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

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 explore the association between A Body Shape Index (ABSI) and sarcopenia in Chinese older adults.Methods:Totally 1 728 participants in waves 1 and 3 of the China Health and Retirement Longitudinal Survey (CHARLS) were enrolled in this cohort-based cross-sectional analysis. ABSI was calculated by using anthropometric measurements from CHARLS. According to the Asian Working Group for Sarcopenia (AWGS) 2019 consensus update on sarcopenia, low muscle strength and low muscle mass were used as the diagnostic criteria for sarcopenia. Logistic regression and restricted cubic spline (RCS) were used to assess the relationship between ABSI and sarcopenia, and subgroup and interaction analyses were conducted to evaluate the influence of other factors on this association.Results:High ABSI showed a significant association with the risk of sarcopenia among older adults in China, and RCS analysis demonstrated a positive linear correlation between ABSI and sarcopenia. Additionally, the relationship of ABSI with sarcopenia was significantly modified by educational level and depressive status.Conclusion:ABSI, a novel anthropometric measure, serves as an effective threshold for assessing sarcopenia risk in the Chinese older population, providing a basis for developing clinical interventions and public health strategies for the prevention and early identification of sarcopenia.

Objective:To explore the association between A Body Shape Index (ABSI) and sarcopenia in Chinese older adults.Methods:Totally 1 728 participants in waves 1 and 3 of the China Health and Retirement Longitudinal Survey (CHARLS) were enrolled in this cohort-based cross-sectional analysis. ABSI was calculated by using anthropometric measurements from CHARLS. According to the Asian Working Group for Sarcopenia (AWGS) 2019 consensus update on sarcopenia, low muscle strength and low muscle mass were used as the diagnostic criteria for sarcopenia. Logistic regression and restricted cubic spline (RCS) were used to assess the relationship between ABSI and sarcopenia, and subgroup and interaction analyses were conducted to evaluate the influence of other factors on this association.Results:High ABSI showed a significant association with the risk of sarcopenia among older adults in China, and RCS analysis demonstrated a positive linear correlation between ABSI and sarcopenia. Additionally, the relationship of ABSI with sarcopenia was significantly modified by educational level and depressive status.Conclusion:ABSI, a novel anthropometric measure, serves as an effective threshold for assessing sarcopenia risk in the Chinese older population, providing a basis for developing clinical interventions and public health strategies for the prevention and early identification of sarcopenia.

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.

BACKGROUND:Osteoporotic vertebral compression fractures have a high rate of recurrent fractures in adjacent vertebrae after percutaneous vertebroplasty,but the cause of their occurrence is still controversial. OBJECTIVE:To explore the influencing factors of adjacent vertebral re-fractures after percutaneous vertebroplasty in patients with single-segment osteoporotic vertebral compression fractures. METHODS:A retrospective analysis was performed in 210 patients admitted to the Fifth Hospital of Wuhan City,Second Affiliated Hospital of Jianghan University from June 2016 to June 2020,who had been diagnosed with new single-segment osteoporotic vertebral compression fractures by X-ray and MRI examinations,and received percutaneous vertebroplasty.The patients were followed up for more than 18 months.The general preoperative data and postoperative indicators were collected.The general preoperative data included age,sex,body mass index,fracture segment location,fracture days,fracture cause,whether accompanied by diabetes mellitus,whether accompanied by renal and thyroid dysfunction,and visual analogue scale score on admission.The postoperative indicators included recovery rate of anterior edge of the vertebral body after operation,degree of dispersion of bone cement,leakage of bone cement,use of bone material,single or bilateral injection of bone cement,recovery rate of the injured vertebral mid-column after operation,local Cobb angle of the injured vertebra after operation.According to their real conditions,the patients were divided into a group without adjacent vertebral re-fractures(n=190)and a group with adjacent vertebral re-fractures(n=20).The presence or absence of postoperative re-fracture of the adjacent vertebrae of the injured spine was used as the dependent variable and the categorical variables such as preoperative general data and postoperative indicators were used as independent variables for statistical analysis. RESULTS AND CONCLUSION:After percutaneous vertebroplasty,patients with adjacent vertebral re-fractures showed significant differences in age,body mass index,postoperative vertebral body anterior edge recovery rate,degree of cement dispersion,and cement leakage from those without adjacent vertebral re-fractures(P<0.05).However,sex,time of fracture,cause of fracture,presence of diabetes or kidney disease or thyroid disease,location of the initial vertebral fracture segment,mode of cement injection,local Cobb angle of the injured vertebra,recovery rate of the injured vertebral mid-column,and use of bone tissue were not statistically significant in relation to re-fracture of the adjacent vertebra after percutaneous vertebroplasty(P>0.05).Multivariate Logistic regression analysis showed that age,vertebral body anterior edge recovery rate and cement leakage were independent risk factors for re-fractures of the adjacent vertebra after percutaneous vertebroplasty.To conclude,age,vertebral body anterior edge recovery rate and leakage of bone cement are the influencing factors of adjacent vertebral re-fractures after percutaneous vertebroplasty.However,factors such as the degree of bone cement dispersion and the local Cobb angle of the injured vertebra were not correlated with adjacent vertebral re-fractures after percutaneous vertebroplasty.

Abstract Cognitive behavior therapy (CBT) is one of the main psychotherapeutic methods used to treat anxiety disorders in children and adolescents. Art therapy, based on psychotherapy theory and methods, is rising in popularity abroad. At present, foreign scholars have started to apply cognitive behavioral art therapy (CBAT) for patients with anxiety disorders. Based on the current findings, children and adolescents with developing cognitive functions may also benefit from this therapy. This article summarizes the application status of CBAT in the treatment of anxiety disorder in patients at home and abroad, and innovatively explores its therapeutic potential for anxiety disorders in children and adolescents in China, thus providing a novel perspective that can address the shortcomings of CBT.

