Objective:To develop a convolutional neural network model of whole slide imaging of cerebrospinal fluid cells for rapid and accurate identification and classification of tumor cells in cerebrospinal fluid.Methods:A total of 8 692 cerebrospinal fluid cytology smears from Huashan Hospital Affiliated to Fudan University from January 2nd, 2019, to December 27th, 2024. As randomly assigned, the training set included 4 941 benign and 1 745 malignant samples, while the validation set comprised of 1 368 benign and 638 malignant samples. Whole-slide digital images were acquired using a cytopathology scanner, cells (clusters) were annotated for classification, and a deep learning model was constructed via tiled image patches for cell detection and classification. Model performance was evaluated using accuracy, sensitivity, specificity, and other indicators. The classification efficiency of manual microscopy was compared.Results:The model achieved a mean precision of 96.75% for cerebrospinal fluid cell classification. For malignant tumor cells, the classification accuracy was 96.61% (mAP=98.36%, AUC=0.97). Subtype classification accuracies for epithelial/epithelioid tumors and small round cell tumors were 97.13% (AUC=0.98) and 95.58% (AUC=0.93), respectively. Compared with manual microscopy, which took (9.70±0.82) minutes for classifying 200 cells, (18.27±1.21) minutes for 500 cells, and often exceeded 60 minutes or infeasible for full slides, the AI model took (3.46±0.49) seconds for 200 cells, (6.76±0.82) seconds for 500 cells, and a median of 48.57 seconds for full slides ( P<0.001), representing an efficiency improvement of approximately 161-170 times, significantly enhancing diagnostic efficiency. Conclusion:This fully automated hierarchical deep learning model enables efficient and accurate tumor cell identification and classification in CSF, providing an effective auxiliary tool for the rapid diagnosis of meningeal carcinomatosis.

Objective:To develop a convolutional neural network model of whole slide imaging of cerebrospinal fluid cells for rapid and accurate identification and classification of tumor cells in cerebrospinal fluid.Methods:A total of 8 692 cerebrospinal fluid cytology smears from Huashan Hospital Affiliated to Fudan University from January 2nd, 2019, to December 27th, 2024. As randomly assigned, the training set included 4 941 benign and 1 745 malignant samples, while the validation set comprised of 1 368 benign and 638 malignant samples. Whole-slide digital images were acquired using a cytopathology scanner, cells (clusters) were annotated for classification, and a deep learning model was constructed via tiled image patches for cell detection and classification. Model performance was evaluated using accuracy, sensitivity, specificity, and other indicators. The classification efficiency of manual microscopy was compared.Results:The model achieved a mean precision of 96.75% for cerebrospinal fluid cell classification. For malignant tumor cells, the classification accuracy was 96.61% (mAP=98.36%, AUC=0.97). Subtype classification accuracies for epithelial/epithelioid tumors and small round cell tumors were 97.13% (AUC=0.98) and 95.58% (AUC=0.93), respectively. Compared with manual microscopy, which took (9.70±0.82) minutes for classifying 200 cells, (18.27±1.21) minutes for 500 cells, and often exceeded 60 minutes or infeasible for full slides, the AI model took (3.46±0.49) seconds for 200 cells, (6.76±0.82) seconds for 500 cells, and a median of 48.57 seconds for full slides ( P<0.001), representing an efficiency improvement of approximately 161-170 times, significantly enhancing diagnostic efficiency. Conclusion:This fully automated hierarchical deep learning model enables efficient and accurate tumor cell identification and classification in CSF, providing an effective auxiliary tool for the rapid diagnosis of meningeal carcinomatosis.

Objective:To observe the feelings of listening to music and the importance of music in the daily life of post-lingual deaf adults with cochlear implants, and to explore the relevant influencing factors.Methods:This was a cross-sectional survey study. From January 2021 to August 2021,the Music-Related Quality of Life Scale was used to evaluate the music needs and music experiences of 63 post-lingual deaf adults who met the inclusion criteria, including 27 males and 36 females, aged (40.7±12.3) years, at the time of surgery (36.8±13.1) years, and with a preoperative hearing aid ineffective time of (3.9±5.8) years. Indicators analyzed included age, duration of ineffective preoperative hearing aid wear, preoperative music preference, duration of postoperative cochlear implant use, current hearing aid modality, and auditory rehabilitation outcomes. Whether the six factors mentioned above constituted an influence on the subjects′ music listening was investigated using SPSS 25.0 statistical software.Results:All of the observations in the scale were correlated with a single factor. The two sub-dimensions of music experience section were related to the effect of auditory rehabilitation. In the importance section, the effect of auditory rehabilitation was the influential factor of the dimension of "participation importance", and the preoperative enjoyment of music was the relevant influential factor of the dimension of "perceived importance". There was a significant difference between the groups when they were grouped by the above factors ( P value<0.05), while there was no statistically significance between the groups when they were grouped by other factors ( P value>0.05). Conclusions:Post-lingual deaf adults show the need and attempt to listen to music after cochlear implantation. The effectiveness of auditory rehabilitation and the degree of music preference preoperatively are two important factors that influence music listening in implant recipients. Once the level of auditory communication has been restored to a certain degree, it is important to pay more attention to the needs of music for implant recipients and train them in time, especially for those with music preferences preoperatively.

