Subtype classification of age-related macular degeneration (AMD) based on optical coherence tomography (OCT) images serves as an effective auxiliary tool for clinicians in diagnosing disease progression and formulating treatment plans. To improve the classification accuracy of AMD subtypes, this study proposes a keypoint-based, attention-enhanced residual network (KPA-ResNet). The proposed architecture adopts a 50-layer residual network (ResNet-50) as the backbone, preceded by a keypoint localization module based on heatmap regression to outline critical lesion regions. A two-dimensional relative self-attention mechanism is incorporated into convolutional layers to enhance the representation of key lesion areas. Furthermore, the network depth is appropriately increased and an improved residual module, ConvNeXt, is introduced to enable comprehensive extraction of high-dimensional features and enrich the detail of lesion boundary contours, ultimately achieving higher classification accuracy of AMD subtypes. Experimental results demonstrate that KPA-ResNet achieves significant improvements in overall classification accuracy compared with conventional convolutional neural networks. Specifically, for the wet AMD subtypes, the classification accuracies for inactive choroidal neovascularization (CNV) and active CNV reach 92.8% and 95.2%, respectively, representing substantial improvement over ResNet-50. These findings validate the superior performance of KPA-ResNet in AMD subtype classification tasks. This work provides a high-accuracy, generalizable network architecture for OCT-based AMD subtype classification and offers new insights into integrating attention mechanisms with convolutional neural networks in ophthalmic image analysis.
Tomography, Optical Coherence/methods* ; Humans ; Macular Degeneration/diagnostic imaging* ; Neural Networks, Computer

Heat shock protein 70 (HSP70), an evolutionarily conserved molecular chaperone, serves as a central regulator within tumor immune networks. This review summarizes the multiple immune regulatory mechanisms mediated by HSP70 through its specific domains: promoting antigen presentation and cross-presentation processes; prolonging immune response duration; regulating innate and adaptive immune responses; and interacting with immune checkpoint molecules like programmed death-1 ligand 1 (PD-L1). In translation of clinical research, HSP70 can serve as a vaccine adjuvant to enhance immunogenicity, while its inhibitors can overcome resistance to immunotherapy. Additionally, membrane-bound HSP70 represents a potential immunotherapeutic target, and its targeting strategies show significant synergistic effects when combined with immune checkpoint inhibitors. However, due to the functional redundancy of the molecular chaperone network, the clinical efficacy of single-agent HSP70 inhibition is limited. In-depth elucidation of HSP70's synergistic regulatory mechanisms within the chaperone interaction network has important implications for developing novel tumor immunotherapy strategies.
HSP70 Heat-Shock Proteins/metabolism* ; Humans ; Immunotherapy/methods* ; Neoplasms/immunology* ; Animals ; B7-H1 Antigen/metabolism*

Although low temperature plasma ablation technology has significant advantages in clinical applications,its poor stability,high power consumption and thermal injuries to the tissues are still key factors limiting its widespread use.To address these issues,a device that uses bipolar pulses to excite plasma is developed,and it can flexibly adjust its output voltage,frequency and duty cycle,effectively reducing breakdown voltage and power consumption.By conducting simulation and saltwater discharge experiments,the excitation process of plasma is elaborated in detail.Meanwhile,the effects of two different pulse excitation modes on plasma excitation are discussed and compared.The results show that the bipolar pulse excitation mode is advantageous in reducing discharge current and breakdown voltage,and shortening the formation time of the vapor layer,which effectively relieves thermal injuries to the tissues.Finally,the broad application potential of the plasma ablation device is demonstrated in plasma ablation experiments which are conducted at different voltages,with pork as the experimental material.The study provides a new theoretical basis and practical guidance for the application of plasma ablation technology in minimally invasive surgery.

