Objective This study aimed to explore the ability of ultrasonographic radiomics in predicting the occurrence of in-stent restenosis(ISR)after carotid artery stenting(CAS)by analyzing the correlation between radiomic features of responsible plaques in carotid artery stenosis and the incidence of ISR.Methods A retrospective collection was conducted on 206 cases that underwent CAS treatment at our hospital.The enrolled patients were randomly split into a training set(144 cases)and a test set(62 cases)at a 7∶3 ratio.We utilized the Darwin Intelligent Research Platform to extract radiomic features from each region of interest,and then screened 1125 ultrasonographic radiomic features.Different machine learning algorithms were employed to construct diagnostic models,and the best-performing classifier was selected.Various prediction models were established,including a clinical-ultrasonographic feature model,a radiomic model,and a combined clinical-ultrasonographic-radiomic model.Results Multivariate logistic regression analysis in the training set revealed that hypertension,hyperuricemia,triglycerides,and plaque location were independent risk factors for ISR after CAS.For the clinical-ultrasonographic model,the area under the curve(AUC)values for the training and validation sets were 0.896 and 0.644,respectively.The corresponding AUC values for the radiomic model were 0.961 and 0.715,while those for the combined model were 0.947 and 0.727.Conclusion The radiomic model demonstrates superior performance in predicting ISR compared to the traditional clinical-ultrasonographic model.The combined model exhibited an enhanced ability to predict ISR occurrence,thereby improving the diagnostic performance of traditional assessments.

Objective:To investigate the long-term efficacy, safety and prognostic factors of intraoperative radiotherapy (IORT) for narrow-margin (resection margin < 1 cm) hepatectomy in patients with hepatocellular carcinoma (HCC) during radical surgery.Methods:A retrospective cohort study was conducted. The data of primary HCC patients undergoing radical surgery and narrow-margin hepatectomy IORT in the Cancer Hospital of the Chinese Academy of Medical Sciences from November 2009 to February 2019 were collected. IORT applied 6 MeV or 9 MeV electron beams and a single irradiation was given to the margin. Kaplan-Meier method was used for the overall survival (OS) and disease-free survival (DFS) analysis; log-rank test was used for survival comparison among subgroups. The recurrence patterns and adverse reactions were recorded. Univariate and multivariate Cox proportional hazards models were used to analyze the factors influencing the OS and DFS.Results:A total of 64 patients were enrolled, with the median age [ M ( Q1, Q3)] of 57 years (49, 63) years. All patients included 55 males (85.9%) and 9 females (14.1%). The median dose of IORT was 15 Gy (range: 12-17 Gy). The median follow-up time was 83.3 (64.4, 91.9) months. The 1-year, 3-year, 5-year, 7-year, 10-year OS rates were 90.4%, 80.6%, 75.5%, 71.4% and 47.6%, respectively; the 1-year, 3-year, 5-year, 7-year,10-year DFS rates were 77.8%, 68.1%, 59.6%, 57.6% and 38.4%, respectively. Univariate Cox regression analysis indicated that preoperative serum alpha-fetoprotein (AFP) > 400 ng/ml was an independent risk factor for poor OS (> 400 ng/ml vs. ≤ 400 ng/ml: HR = 6.57, 95% CI: 2.16-19.96, P < 0.001), while not the independent influencing factor of poor DFS ( HR = 1.71, 95% CI: 0.65-4.52, P = 0.277). The age ≤ 60 years or not, gender, viral hepatitis or not, American Joint Committee on Cancer stage, tumor diameter (> 5 cm or not), tumor number, degree of tumor differentiation, microvascular invasion or not, microsatellite nodules or not, anatomical liver resection or not, and the dose of IORT ≤15 Gy or not were not the independent influencing factors of poor OS and DFS (all P > 0.05). Kaplan-Meier method analysis showed that patients with preoperative serum AFP ≤ 400 ng/ml (48 cases) had better OS compared with those with preoperative serum AFP>400 ng/ml (16 cases) (5-year OS rate: 84.8% vs. 44.9%; 7-year OS rate: 79.9% vs.37.4%), and the difference was statistically significant ( P = 0.002). There was no statistically significant difference in the DFS between the 2 groups ( P = 0.134). During the follow-up, 28 patients (43.8%) relapsed, including 17 cases (26.6%) of early recurrence and 11 cases (17.2%) of late recurrence. No marginal recurrence was observed. There were 22 cases (34.4%) of intrahepatic recurrence alone, 2 cases (3.1%) of extrahepatic recurrence and 4 cases (6.3%) of stimutaneous recurrence inside and outside the liver. The 1-, 3-, 5- and 7-year cumulative recurrence rates inside the liver were 19.0%, 27.2%, 37.4% and 39.3% respectively, and the cumulative recurrence rates outside the liver were 6.4%, 8.0%, 9.6% and 9.6% respectively. There were no adverse reactions above grade 3 in the entire group. There were no surgery-related deaths within 30 d after the operation, and no radiation-induced liver disease occurred. Conclusions:Narrow-margin IORT helps HCC patients receiving hepatectomy to achieve favorable long-term survival and adverse reactions are tolerable. It can be used as a safe and effective adjuvant therapy alternative.

