head and neck squamous cell carcinoma(HNSCC)cells on macrophages.Methods This study was reviewed and approved by the Ethics Committee.The expression levels of ERS-associated proteins,including protein kinase R-like endoplasmic reticulum kinase(PERK)and glucose-regulated protein 78(GRP78),in HNSCC tissues and para-tumor tissues were detected by Western blot(WB)and quantitative real-time PCR(RT-qPCR).HN4 human laryngeal squamous cell carcinoma cells were treated with 500 U/mL interferon-γ(IFN-γ)for 48 h to induce ER stress,and exo-somes secreted by ER-stressed HN4 cells were collected and identified.The types of miRNAs in exosomes were identi-fied through bioinformatics analysis,and the target genes of miRNAs were predicted.Macrophages were transfected with miRNA,co cultured with collected exosomes,and the expression of PTEN in macrophages was knocked down.The downstream signaling pathway regulated by exosomal miRNAs was studied by WB and RT-qPCR.Results Compared with that in para-tumor tissues,the expression level of ER stress-associated proteins in HNSCC tissues was increased(P＜0.05).RNA-seq analysis revealed that miR-26a-5p was highly upregulated in ER-stressed HN4 cell-derived exo-somes(P＜0.05).PTEN is the target gene for miR-26a-5p.miR-26a-5p increased the expression level of PD-L1 in mac-rophages and downregulated the expression of PTEN(P＜0.05).Macrophages co cultured with ERS extracellular vesi-cles showed an increase in miR-26a-5p and PD-L1 expression,a decrease in PTEN expression,and an increase in p-AKT expression(P＜0.05).Knock down the expression of PTEN in macrophages and increase the expression of PD-L1(P＜0.01).Conclusion ERS HNSCC cell-derived exosomal miR-26a-5p promotes the expression of PD-L1 in macro-phages through the PTEN/AKT signaling pathway.

Objective To observe the improvement effect and mechanism of salvianolic acid B on renal fibrosis mice.Methods Thirty-six BALB/c mice were randomly divided into sham operation group,model group,salvianolic acid B low-,medium-and high-dose groups and VX765(caspase-1 inhibitor)group,with 6 mice in each group.Salvianolic acid B low-,medium-and high-dose groups were intragastrically administered with corresponding doses of 50,100,200 mg-kg-1-d-1 salvianolic acid B normal saline suspension,respectively,VX765 group was intragastrically administered with 50 mg·kg-1·d-1 VX765 normal saline suspension,and the sham operation group and the model group were intragastrically administered with the same volume of normal saline,once a day.After seven days,except for the sham operation group,the mice in other groups were treated with unilateral renal ischemia-reperfusion injury combined with contralateral nephrectomy to establish an acute kidney injury-induced renal fibrosis model.After modeling,each group continued to be administered with the corresponding volume of drugs for 21 days.After the administration,the pathological changes of renal tissue were observed by hematoxylin-eosin(HE)staining and Masson staining.The serum creatinine(SCr)was detected by sarcosine oxidase method.The urea nitrogen(BUN)was detected by urease method.The level of serum neutrophil gelatinase-associated lipocalin(NGAL)was detected by enzyme-linked immunosorbent assay(ELISA).The expression of fibrosis-related proteins fibrosis-related proteins α-smooth muscle actin(α-SMA),vimentin and transforming growth factor-β(TGF-β)and pyroptosis-related proteins cleaved cysteine aspartate proteolytic enzyme 1(cl-caspase-1),pro-caspase-1(pro-caspase-1),NOD-like receptor hot protein domain-related protein 3(NLRP3),cleaved interleukin-1β(cl-IL-1β),interleukin-1β(IL-1β),GSDMD-N,GSDMD in renal tissue was detected by Western Blot.Results Compared with the sham operation group,the serum levels of SCr,BUN and NGAL in the model group were increased(P＜0.05 or P＜0.01).HE and Masson staining showed inflammatory cell infiltration and a large amount of collagen deposition in the renal interstitium,and the expression levels of fibrosis-related proteins α-SMA,vimentin and TGF-β were increased(P＜0.01).The expression levels of pyroptosis-related proteins cl-caspase-1/pro-caspase-1,NLRP3,cl-IL-1β/IL-1β,GSDMD-N/GSDMD were also increased(P＜0.05 or P＜0.01).Compared with the model group,the levels of serum SCr,BUN and NGAL in the high-dose salvianolic acid B group were significantly decreased(P＜0.05 or P＜0.01),the infiltration of renal interstitial inflammatory cells and collagen deposition were reduced,and the expression levels of fibrosis proteins α-SMA,vimentin,TGF-β and pyroptosis-related proteins cl-caspase-1/pro-caspase-1,NLRP3,cl-IL-1β/IL-1β,GSDMD-N/GSDMD were decreased(P＜0.05 or P＜0.01).There was no significant difference in the above indexes between the high-dose salvianolic acid B group and the VX765 group(P＞0.05).Conclusion Salvianolic acid B may alleviate renal fibrosis in mice by inhibiting pyroptosis mediated by NLRP3/caspase-1/GSDMD pathway.

Objective:To investigate the application value of indocyanine green fluorescence laparoscopic lateral lymph node dissection(LLND)in the treatment of middle and low rectal can-cer.Methods:Clinical data of 76 patients with middle and low rectal cancer who underwent surgi-cal treatment from February 2018 to June 2020 were retrospectively analyzed,including 42 patients in the TME group who underwent laparoscopic total mesorectal resection and 34 patients in the TME+LLND group who underwent laparoscopic TME combined with indocyanine green fluores-cence LLND.Results:The operation time of TME+LLND group was longer than that of TME group(P＜0.001).Compared with TME group,the total number of lymph nodes dissected in TME+LLND group was higher(P＜0.05).In the TME+LLND group,7 cases(20.59％)reported lateral lymph node metastasis.After 3 years of follow-up,the local recurrence rate was 2.94％in TME+LLND group and 19.05％in TME group(P＜0.05).The distant metastasis rate was 14.71％in the TME+LLND group and 9.52％in the TME group(P＞0.05).Conclusion:Indocyanine green fluorescence laparoscopic LLND can reduce the local recurrence rate and does not increase postoperative com-plications,so it is safe,effective and feasible in the treatment of middle and low rectal cancer.