Although low temperature plasma ablation technology has significant advantages in clinical applications,its poor stability,high power consumption and thermal injuries to the tissues are still key factors limiting its widespread use.To address these issues,a device that uses bipolar pulses to excite plasma is developed,and it can flexibly adjust its output voltage,frequency and duty cycle,effectively reducing breakdown voltage and power consumption.By conducting simulation and saltwater discharge experiments,the excitation process of plasma is elaborated in detail.Meanwhile,the effects of two different pulse excitation modes on plasma excitation are discussed and compared.The results show that the bipolar pulse excitation mode is advantageous in reducing discharge current and breakdown voltage,and shortening the formation time of the vapor layer,which effectively relieves thermal injuries to the tissues.Finally,the broad application potential of the plasma ablation device is demonstrated in plasma ablation experiments which are conducted at different voltages,with pork as the experimental material.The study provides a new theoretical basis and practical guidance for the application of plasma ablation technology in minimally invasive surgery.

Objective To evaluate the role of quantitative flow ratio(QFR)in percutaneous coronary intervention(PCI)by using regadenoson stress dynamic single-photon emission computed tomography(D-SPECT).Methods We selected 200 patients with unstable angina admitted to Department of Cardiology,Hebei Medical University First Hospital,from June 31,2021 to June 31,2023 for elective PCI.The patients were aged 57.56±8.23 years and were randomly divided into a conventional group(n=100)and a QFR group(n=100)according to a random number table.The trial was conducted using a double-blind method.The conventional group received PCI treatment based on the experience of the physician,while the QFR group received PCI treatment based on the QFR measurement results.All enrolled patients underwent pre-operative and 7-day post-operative D-SPECT stress imaging using regadenoson stress D-SPECT,and their images were acquired from short axis,vertical long axis,and horizontal long axis to calculate the total myocardial perfusion score and the total myocardial ischemia segment number under the distribution of 17 myocardial segments.Results There was no significant difference in the number of myocardial ischemia segments(7.59±3.14 vs.7.48±3.36,P=0.811)or the total myocardial perfusion score(15.87±7.61 vs.15.63±5.97,P=0.860)between the two groups before PCI.The number of myocardial ischemia segments(5.58±3.36 vs.6.51±2.14,P=0.020)and the total myocardial perfusion score(10.55±4.41 vs.12.96±6.50,P=0.002)in the QFR group were significantly better than those in the conventional group 7 days after PCI(P＜0.05).Conclusion Applying QFR guidance for PCI can better improve the degree of myocardial ischemia in patients.

Objective To analyze the effect of Hedysari Radix Chinese herbal pieces treatment in acute inferior myocardial infarction patients undergoing percutaneous coronary intervention(PCI).Methods A total of 200 patients with acute inferior myocardial infarction undergoing emergency PCI admitted to department of cardiology of Shijiazhuang People's Hospital from March 31,2020 to March 31,2023 were selected as the study objects.The patients were randomly divided into a control group and a treatment group according to a digital random table method.The control group received routine treatment after PCI,and the patients drank 500 mL of warm water in the morning and afternoon every day,continuing this regimen for up to 30 days post-surgery.The treatment group took 10 g of Hedysari Radix Chinese Herbal pieces in 500 mL of boiling water in the morning and afternoon,soaking it and drinking it coolly and temperately,continuing to take it until 30 days after surgery.Blood pressure,Dopamine dosage,and duration were observed in all patients on 1-5 days after surgery.Major adverse cardiovascular event(MACE),such as cardiac death,myocardial infarction,heart failure,and re-admission were tracked in all patients within 30 days,and adverse reactions and clinical symptom improvement were followed up,using the somatic self-rating scale(SSS).Results The total Dopamine dose in the treatment group was significantly lower than that in the control group(mg:960.4±287.9 vs.1 160.4±610.5,P<0.05),and the duration of use was significantly shorter than that in the control group(hours:60.7±16.9 vs.71.6±20.4,P<0.05).The systolic blood pressure in the treatment group was significantly higher than that in the control group at 1 day after PCI[mmHg(1 mmHg≈0.133 kPa):96.8±19.5 vs.90.2±11.1,P<0.05],until 5 days after PCI(mmHg:106.3±14.4 vs.99.7±13.9,P<0.05),while the changes in diastolic blood pressure were not significant in both groups.The incidence of MACE in the treatment group was significantly lower than that in the control group within 30 days after PCI[4.0%(4/100)vs.13.0%(13/100),P<0.05],and the SSS score was also significantly lower than that in the control group(31.56±11.58 vs.40.72±18.67,P<0.05).Conclusion The effect of Hedysari Radix Chinese herbal pieces treatment can significantly improve clinical efficacy without significant adverse reactions.

