1.Diagnostic value of multiparametric MRI deep learning artificial intelligence analysis combined with 68Ga-PSMA PET for prostate cancer
Chunxia QIN ; Yuhu LYU ; Zhibo DAI ; Siqi WEI ; Weiwei RUAN ; Yongkang GAI ; Xiaoli LAN
Chinese Journal of Nuclear Medicine and Molecular Imaging 2024;44(9):516-521
Objective:To evaluate the diagnostic efficacy of the multiparametric MRI (mpMRI) deep learning artificial intelligence (AI) analysis system combined with 68Ga-prostate specific membrane antigen (PSMA) PET for prostate cancer. Methods:Data of 103 patients (age: 45-85 years) who underwent 68Ga-PSMA PET/MR at Union Hospital, Tongji Medical College, Huazhong University of Science and Technology from May 2018 to October 2023 for suspected or confirmed prostate cancer were retrospectively collected. ROI was delineated to measure SUV max of primary tumor or prostate, and a deep learning AI system was applied to analyze MR images of the prostate. The diagnostic efficacies of T 2 weighted imaging (WI), diffusion WI (DWI), mpMRI, PET SUV max, and PET/MR for prostate cancer were assessed, with using the pathological results as the gold standard. Results:Among 103 patients, 82 cases (79.61%) were with prostate cancer. PET unimodality demonstrated the best specificity (100%, 21/21), positive predictive value (100%, 58/58), and AUC (0.860, 95% CI: 0.777-0.920). The mpMRI AI analysis provided rapid diagnostic results and the sensitivity and accuracy were improved by combining with PET (sensitivities of PET, mpMRI and the combination of the two were 70.73%(58/82), 86.59%(71/82), and 92.68%(76/82), respectively; the accuracies were 76.70%(79/103), 81.55%(84/103) and 86.41%(89/103), respectively). Among 44 patients with negative PET, 30 patients received an accurate diagnosis when the results of mpMRI AI analysis were added. Conclusions:68Ga-PSMA PET demonstrates good specificity for prostate cancer and mpMRI AI analysis is time-saving. The combined application improves the diagnostic sensitivity and accuracy, which provides a valuable tool for 68Ga-PSMA PET/MR image analysis.
2.Research progress on the application of machine learning in predictive modeling of venous thrombo-embolism risk in orthopedics
Ruiting LIU ; Suli XIE ; Weiwei FENG ; Li SONG ; Yi LI ; Mengshuang LYU ; Xican ZHENG
Journal of Xinxiang Medical College 2024;41(6):590-595
Venous thromboembolism(VTE)is a prevalent complication in orthopedics.In recent years,machine learning has been widely applied in orthopedics.The essence of machine learning lies in utilizing algorithms to analyze vast amounts of data and construct risk prediction models that can accurately forecast unknown clinical outcomes.By integrating high-risk factors,machine learning aids medical professionals in precisely identifying and screening individuals with a high risk of VTE and offering them timely individualized interventions.This article reviews the concept and classification of machine learning,the advantages of machine learning in enhancing model prediction ability,and the current application status of machine learning in constructing risk prediction models for patients with VTE.
3.Can surgery boost the survival benefit of chemoradiotherapy in T1b1-T2a1stage cervical cancer with lymph node metastasis? A population-based study
Yiwei WANG ; You LYU ; Xiaoxia CHE ; Jing LI ; Weiwei FENG
Journal of Gynecologic Oncology 2024;35(3):e36-
Objective:
This study aimed to determine whether surgery followed by adjuvant chemoradiotherapy has superior survival outcomes for node-positive patients with T1b1-T2a1 stage cervical cancer compared with those who undergo chemoradiation.
Methods:
We investigated the Surveillance, Epidemiology, and End Results database for 12,701 patients diagnosed between 2000 and 2018. Patients were stratified according to different T stages and different treatment strategies. Surgery included radical hysterectomy (RH) or total hysterectomy (TH). Radiotherapy (RT) included adjuvant chemoradiation or chemoradiation alone. Cox analyses were performed to select the clinically important factors of survival outcomes. Survival analysis was used to compare those who received different treatment methods.
