The existing epilepsy seizure detection algorithms have problems such as overfitting and poor generalization ability due to high reliance on manual labeling of electroencephalogram's data and data imbalance between seizure and interictal periods. An unsupervised learning detection method for epileptic seizure that jointed graph attention network (GAT) and Transformer framework (GAT-T) was proposed. In this method, channel correlations were adaptively learned by GAT encoder. Temporal information was captured by one-dimensional convolution decoder. Combining outputs of the two mentioned above, predicted values for electroencephalogram were generated. The collective anomaly score was calculated and the detection threshold was determined. The results demonstrated that GAT-T achieved the average performance exceeding 90% (or 99%) with a 0.25 s (or 2 s) time segment length, which could effectively detect epileptic seizures. Moreover, the channel association probability matrix was expected to assist clinicians in the initial screening of the epileptogenic zone, and ablation experiments also reflected the significance of each module in GAT-T. This study may assist clinicians in making more accurate diagnostic and therapeutic decisions for epilepsy patients.
Humans ; Electroencephalography/methods* ; Epilepsy/physiopathology* ; Algorithms ; Seizures/physiopathology* ; Neural Networks, Computer ; Signal Processing, Computer-Assisted

COMPERA 2.0 risk stratification has been demonstrated to be useful in patients with precapillary pulmonary hypertension (PH). However, its suitability for patients at risk for post-capillary PH or PH associated with left heart disease (PH-LHD) is unclear. To investigate the use of COMPERA 2.0 in patients with severe aortic stenosis (SAS) undergoing transcatheter aortic valve replacement (TAVR), who are at risk for post-capillary PH, a total of 327 eligible SAS patients undergoing TAVR at our institution between September 2015 and November 2020 were included in the study. Patients were classified into four strata before and after TAVR using the COMPERA 2.0 risk score. The primary endpoint was all-cause mortality. Survival analysis was performed using Kaplan-Meier curves, log-rank test, and Cox proportional hazards regression model. The study cohort had a median (interquartile range) age of 76 (70‒80) years and a pulmonary arterial systolic pressure of 33 (27‒43) mmHg (1 mmHg=0.133 kPa) before TAVR. The overall mortality was 11.9% during 26 (15‒47) months of follow-up. Before TAVR, cumulative mortality was higher with an increase in the risk stratum level (log-rank, both P<0.001); each increase in the risk stratum level resulted in an increased risk of death (hazard ratio (HR) 2.53, 95% confidential interval (CI) 1.54‒4.18, P<0.001), which was independent of age, sex, estimated glomerular filtration rate (eGFR), hemoglobin, albumin, and valve type (HR 1.76, 95% CI 1.01‒3.07, P=0.047). Similar results were observed at 30 d after TAVR. COMPERA 2.0 can serve as a useful tool for risk stratification in patients with SAS undergoing TAVR, indicating its potential application in the management of PH-LHD. Further validation is needed in patients with confirmed post-capillary PH by right heart catheterization.
Humans ; Aortic Valve Stenosis/complications* ; Aged ; Hypertension, Pulmonary/mortality* ; Male ; Female ; Transcatheter Aortic Valve Replacement ; Aged, 80 and over ; Risk Assessment/methods* ; Proportional Hazards Models ; Kaplan-Meier Estimate ; Retrospective Studies