Objective This study utilized regadenoson stress D-SPECT to evaluate the impact of remote ischemic precondi-tioning combined with adenosine injection in patients undergoing percutaneous coronary intervention(PCI)using D-SPECT imaging.Methods Three hundred patients requiring coronary angiography and stent implantation were randomly assigned into two groups utilizing the random number table method.The conventional treatment group(150 patients)and the experimental group(150 patients)received standard treatment for coronary heart disease PCI.The experimental group underwent two sessions of remote ischemic precon-ditioning on the day of PCI,wherein the left and right upper arms were inflated to 200 mmHg with continuous pressure for 5 minutes using a blood pressure cuff.Additionally,during the PCI procedure,adenosine was administered to the experimental group at a rate of 50 μg/(kg·min)until the end of the procedure,with other treatments aligning with the conventional treatment group.Each patient received a coronary SYNTAXⅡscore.Resting D-SPECT and regadenoson stress D-SPECT were employed to evaluate total myocardial perfusion score,total myocardial ischemia segments,and left ventricular ejection fraction across 17 segment distributions before and 7 days after PCI.Results Before PCI,the differences in the number of myocardial ischemic segments,total myocardial perfusion score,and left ven-tricular ejection fraction between the two patient groups were not statistically significant(P>0.05).However,7 days post-PCI,compared with the conventional treatment group,the experimental group exhibited significantly improved numbers of myocardial ischemic segments,total myocardial perfusion score,and left ventricular ejection fraction(P<0.05).Furthermore,the differences in adverse drug reactions between the two patient groups were not statistically significant(P>0.05).Conclusion The combined application of remote ischemic preconditioning and adenosine injection in patients undergoing PCI is deemed safe and effective.