Results:
A total of 12,701 International Federation of Gynecology and Obstetrics 2018 stage IIIC cervical cancer patients were identified. The risk of overall survival (OS) was significantly different between patients who received and did not receive chemoradiotherapy in the T categories. In the propensity-score matched dataset, early-T stage (T1b1 and T1b2) and node-positive patients in the “RH+RT” and “TH+RT” groups had better disease-specific survival (DSS) than those in the RT group. No difference in DSS was observed between the “surgery following RT” group and the RT group in locally advanced stage (T1b3 and T2a1, node positive) patients. Regarding T1b1-T2a1 node-positive patients, the RH+RT group had a similar survival outcome to that in the TH+RT group.
Conclusion
We showed that surgery following RT benefits early-T stage (T1b1 and T1b2) cervical cancer patients with lymph node metastasis. For locally advanced stages (T1b3 and T2a1), surgery and RT had similar survival outcomes.
4.Association of attention deficit hyperactivity disorder symptoms and bullying behavior in children
TANG Jun, WU Xufang, ZHOU Yang, YANG Weiwei, ZHANG Yan, ZHANG Li, LYU Na, SONG Ranran
Chinese Journal of School Health 2024;45(1):91-94
Objective:
The association between school bullying and attention deficit hyperactivity disorder (ADHD) symptoms among students in primary schools and the moderating role of gender was explored to provide scientific evidence for the prevention and control of school bullying.
Methods:
A total of 4 764 students from 2 primary schools in Wuhan were selected using the convenience sampling method in March 2023. The Olweus Bully/Victim Questionnaire and Strengths and Difficulties Questionnaire were used. A Pearson χ 2 test was used to compare differences in school bullying rates among children with and without ADHD symptoms. Pearson correlation analysis and Process 3.3 were used to analyse the association between ADHD symptoms, and school bullying behaviour and the moderating role of gender.
Results:
The reported rate of bullying victims in primary schools was 24.2% and the rate of bullying perpetration was 3.8%. The rate of ADHD symptom detection among primary school students was 5.9%. ADHD symptoms were positively associated with bullying and bullying victim behaviour ( r =0.16, 0.27, P <0.01). Specifically, the association between ADHD symptoms and bullying behavior tended to be stronger among boys than girls ( β boy =0.17, t =11.13; β girl =0.07, t =4.11, P <0.01).
Conclusions
ADHD symptoms are an important factor influencing school bullying behaviors in students, and gender moderates the association. In the process of preventing and controlling school bullying, ADHD symptoms and gender differences should be emphasized and comprehensive interventions should be implemented.
5.Surveillance and trend analysis of snails in Songjiang District of Shanghai from 2007 to 2023
Qi MAO ; Caiying SUN ; Anqi LI ; Weiwei LU ; Xihong LYU ; Xuehui LU ; Yanjun JIN ; Qing YU
Shanghai Journal of Preventive Medicine 2024;36(5):444-447
ObjectiveTo analyze the monitoring results and trends of Oncomelania in Songjiang District of Shanghai from 2007 to 2023, and to provide reference for future monitoring work. MethodsThe data of snail monitoring in Songjiang District from 2007 to 2023 were collected, including the location of snail spots, the number of survey frames, the area with snails, the number of frames with snails, the total number of snails, etc. The density of living snails and the occurrence rate of living snail frames were calculated. ResultsFrom 2007 to 2023, a total of 158 snail spots were found in 22 administrative villages in 4 towns in Songjiang District, including 131 emerging snail habitats (82.91%) and 27 reemerging snail habitats (17.09%). The total snail area was 175 980 m2, the number of snail frames was 10 061, and 33 302 snails were captured. The highest density was 260/0.11 m2, and 15 662 snails were dissected. No positive snails were found. The average density of living snails was 0.60/0.11 m2 and the average occurrence rate of living snail frames was 17.99%. The snail areas in different areas were Yexie Town 126 000 m2 (71.60%), Maogang Town 26 470 m2 (15.04%), Xinbang Town 17 040 m2 (9.68%), and Shihudang Town 6 470 m2 (3.68%). The average density of living snails in different areas was 0.89/0.11 m2 in Yexie Town, 0.65/0.11 m2 in Maogang Town, 0.26/0.11 m2 in Shihudang Town and 0.24/0.11 m2 in Xinbang Town. The snail areas of different snail habitats were as follows: woodland 151 250 m2(85.95%), river 13 810 m2(7.85%), ditch 6 910 m2(3.93%), farmland 4 010 m2(2.28%). The average density of living snails in different snail habitats: ditch 1.01/0.11 m2, beach 0.86/0.11 m2, woodland 0.57/0.11 m2, river 0.40/0.11 m2. The occurrence rate of living snail frames in different regions and different snail environment types showed a downward trend and the difference was statistically significant. ConclusionAlthough the snail monitoring indicators such as snail area, average living snail density and average living snail frame occurrence rate in Songjiang District are still at its historically low level, the average living snail density and average living snail frame occurrence rate are still high compared with other regions or the national average. We should focus on the upper reaches and tributaries of the Huangpu River, especially the key areas of seedling transplantation, and strengthen monitoring and supervision to reduce the risk of snail input.