Objective:To investigate the circumstances of tobacco dependence diagnosis among smoking patients in 5 tertiary hospitals in Zhejiang Province and to assess the diagnostic awareness of the disease among specialists.Methods:A cross-sectional study was used to retrospectively collect data on outpatients and inpatients in a total of five tertiary hospitals, namely, the First Affiliated Hospital of Zhejiang University School of Medicine, the Run Run Shaw Hospital Affiliated to Zhejiang University School of Medicine, the Fourth Hospital Affiliated to the Medical College of Zhejiang University, the Zhejiang Provincial Tongde Hospital, and the Lishui People′s Hospital of Zhejiang Province, from January 1, 2018 to December 31, 2022. Diagnoses were obtained through an outpatient or inpatient electronic medical record system, diagnostic data on tobacco dependence were analyzed, and a web-based questionnaire was further used to investigate the diagnostic awareness of physicians of various specialties in 1 of the hospitals.Results:A total of 340 tobacco dependence diagnoses were queried, including 5 inpatient diagnoses and 335 outpatient diagnoses. A total of 278 cases of tobacco dependence diagnosis in the First Affiliated Hospital of Zhejiang University School of Medicine.Of the 273 cases in the hospital′s internal medicine clinic, 268 (98.2%) were in respiratory medicine and 5 (1.8%) in cardiology; 234 (87.3%) were diagnosed by physicians trained in smoking cessation. Of the 170 clinicians surveyed at the First Affiliated Hospital of Zhejiang University School of Medicine, 7 were smokers, with a smoking rate of 4.1%. Regarding clinicians′ knowledge of tobacco dependence, 40 (23.5%) said"I know a lot about it", 96 (56.5%) said "I′ve heard of it but don′t know much about it", and 34 (20.0%) said "I have not heard of it". Of the 170 clinicians, 132 (77.6%) always or frequently asked patients about their smoking status, and 38 (22.4%) rarely or never asked. 145 (85.3%) clinicians always or frequently advised patients to quit smoking when they knew they smoked and 25 (14.7%) rarely or never advised.Conclusions:The diagnosis rate of tobacco dependence remains low in some comprehensive tertiary hospitals in Zhejiang, and clinicians in these tertiary hospitals in the region are not sufficiently aware of tobacco dependence and its diagnosis.

Objective:To develop a simple and effective subretinal injection pipeline system to enhance the accuracy and precision of subretinal injection volume control.Methods:A retrospective case series study. From May to October 2023, 18 patients (18 eyes) with submacular hemorrhage (SMH) who continuously received modified subretinal injection treatment in Department of Ophthalmology of Peking Union Medical College Hospital were included in the study. Among them, there were 10 males and 8 females. The mean age was (60.00±7.41) years. The primary causes included polypoid choroidal vasculopathy (14 cases), retinal macroaneurysm (2 cases), traumatic retinopathy (1 case), and Valsalva retinopathy (1 case). Hemorrhage affected 14 eyes of the fovea centralis. All affected eyes underwent standard three-channel 25G vitrectomy via the flat part of the ciliary body combined with modified subretinal injection of recombinant tissue plasminogen activator. The improved injection system consisted of a 1 ml syringe, a Q-Syte TM connector, a 41G subretinal microinjection needle, a converter and a viscoelastic substance control pipeline. The drug preparation time for subretinal injection (i.e., the time consumed by the system connection step), the injection time, whether bubbles occur during the injection process, and the perioperative complications were recorded and analyzed. Results:The preparation time prior to drug injection ranged from 230 to 335 seconds, while the injection completion time varied between 43 and 75 seconds. Both times decreased progressively as operator proficiency improved. Among the treated eyes, five received a target injection dose of 0.05 ml and thirteen received 0.10 ml, with all eyes achieving the preset dose accurately. No subretinal bubbles were observed during the injection procedure. Additionally, no intraoperative complications such as retinal hemorrhage or tear secondary to mechanical trauma at the injection site were recorded. Postoperatively, one eye developed anterior chamber hemorrhage, which resolved following intraocular pressure-lowering treatment. No other postoperative complications, including hemorrhage, rhegmatogenous retinal detachment, or infection, were observed in the remaining eyes.Conclusion:The retinal drug injection system developed in this study has a simple structure, safe and stable operation, can achieve precise drug injection, and effectively avoid the formation of bubbles.

Cleidocranial dysplasia(CCD)is a rare autosomal dominant disorder mainly characterized by skeletal and dental abnormali-ties.It is caused by the runt-related transcription factor-2(Runx2)mutations.In this paper,a case of CCD syndrome is reported.The proband and his family were examined by the proband's verification method for general condition,oral specialty and genetic examination.A new nonsense mutation exon7 c.1078C＞T,p.Gln360*heterozygous variant(Q360X)was verified,the relationship between Runx2 mutation and CCD phenotype was analyzed.