Objectives:To investigate the clinical and genetic features of young Chinese patients with myeloproliferative neoplasms (MPN) .Methods:In this cross-sectional study, anonymous questionnaires were distributed to patients with MPN patients nationwide. The respondents were divided into 3 groups based on their age at diagnosis: young (≤40 years) , middle-aged (41-60 years) , and elderly (>60 years) . We compared the clinical and genetic characteristics of three groups of MPN patients.Results:1727 assessable questionnaires were collected. There were 453 (26.2%) young respondents with MPNs, including 274 with essential thrombocythemia (ET) , 80 with polycythemia vera (PV) , and 99 with myelofibrosis. Among the young group, 178 (39.3%) were male, and the median age was 31 (18-40) years. In comparison to middle-aged and elderly respondents, young respondents with MPN were more likely to present with a higher proportion of unmarried status (all P<0.001) , a higher education level (all P<0.001) , less comorbidity (ies) , fewer medications (all P<0.001) , and low-risk stratification (all P<0.001) . Younger respondents experienced headache (ET, P<0.001; PV, P=0.007; MF, P=0.001) at diagnosis, had splenomegaly at diagnosis (PV, P<0.001) , and survey (ET, P=0.052; PV, P=0.063) . Younger respondents had fewer thrombotic events at diagnosis (ET, P<0.001; PV, P=0.011) and during the survey (ET, P<0.001; PV, P=0.003) . JAK2 mutations were found in fewer young people (ET, P<0.001; PV, P<0.001; MF, P=0.013) ; however, CALR mutations were found in more young people (ET, P<0.001; MF, P=0.015) . Furthermore, mutations in non-driver genes (ET, P=0.042; PV, P=0.043; MF, P=0.004) and high-molecular risk mutations (ET, P=0.024; PV, P=0.023; MF, P=0.001) were found in fewer young respondents. Conclusion:Compared with middle-aged and elderly patients, young patients with MPN had unique clinical and genetic characteristics.

Echocardiography is the primary method for noninvasive evaluation of cardiovascular system in children. However, conventional echocardiography cannot observe and analyze transient cardiac events and transient phases due to its low temporal resolution, nor can it evaluate the mechanical properties of myocardium. In recent years, ultrasonic imaging technology, and the improvement of computing capacity greatly promoted the development of the ultrafast cardiac shear wave imaging, allowing the speed of 5 000 frames/s via chest cardiac imaging, has fast dynamic movement of heart tissue, real-time observation for myocardial properties, function and blood flow to the heart pattern advantages, can better diagnose cardiovascular disease in children. In this paper, the principle of ultrafast cardiac shear wave imaging and its recent application in pediatric cardiac imaging are reviewed.

Objectives:To explore health-related quality of life (HRQoL) and identify its associated variables in Chinese patients with Philadelphia-negative myeloproliferative neoplasms (MPNs) .Methods:In this cross-sectional study, anonymous questionnaires were distributed to adult patients with MPNs to assess symptom burden measured by MPN-10 and HRQoL measured by Medical Outcomes Study 36-Item Short-Form Health Survey (SF-36) and the European Organization for Research and Treatment of Cancer Quality of Life Questionnaire Core 30 (EORTC QLQ-C30) .Results:The data from 1405 respondents with MPNs, including 645 (45.9%) with essential thrombocythemia (ET) , 297 (21.1%) with polycythemia vera (PV) , and 463 (33.0%) with myelofibrosis (MF) , were analyzed. 646 (46.0%) respondents were male. The median age was 56 (range, 18-99) years. The mean MPN-10 scores were 13.0±12.7, 15.0±14.7, and 21.0±16.6 ( P<0.001) , and the physical component summary (PCS) and mental component summary (MCS) scores were 48.0±8.5, 47.0±9.0, and 42.0±10.0 ( P<0.001) and 51.0±11.0, 50.0±10.8, and 49.0±11.1 ( P=0.002) for respondents with ET, PV, and MF, respectively. Respondents with MF reported the lowest score of physical functioning, role functioning, emotional functioning, cognitive functioning, social function, and global health status (all P<0.01) and the highest score of fatigue, pain, dyspnea, appetite loss, diarrhea, and financial problems (all P<0.05) in EORTC QLQ-C30. Multivariate analyses revealed that higher MPN-10 scores were significantly associated with lower PCS (-0.220 to -0.277, P<0.001) and MCS (-0.244 to -0.329, P<0.001) scores; increasing age (-1.923 to -4.869; all P<0.05) , lower PCS score. Additionally, comorbidity (ies) , symptom at diagnosis, splenomegaly, anemia, unknown driver gene, and higher annual out-of-pocket cost were significantly associated with lower PCS and/or MCS scores. However, age ≥ 60 years, urban household registration, concomitant medication, and receiving ruxolitinib therapy in respondents with MF were associated with higher MCS scores. Weak correlations were found between MPN-10 score (except the subscale of appetite loss and constipation) and EORTC QLQ-C30 score in majority of subscales in respondents with ET (| r| = 0.193-0.457, all P<0.001) , PV (| r| = 0.192-0.529, all P<0.01) , and MF (| r| = 0.180-0.488, all P<0.001) , respectively. Conclusions:HRQoL in patients with MPN was significantly reduced, especially in patients with MF. Sociodemographic and clinical variables were significantly associated with the HRQoL in patients with MPNs.