6.Can surgery boost the survival benefit of chemoradiotherapy in T1b1-T2a1stage cervical cancer with lymph node metastasis? A population-based study
Yiwei WANG ; You LYU ; Xiaoxia CHE ; Jing LI ; Weiwei FENG
Journal of Gynecologic Oncology 2024;35(3):e36-
Objective:
This study aimed to determine whether surgery followed by adjuvant chemoradiotherapy has superior survival outcomes for node-positive patients with T1b1-T2a1 stage cervical cancer compared with those who undergo chemoradiation.
Methods:
We investigated the Surveillance, Epidemiology, and End Results database for 12,701 patients diagnosed between 2000 and 2018. Patients were stratified according to different T stages and different treatment strategies. Surgery included radical hysterectomy (RH) or total hysterectomy (TH). Radiotherapy (RT) included adjuvant chemoradiation or chemoradiation alone. Cox analyses were performed to select the clinically important factors of survival outcomes. Survival analysis was used to compare those who received different treatment methods.
Results:
A total of 12,701 International Federation of Gynecology and Obstetrics 2018 stage IIIC cervical cancer patients were identified. The risk of overall survival (OS) was significantly different between patients who received and did not receive chemoradiotherapy in the T categories. In the propensity-score matched dataset, early-T stage (T1b1 and T1b2) and node-positive patients in the “RH+RT” and “TH+RT” groups had better disease-specific survival (DSS) than those in the RT group. No difference in DSS was observed between the “surgery following RT” group and the RT group in locally advanced stage (T1b3 and T2a1, node positive) patients. Regarding T1b1-T2a1 node-positive patients, the RH+RT group had a similar survival outcome to that in the TH+RT group.
Conclusion
We showed that surgery following RT benefits early-T stage (T1b1 and T1b2) cervical cancer patients with lymph node metastasis. For locally advanced stages (T1b3 and T2a1), surgery and RT had similar survival outcomes.
7.Can surgery boost the survival benefit of chemoradiotherapy in T1b1-T2a1stage cervical cancer with lymph node metastasis? A population-based study
Yiwei WANG ; You LYU ; Xiaoxia CHE ; Jing LI ; Weiwei FENG
Journal of Gynecologic Oncology 2024;35(3):e36-
Objective:
This study aimed to determine whether surgery followed by adjuvant chemoradiotherapy has superior survival outcomes for node-positive patients with T1b1-T2a1 stage cervical cancer compared with those who undergo chemoradiation.
Methods:
We investigated the Surveillance, Epidemiology, and End Results database for 12,701 patients diagnosed between 2000 and 2018. Patients were stratified according to different T stages and different treatment strategies. Surgery included radical hysterectomy (RH) or total hysterectomy (TH). Radiotherapy (RT) included adjuvant chemoradiation or chemoradiation alone. Cox analyses were performed to select the clinically important factors of survival outcomes. Survival analysis was used to compare those who received different treatment methods.
Results:
A total of 12,701 International Federation of Gynecology and Obstetrics 2018 stage IIIC cervical cancer patients were identified. The risk of overall survival (OS) was significantly different between patients who received and did not receive chemoradiotherapy in the T categories. In the propensity-score matched dataset, early-T stage (T1b1 and T1b2) and node-positive patients in the “RH+RT” and “TH+RT” groups had better disease-specific survival (DSS) than those in the RT group. No difference in DSS was observed between the “surgery following RT” group and the RT group in locally advanced stage (T1b3 and T2a1, node positive) patients. Regarding T1b1-T2a1 node-positive patients, the RH+RT group had a similar survival outcome to that in the TH+RT group.