Objective:To investigate the effect and influencing factors of anti-retroviral therapy (ART) in human immunodeficiency virus (HIV)-positive female commercial sex workers (CSW) in Guangxi Zhuang Autonomous Region.Methods:A retrospective cohort study was used in this study. A total of 661 HIV-positive CSW receiving ART from the Guangxi Zhuang Autonomous Region′s municipal and county-level Centers for Disease Control and Prevention (CDC) reported to Guangxi Zhuang Autonomous Region CDC from January 1, 2009 to December 31, 2018 were included.The demographic information of the patients, marital status, past medical history, acquired immunodeficiency syndrome (AIDS)-related diseases after six to 12 months of ART, medications, CD4 + T lymphocytes, virological and immunological effects after receiving ART for six to 12 months were collected. Logistic regression model was used to analyze the influencing factors of virological failure and immunological failure of HIV-positive CSW after six to 12 months of ART. Results:Among 661 HIV-positive CSW, 50(7.6%) cases experienced virological failure, 80(12.1%) cases experienced immunological failure, and 13(2.0%) had both virological failure and immunological failure.There were 85 cases (12.9%) who had a history of sexually transmitted diseases. Multivariate logistic regression analysis showed that unmarried (adjusted odds ratio (a OR)=3.298, 95% confidence interval ( CI) 1.285 to 8.461), AIDS-related diseases after six to 12 months of ART (a OR=4.391, 95% CI 1.555 to 12.402) and missed medications in the last seven days (a OR=3.731, 95% CI 1.942 to 7.166) were risk factors for virological failure. Compared with CD4 + T lymphocytes<200.00/μL at baseline, 350.00≤CD4 + T lymphocytes <500.00/μL (a OR=3.543, 95% CI 1.631 to 7.701) and CD4 + T lymphocytes≥500.00/μL (a OR=2.358, 95% CI 1.002 to 5.547) were risk factors for immunological failure. Conclusions:HIV-positive CSW in Guangxi Zhuang Autonomous Region have a better treatment effect, with low rates of virological failure and immunological failure. Marital status, baseline CD4 + T lymphocyte counts, AIDS-related diseases after six to 12 months of ART, and missed medication in the last seven days are factors influencing the effect of six to 12 months of ART.

Objective:To explore the application of failure mode and effects analysis (FMEA) in low-energy X-ray intraoperative radiotherapy (IORT), analyze its potential risks in IORT, and preliminarily explore the feasibility of FMEA in optimizing IORT management and reducing the occurrence of potential risks.Methods:An FMEA working group was established by the IORT team (1 radiologist, 1 radiology physicist, 2 surgeons, and 2 nurses) to apply the FMEA methodology to conduct a systematic risk assessment. The process modules were established, the potential failure modes and causes for each module were analyzed, the severity (SR), frequency of occurrence (OR) and likelihood of detection (DR) of failure modes were scored and the risk priority number (RPN) was calculated: RPN= SR × OR × DR. The possible errors and potential clinical impact of each part of the radiotherapy process were prospectively analyzed and understood, the causes and current measures were analyzed for each failure mode and preventive measures were proposed and risk management measures were taken accordingly.Results:The IORT process was divided into 8 modules with 14 failure modes. The highest OR value was unsatisfactory target area confirmation (7 points), the highest SR value was equipment failure to discharge the beam (10 points), the highest DR value was wrong key entry after dose calculation (7 points), the highest RPN values were unsatisfactory target area confirmation (210 points) and ineffective protection of endangered organs (180 points). Weaknesses were corrected according to priorities, workflows were optimized and more effective management methods were developed.Conclusion:FMEA is an effective method of IORT management and contributes to reducing the occurrence of potential risks.