Objective:To investigate the effects of overexpression of Nkx2.5 gene on the anti apoptotic ability of bone marrow mesenchymal stem cells (BMSCs) and cardiac function after myocardial infarction.Methods:A cell ischemia model was established by culturing cells under oxygen glucose deprivation/reoxygenat (OGD/R) conditions. The experiment was divided into four groups: bone marrow mesenchymal stem cells cultured under normal conditions (BMSC group), BMSC group cultured under glucose and oxygen deprivation (BMSC+OGD/R group), overexpressed empty vector BMSC group cultured under glucose and oxygen deprivation(BMSC NC+OGD/R group), and overexpressed Nkx2.5 BMSC group cultured under glucose and oxygen deprivation (BMSC Nkx2.5+OGD/R group). The apoptosis rate of BMSCs in each group was detected via flow cytometry, and BMSC protein was extracted. The expression of caspase-3 and pro-caspase-3, caspase-8 and pro-caspase-8, caspase-9, and cytochrome C protein and expression of Nkx2.5 in the BMSCs of each group were detected by Western blot to determine the anti-apoptotic pathway in vitro. The model of myocardial infarction in mice was established by ligating the left anterior descending branch of coronary artery. The experiment was divided into five groups: sham surgery group, myocardial infarction untreated group, myocardial infarction tail vein injection of BMSC group, myocardial infarction tail vein injection of BMSC empty body group, myocardial infarction tail vein injection of BMSC overexpression Nkx2.5 group. The changes of cardiac function in mice were evaluated by echocardiography. Normal distribution econometric data were compared between groups using convenient analysis, and pairwise comparisons were conducted using LSD-t test. Results:The apoptosis rate of the BMSC+OGD/R group (12.98±1.24)% was higher than that of the BMSC group (7.82±0.42)%, and the difference was statistically significant ( P<0.001). The apoptosis rate of the BMSC NKx2.5+OGD/R group (11.26±0.22)% was lower than that of the BMSC+OGD/R group (12.98±1.24)% and the BMSC NC+OGD/R group (13.14±0.70)%, with statistically significant differences ( P<0.05). Compared to BMSC group ((0.36±0.08), (1.13±0.04), (0.36±0.06), (1.12±0.13), (1.23±0.08), (0.60±0.05), (0.67±0.14)), BMSC+OGD/R group ((1.05±0.10), (0.62±0.04), (1.07±0.09), (0.57±0.07), (0.55±0.08), (1.25±0.09), (0.71±0.04)) and BMSC NC+OGD/R group ((1.16±0.16), (0.64±0.06), (1.19±0.16), (0.56±0.06), (0.50±0.06), (1.28±0.06), (0.73±0.04)), the expression of Caspase-3 (0.72±0.08) and pro-caspase-3(0.89±0.09), Caspase-8 (0.63±0.08) and pro-caspase-8(0.85±0.12), Caspase-9 (0.87±0.09), cytochrome C (0.91±0.10), and Nkx2.5 (1.54±0.16) in BMSC Nkx2.5+OGD/R group was statistically significant (all P<0.05). In vivo experiments showed that the heart ejection fraction (29.05±7.07)% of mice treated with BMSC Nkx2.5 after myocardial infarction was significantly improved compared to the BMSC group (16.57±2.09)% and BMSC NC group (18.08±3.27)% (all P<0.05). Conclusion:BMSC Nkx2.5 may enhance the anti-apoptosis ability of BMSCs and improve cardiac function after myocardial infarction by inhibiting the death receptor pathway and the mitochondrial signal pathway .

Catatonia is a group of severe psychomotor syndromes that affect patients' motor function, speech, and complex behaviors. Patients with catatonia typically display rigidity accompanied by decreased mobility, speech, sputum production, defecation, and eating. Both catatonia-related risks, such as increased muscle tension, reduced swallowing, and coughing reflexes, and risks attributed to therapeutic methods, such as prolonged bed rest and sedative drugs, can increase the risk of aspiration pneumonia, severe pneumonia, and acute respiratory failure. These conditions and complications can seriously affect the treatment of catatonia, lead to poor prognosis, and threaten the patient's safety. This paper reports a patient with catatonia combined with severe pneumonia and respiratory distress syndrome recovered after modified electroconvulsive therapy (MECT) under tracheotomy. This case report can offer valuable insights for psychiatrists when facing similar cases and assist in making rational therapeutic plans to improve the condition as soon as possible.

Catatonia is a group of severe psychomotor syndromes that affect patients' motor function, speech, and complex behaviors. Patients with catatonia typically display rigidity accompanied by decreased mobility, speech, sputum production, defecation, and eating. Both catatonia-related risks, such as increased muscle tension, reduced swallowing, and coughing reflexes, and risks attributed to therapeutic methods, such as prolonged bed rest and sedative drugs, can increase the risk of aspiration pneumonia, severe pneumonia, and acute respiratory failure. These conditions and complications can seriously affect the treatment of catatonia, lead to poor prognosis, and threaten the patient's safety. This paper reports a patient with catatonia combined with severe pneumonia and respiratory distress syndrome recovered after modified electroconvulsive therapy (MECT) under tracheotomy. This case report can offer valuable insights for psychiatrists when facing similar cases and assist in making rational therapeutic plans to improve the condition as soon as possible.