Conclusion
We showed that surgery following RT benefits early-T stage (T1b1 and T1b2) cervical cancer patients with lymph node metastasis. For locally advanced stages (T1b3 and T2a1), surgery and RT had similar survival outcomes.
8.Application value of point-of-care lung ultrasound scoring in selecting respiratory support treatment for neonatal infectious pneumonia
Xingchen GAO ; Weiwei HOU ; Yuan LYU ; Kaiting YANG ; Nana PENG ; Guihua SHU
Journal of Clinical Medicine in Practice 2024;28(6):56-59
Objective To investigate the application value of point-of-care lung ultrasound (POC-LUS) scoring in selecting respiratory support treatment modalities for neonatal infectious pneumonia (NIP). Methods A total of 89 NIP patients were selected as the study subjects and divided into control group (no assisted ventilation) with 46 cases, noninvasive group (noninvasive assisted ventilation) with 28 cases, and invasive group (invasive mechanical ventilation) with 15 cases based on the degree of dyspnea and blood gas analysis results. The POC-LUS scores of the three groups were compared, and the correlations of POC-LUS scores with arterial oxygen partial pressure [
9.Clinical efficacy of radical resection of pancreatic cancer after neoadjuvant conversion therapy
Linxi ZHU ; Liang MAO ; Juan DU ; Weiwei KONG ; Lei WANG ; Ying LYU ; Jian HE ; Min TANG ; Jun CHEN ; Yudong QIU
Chinese Journal of Digestive Surgery 2023;22(7):916-923
Objective:To investigate the clinical efficacy of radical resection of pancreatic cancer after neoadjuvant conversion therapy.Methods:The retrospective and descriptive study was conducted. The clinicopathological data of 23 patients who underwent radical resection of pancreatic cancer after neoadjuvant conversion therapy in Nanjing Drum Tower Hospital Affiliated to Nanjing University Medical School from January 2019 to May 2022 were collected. There were 17 males and 6 females, aged 58(range, 33-73)years. After neoadjuvant conversion therapy, the three-dimensional (3D) visualization was used to evaluate and classify tumor vascular invasion, and surgical plan was planned and implemented. Observation indicators: (1) situations of neoadjuvant conversion therapy; (2) surgical situations; (3) postoperative histopathological examination; (4) postoperative recovery; (5) follow-up. Measurement data with normal distribution were represen-ted as Mean± SD, and measurement data with skewed distribution were represented as M(range) or M( Q1, Q3). Count data were described as absolute numbers. Results:(1) Situations of neoadjuvant conversion therapy. All 23 patients received the AG combination chemotherapy (albumin-paclitaxel+gemcitabine), including 14 patients combined with stereotactic body radiation therapy. Of the 23 patients, 22 cases achieved partial response, and 1 case showed stable disease. The CA19-9 of the 23 patients was 85.06(29.74,634.5)U/mL and 13.96(9.74,25.02)U/mL before and after neoadjuvant conversion therapy, respectively. (2) Surgical situations. According to the results of preoperative 3D visualization of tumor vascular invasion, 7 of the 23 patients were evaluated as arterial invasion, 8 cases were evaluated as venous invasion, 5 cases were evaluated as arterial and venous invasion, and there were 3 cases showing negative of vascular invasion. Of the 23 patients, 12 cases underwent pancreaticoduodenectomy, 4 cases underwent radical antegrade modular pancreatosplenectomy, 7 cases underwent total pancreaticoduodenectomy. For vascular reconstruction, there were 10 patients without vascular reconstruction, and there were 13 patients undergoing artificial vascular vein reconstruction. The operation time and volume of intraoperative blood loss of the 23 patients was (524±171)minutes and 1 000(400,1 600)mL, respectively. (3) Postoperative histopathological exami-nation. Results of postoperative histopathological examination in 23 patients showed that there were 2 cases with moderate-well differentiated tumor, 10 cases with moderate differentiated tumor, 7 cases with moderate-poorly differentiated tumor, 2 cases with poorly differentiated tumor, and 2 cases negative of tumor. The number of lymph node dissected in 23 patients was 16±7. There were 5 cases with lymph node metastasis and 18 cases without