Cleidocranial dysplasia(CCD)is a rare autosomal dominant disorder mainly characterized by skeletal and dental abnormali-ties.It is caused by the runt-related transcription factor-2(Runx2)mutations.In this paper,a case of CCD syndrome is reported.The proband and his family were examined by the proband's verification method for general condition,oral specialty and genetic examination.A new nonsense mutation exon7 c.1078C＞T,p.Gln360*heterozygous variant(Q360X)was verified,the relationship between Runx2 mutation and CCD phenotype was analyzed.

Objective:To investigate the circumstances of tobacco dependence diagnosis among smoking patients in 5 tertiary hospitals in Zhejiang Province and to assess the diagnostic awareness of the disease among specialists.Methods:A cross-sectional study was used to retrospectively collect data on outpatients and inpatients in a total of five tertiary hospitals, namely, the First Affiliated Hospital of Zhejiang University School of Medicine, the Run Run Shaw Hospital Affiliated to Zhejiang University School of Medicine, the Fourth Hospital Affiliated to the Medical College of Zhejiang University, the Zhejiang Provincial Tongde Hospital, and the Lishui People′s Hospital of Zhejiang Province, from January 1, 2018 to December 31, 2022. Diagnoses were obtained through an outpatient or inpatient electronic medical record system, diagnostic data on tobacco dependence were analyzed, and a web-based questionnaire was further used to investigate the diagnostic awareness of physicians of various specialties in 1 of the hospitals.Results:A total of 340 tobacco dependence diagnoses were queried, including 5 inpatient diagnoses and 335 outpatient diagnoses. A total of 278 cases of tobacco dependence diagnosis in the First Affiliated Hospital of Zhejiang University School of Medicine.Of the 273 cases in the hospital′s internal medicine clinic, 268 (98.2%) were in respiratory medicine and 5 (1.8%) in cardiology; 234 (87.3%) were diagnosed by physicians trained in smoking cessation. Of the 170 clinicians surveyed at the First Affiliated Hospital of Zhejiang University School of Medicine, 7 were smokers, with a smoking rate of 4.1%. Regarding clinicians′ knowledge of tobacco dependence, 40 (23.5%) said"I know a lot about it", 96 (56.5%) said "I′ve heard of it but don′t know much about it", and 34 (20.0%) said "I have not heard of it". Of the 170 clinicians, 132 (77.6%) always or frequently asked patients about their smoking status, and 38 (22.4%) rarely or never asked. 145 (85.3%) clinicians always or frequently advised patients to quit smoking when they knew they smoked and 25 (14.7%) rarely or never advised.Conclusions:The diagnosis rate of tobacco dependence remains low in some comprehensive tertiary hospitals in Zhejiang, and clinicians in these tertiary hospitals in the region are not sufficiently aware of tobacco dependence and its diagnosis.

Objective:To develop a simple and effective subretinal injection pipeline system to enhance the accuracy and precision of subretinal injection volume control.Methods:A retrospective case series study. From May to October 2023, 18 patients (18 eyes) with submacular hemorrhage (SMH) who continuously received modified subretinal injection treatment in Department of Ophthalmology of Peking Union Medical College Hospital were included in the study. Among them, there were 10 males and 8 females. The mean age was (60.00±7.41) years. The primary causes included polypoid choroidal vasculopathy (14 cases), retinal macroaneurysm (2 cases), traumatic retinopathy (1 case), and Valsalva retinopathy (1 case). Hemorrhage affected 14 eyes of the fovea centralis. All affected eyes underwent standard three-channel 25G vitrectomy via the flat part of the ciliary body combined with modified subretinal injection of recombinant tissue plasminogen activator. The improved injection system consisted of a 1 ml syringe, a Q-Syte TM connector, a 41G subretinal microinjection needle, a converter and a viscoelastic substance control pipeline. The drug preparation time for subretinal injection (i.e., the time consumed by the system connection step), the injection time, whether bubbles occur during the injection process, and the perioperative complications were recorded and analyzed. Results:The preparation time prior to drug injection ranged from 230 to 335 seconds, while the injection completion time varied between 43 and 75 seconds. Both times decreased progressively as operator proficiency improved. Among the treated eyes, five received a target injection dose of 0.05 ml and thirteen received 0.10 ml, with all eyes achieving the preset dose accurately. No subretinal bubbles were observed during the injection procedure. Additionally, no intraoperative complications such as retinal hemorrhage or tear secondary to mechanical trauma at the injection site were recorded. Postoperatively, one eye developed anterior chamber hemorrhage, which resolved following intraocular pressure-lowering treatment. No other postoperative complications, including hemorrhage, rhegmatogenous retinal detachment, or infection, were observed in the remaining eyes.Conclusion:The retinal drug injection system developed in this study has a simple structure, safe and stable operation, can achieve precise drug injection, and effectively avoid the formation of bubbles.