Objective:To establish a detailed teaching syllabus for the standardized training of radiation oncology residents, apply it in clinical teaching practice, and evaluate its practical teaching value.Methods:Based on the radiation oncology teaching syllabus and clinical competency assessment content, a detailed teaching syllabus, scoring criteria, and a refined assessment scoring table were developed. From June 2022 to March 2023, 36 resident physicians rotating through the radiation oncology training base at the Cancer Hospital Chinese Academy of Medical Sciences were randomly divided into two groups using a random number table: the original syllabus group ( n=19) was trained according to the original teaching syllabus, while the detailed syllabus group ( n=17) was trained according to the refined teaching syllabus. The refined assessment scoring table was completed based on the scoring criteria, and the assessment results of the two groups were compared using independent sample t-tests. Results:A detailed teaching syllabus covering 25 tumors types across 4 categories (head and neck, thoracic, abdominopelvic, and gynecological) was established. The syllabus included 16 items: applied anatomy, clinical symptoms, physical examination, pathological characteristics, staging examinations / imaging, clinical / pathological staging, other diagnostic / therapeutic factors, general treatment principles, radiotherapy indications, localization methods, radiotherapy target areas / doses, special treatment fields, dose-limiting requirements, treatment-related adverse effects and management, prognosis, and essential reading literature. Corresponding scoring criteria and a refined scoring table were developed, encompassing key points and skills for medical history collection, specialized physical examination, and clinical reasoning. Assessment results showed that the overall score of the detailed syllabus group was 90.85±1.97, significantly higher than that of the original syllabus group (70.81±4.21), with a statistically significant difference ( t=17.94, P<0.001). In all 10 assessment items, the detailed syllabus group outperformed the original syllabus group (all P<0.01). Conclusion:Quantitative evaluation demonstrated that the detailed teaching syllabus for standardized training of radiation oncology residents significantly improved the clinical competency of resident physicians in teaching practice.

Pulmonary artery thrombectomy is an important method for treatment of acute pulmonary embolism(PE),and its successful implementation relies on the close collaboration of a multidisciplinary team.This article explores the indications,surgical strategies and key links of multidisciplinary treatment(MDT)for pulmonary artery thrombectomy through the diagnosis and treatment process of a patient with acute pulmonary embolism.The patient sought medical attention due to wheezing and was diagnosed with pulmonary embolism through imaging,with a risk stratification of medium to high risk.With the collaboration of multiple disciplines including respiratory medicine department,cardiology department,cardiac surgery department,radiology department and ultrasound department,percutaneous mechanical thrombectomy was successfully performed.After the surgery,the patient's blood flow was restored,symptoms were significantly relieved,and no serious complications occurred.This article aims to provide a reference framework for MDT in pulmonary artery thrombectomy for clinical doctors,optimize the treatment process for patients with pulmonary embolism,and provide reference for case selection and diagnosis and treatment strategies of thrombectomy treatment of pulmonary embolism.