lymph node metastasis. There were 17 cases with nerve invasion and 6 cases without nerve invasion. All 23 patients were negative of vascular invasion. Of the 23 patients, there were 21 cases with R 0 resection and 2 cases with R 1 resection. For pathological TNM staging, there were 2 cases with 0 stage, 13 cases with Ⅰ stage, 7 cases with Ⅱ stage, and 1 case with Ⅳ stage. For postoperative pathological scoring, there were 2 cases achieved 0 point (complete pathological remission), 16 cases achieved 2 points (partial remission), and 5 cases achieved 3 points (no significant effect). (4) Postoperative recovery. The postoperative duration of hospital stay of 23 patients was 19(14,31)days. There were 17 of 23 patients underwent postoperative complications, including 11 cases with Clavien-Dindo Ⅱ stage complications, 3 cases with Clavien-Dindo Ⅲa stage complications, 1 case with Clavien-Dindo Ⅲb stage complication, 1 case with Clavien-Dindo Ⅳ stage complication, and 1 case with Clavien-Dindo Ⅴ stage complica-tion. (5) Follow-up. There were 22 patients underwent follow-up, with follow-up time as 12(9,23)months. There were 9 patients underwent postoperative recurrence and metastasis, with recurrence and metastasis time as 7.8(range, 6.0-12.0)months. During the follow-up, 15 of the 22 patients survived. Conclusion:Radical resection of pancreatic cancer after neoadjuvant conversion therapy is feasible.
10.Role of cardiopulmonary ultrasound in predicting the occurrence of heart failure with preserved ejection fraction in patients with acute myocardial infarction
Runyu TIAN ; Weiwei ZHU ; Qizhe CAI ; Yunyun QIN ; Mingming LIN ; Shan JIN ; Wanwei ZHANG ; Xiuzhang LYU
Chinese Journal of Ultrasonography 2023;32(2):111-116
Objective:To evaluate the left ventricular diastolic function and pulmonary congestion in patients with acute myocardial infarction (AMI) with preserved left ventricular ejection fraction (LVEF) by cardiopulmonary ultrasound (CPUS), and to explore the value of CPUS in predicting the occurrence of heart failure with preserved ejection fraction (HFpEF) in AMI patients with preserved LVEF during hospitalization.Methods:A total of eighty-four patients with AMI with preserved LVEF (≥50%) who received optimal emergency reperfusion therapy on admission at Beijing Chaoyang Hospital Affiliated to Capital Medical University from August 2021 to March 2022 were enrolled. All patients completed comprehensive cardiopulmonary ultrasonography within 12 hours after reperfusion therapy and LVEF, left atrial maximum volume(LAV), peak flow velocity of tricuspid valve regurgitation (V TR), peak flow velocity of mitral valve in early diastole (E), peak velocity of mitral valve annulus on septal side and left ventricular lateral side in early diastole and other conventional echocardiography parameters were obtained, and then the left atrial volume index (LAVI), the mean peak velocity of the mitral valve annulus on the septal side and left ventricular lateral side in early diastole (e′) and E/e′ were calculated; lung ultrasound parameters(the number of B lines) were obtained; the left ventricular global long-axis strain (GLS) was obtained using speckle tracking imaging (STE). The predictive power of CPUS parameters for HFpEF during hospitalization in AMI patients with preserved LVEF were analyzed. Results:①The incidence of HFpEF during hospitalization was 40.4% (34/84). ②The number of B lines and LAVI were independently correlated with the occurrence of HFpEF during hospitalization( P<0.05). ③The ROC curve analysis showed that the area under the curve (AUC) of the number of B lines and LAVI for predicting the occurrence of HFpEF during hospitalization were 0.766 and 0.690, respectively. The number of B lines combined with LAVI had the best predictive performance in predicting the occurrence of HFpEF during hospitalization, with the largest AUC of 0.903, which was significantly better than the number of B lines and LAVI ( P<0.05). Conclusions:The number of B lines combined with LAVI can effectively predict the occurrence of HFpEF during hospitalization in AMI patients with preserved LVEF, which is helpful to further improve the clinical management of AMI patients at risk of HFpEF.


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