Objective To analyze the colorectal cancer screening of community residents in Pudong New Area in Shanghai and provide reference for the promotion and strategy optimization of colorectal cancer screening programs. Methods Residents aged 50-74 years in the colorectal cancer screening project of Pudong New Area in Shanghai from 2013 to 2023 were recruited in this analysis. The situation of primary screening and colonoscopy in the community was described, and results of different age groups in primary screening and colonoscopy surveys were evaluated. Chi-square test was used to determine differences between groups. Results From 2013 to 2023, 907 030 residents were screened in Pudong New Area, of which 183 724 residents were positive, and the positive rate was 20.3%. The positive rate was the lowest in the 50-54 age group and the highest in the 70-74 age group. The positive rate was higher in men than in women. The overall colonoscopy rate was 27.1%, with the highest rates in the 50-54 age group in men and the 55-59 age group in women, respectively. The participation rate of colonoscopy increased with the increase of the year. A total of 19 094 cases of intestinal lesions were found by colonoscopy. Among these lesions, 1 147 cases were colorectal cancer, accounting for 6.0%, and the population detection rate was 126.5/100 000. In addition, 4 751 cases of precancerous lesions were found, accounting for 24.9%, and the detection rate was 523.8/100 000. Conclusion Colorectal cancer screening improves the detection rate of precancerous lesions and early cancer and is of great significance for reducing the incidence and mortality of colon cancer. Measures should be taken to optimize the screening strategy based on age differences and increase the participation rate of primary screening and colonoscopy to achieve the best effect of local colorectal cancer prevention and treatment.

Objective:To evaluate the effectiveness and prognosis of emergent transcatheter aortic valve replacement (TAVR) and to provide standardized procedural suggestion for the development of emergent TAVR in China.Methods:From January 2020 to April 2021, 12 patients who underwent emergent or salvage TAVR in the Second Affiliated Hospital Zhejiang University School of Medicine were retrospectively enrolled from the TORCH registry (Transcatheter Aortic Valve Replacement Single Center Registry in Chinese Population, a prospective cohort study; NCT02803294). Baseline, periprocedural and 30-day follow up data were collected. Post-operative data were compared with pre-operative data using Paired-Samples test.Results:Patients’ median Society of Thoracic Surgeons score (STS score) was 15.432%. There was a significant decrease of mean gradient after emergent TAVR procedure (1.69 m/s vs. 4.90 m/s, P<0.01). During the 30-day follow up, there were 1 patient (8.3%) died and 2 patients received permanent pacemaker implantation. No disabling stroke, acute kidney injury, major vascular complication occurred during the first month after emergent TAVR. Among the survival patients, there was a significant releasing of heart failure symptoms to New York Heart Association function stage Ⅰ/Ⅱ in 81.8% patients at 30-day follow up. Left ventricular ejection fraction also improved significantly from (47.4±9.5)% to 58.8±8.0% ( P= 0.026). The mean gradient were (1.57±0.30) cm 2 and no patients had a moderate or severe paravalvular leakage. Besides, a significant decrease of pro-B-type natriuretic peptide (1 089.9 pg/mL vs. 12 215.5 pg/mL , P=0.001) and troponin T (0.020 ng/mL vs. 0.337 ng/mL, P=0.003) were found at 30 days after emergent TAVR. Conclusions:For patients with severe aortic stenosis and acute cardiac decompensated, emergent TAVR is a safe and effective rescue treatment.