Objective The internal jugular vein puncture catheter had some difficulties and challenges for obese patients.Whether positive end expiratory pressure and Trendelenburg position will increase the cross-sectional area of the right internal jugular vein in obese patients. Methods Forty patients were selected for perioperative period.Male-to-female ratio was 19:21;age ranged from 43 to 69 years. ASA wasⅠ-Ⅲ, and BMI was ≥ 30 kg/m2. After induction of general anesethesia and end intubation,the patients were placed in a supine position on a level bed with the head turning to the left 20°.The transverse diameter, anter-posterior diameter and the cross-sectional area of the right internal jugular vein were measured incrementally from the lowest to the highest with PEEP 0,5 and 10 cmH2O (1 cmH2O=0.098 kPa) and the head-down position angle of 20°. Ultrasound was used to measure and record the transverse diameter, anter-posterior diameter and the cross-sectional area of the right internal jugular vein at the level of the cricoid cartilage. Results All PEEP levels increased the transverse diameter, anter-posterior diameter and the cross-sectional area of the right internal jugular vein compared with the control: (1.38 ± 0.34) cm2vs. (0.73 ± 0.30), (0.97 ± 0.26) and (1.15 ± 0.30) cm2;(1.50 ± 0.30)cm vs.(1.00 ± 0.26),(1.18 ± 0.27)and(1.29 ± 0.26)cm;(1.01 ± 0.16)cm vs.(0.57 ± 0.16), (0.75 ± 0.18)and(0.84 ± 0.16)cm,P<0.05.Six patients were excluded because the blood pressure was below 90/60 mmHg (1 mmHg=0.133 kPa) after PEEP 10 mmHg was seted. Transverse diameter, anter-posterior diameter and the cross-sectional area of the right internal jugular vein was larger at the head-down position angle 20°compared with that at the PEEP levels.The largest cross-sectional area was (1.38 ± 0.34)cm2.Conclusions The use of positive end expiratory pressure and Trendelenburg position increases transverse diameter, anter-posterior diameter and the cross-sectional area of the right internal jugular vein in obese patients.Transverse diameter, anter-posterior diameter and the cross-sectional area of the right internal jugular vein is the largest at the head-down position angle 20°, then the PEEP 10 cmH2O.Airway pressure is the largest at the head-down position angle 20°.When we set the PEEP 10 cmH2O, some patients′ blood pressure is below 90/60 mmHg. AS for the airway pressure and hemodynamic instability, we recommend using PEEP 5 cmH2O to facilitate internal jugular venous cannulation in obese patients.

Background Ex-PRESS glaucoma drainage device implantations have been clinically applied worldwide.In China,50 type and 200 type of Ex-PRESS glaucoma drainage devices are used for different types of open angle glaucoma.However,whether the clinical outcomes are similar between 50 type and 200 type of Ex-PRESS glaucoma drainage devices are not elucidated.Objective This study was to compare the therapeutic efficacy and security of Ex-PRESS implantation between PS0 type and P200 type of Ex-PRESS glaucoma drainage devices for open angle glaucoma Methods A randomized,parallel-group trial was designed,and written informed consent was obtained from each patient prior to entering in the cohort.Eighty eyes of 69 patients with various types of open angle glaucoma were included from March 2012 to April 2013 in Wuhan General Hospital of Guangzhou Military Command.The patients were randomized into 2 groups according to randomized digital table.The P50 type Ex-PRESS glaucoma drainage device was implanted in 40 eyes of 35 patients in the P50 group,and P200 type was implanted in 40 eyes of 34 patients in the patients of the P200 group.The disease composition,best corrected visual acuity (BCVA) recovery time,theoretical hospitalization days,lowing intraocular pressure (IOP) range and postoperative complications were compared between the two groups.Results The average lowing-IOP ranges of the P50 type group and P200 type group were (21.19±11.22) and (24.35±12.27) mmHg,respectively,with an insignificant difference between them (t =-1.201,P＞0.05).The theoretical hospitalization days and BCVA recovery time in the of P50 type group were (3.65±0.92) days and (2.85±0.95)days,and those in the P200 type group were (4.90±0.81) days and (3.40± 0.96) days,showing significant decreases in the P50 type group (t =-6.444,P＜0.01 ;t =-2.584,P＜ 0.05).The incidence of postoperative complications were 6.06％ and 25.00％ in P50 type group and P200 type group,respectively,with a significant difference between the two groups (.x2 =9.800,P＜0.05).Conclusions Although P50 and P200 Ex-PRESS implantation provide a similar effect in lowing IOP,P50 type Ex-PRESS implantation can restore BCVA more rapidly and lessen complications in comparison with P200 type Ex-PRESS implantation in the early postoperative stage.

Objective:To investigate the relationship between Toll-like receptor and the immune regulation about inflammation by Sertoli cell in vitro.Methods:Here we examined the expression and potential functions of TLR family in rat Sertoli cells.Using our well-characterized urealyticum(UU) induced model we tested the expression changes of TLR2 and TLR6 at 12~(th),24~(th),36~(th) hours after UU infection in vitro.Results:We demonstrated that TLR2-8 are highly expressed;TLR9 and TLR10 are expressed at relatively low level;the expression of TLR1 and TLR5 are not detected in normal rat Sertoli cells.Comparing with control group,Sertoli cells express more TLR2 and TLR6 after infected by UU.Conclusion:There is some relationship between the activation of TLRs and the immune regulation about inflammation by Sertoli cell.