Objective This study aimed to explore the ability of ultrasonographic radiomics in predicting the occurrence of in-stent restenosis(ISR)after carotid artery stenting(CAS)by analyzing the correlation between radiomic features of responsible plaques in carotid artery stenosis and the incidence of ISR.Methods A retrospective collection was conducted on 206 cases that underwent CAS treatment at our hospital.The enrolled patients were randomly split into a training set(144 cases)and a test set(62 cases)at a 7∶3 ratio.We utilized the Darwin Intelligent Research Platform to extract radiomic features from each region of interest,and then screened 1125 ultrasonographic radiomic features.Different machine learning algorithms were employed to construct diagnostic models,and the best-performing classifier was selected.Various prediction models were established,including a clinical-ultrasonographic feature model,a radiomic model,and a combined clinical-ultrasonographic-radiomic model.Results Multivariate logistic regression analysis in the training set revealed that hypertension,hyperuricemia,triglycerides,and plaque location were independent risk factors for ISR after CAS.For the clinical-ultrasonographic model,the area under the curve(AUC)values for the training and validation sets were 0.896 and 0.644,respectively.The corresponding AUC values for the radiomic model were 0.961 and 0.715,while those for the combined model were 0.947 and 0.727.Conclusion The radiomic model demonstrates superior performance in predicting ISR compared to the traditional clinical-ultrasonographic model.The combined model exhibited an enhanced ability to predict ISR occurrence,thereby improving the diagnostic performance of traditional assessments.

Pulmonary artery thrombectomy is an important method for treatment of acute pulmonary embolism(PE),and its successful implementation relies on the close collaboration of a multidisciplinary team.This article explores the indications,surgical strategies and key links of multidisciplinary treatment(MDT)for pulmonary artery thrombectomy through the diagnosis and treatment process of a patient with acute pulmonary embolism.The patient sought medical attention due to wheezing and was diagnosed with pulmonary embolism through imaging,with a risk stratification of medium to high risk.With the collaboration of multiple disciplines including respiratory medicine department,cardiology department,cardiac surgery department,radiology department and ultrasound department,percutaneous mechanical thrombectomy was successfully performed.After the surgery,the patient's blood flow was restored,symptoms were significantly relieved,and no serious complications occurred.This article aims to provide a reference framework for MDT in pulmonary artery thrombectomy for clinical doctors,optimize the treatment process for patients with pulmonary embolism,and provide reference for case selection and diagnosis and treatment strategies of thrombectomy treatment of pulmonary embolism.

Objective:To investigate the long-term efficacy, safety and prognostic factors of intraoperative radiotherapy (IORT) for narrow-margin (resection margin < 1 cm) hepatectomy in patients with hepatocellular carcinoma (HCC) during radical surgery.Methods:A retrospective cohort study was conducted. The data of primary HCC patients undergoing radical surgery and narrow-margin hepatectomy IORT in the Cancer Hospital of the Chinese Academy of Medical Sciences from November 2009 to February 2019 were collected. IORT applied 6 MeV or 9 MeV electron beams and a single irradiation was given to the margin. Kaplan-Meier method was used for the overall survival (OS) and disease-free survival (DFS) analysis; log-rank test was used for survival comparison among subgroups. The recurrence patterns and adverse reactions were recorded. Univariate and multivariate Cox proportional hazards models were used to analyze the factors influencing the OS and DFS.Results:A total of 64 patients were enrolled, with the median age [ M ( Q1, Q3)] of 57 years (49, 63) years. All patients included 55 males (85.9%) and 9 females (14.1%). The median dose of IORT was 15 Gy (range: 12-17 Gy). The median follow-up time was 83.3 (64.4, 91.9) months. The 1-year, 3-year, 5-year, 7-year, 10-year OS rates were 90.4%, 80.6%, 75.5%, 71.4% and 47.6%, respectively; the 1-year, 3-year, 5-year, 7-year,10-year DFS rates were 77.8%, 68.1%, 59.6%, 57.6% and 38.4%, respectively. Univariate Cox regression analysis indicated that preoperative serum alpha-fetoprotein (AFP) > 400 ng/ml was an independent risk factor for poor OS (> 400 ng/ml vs. ≤ 400 ng/ml: HR = 6.57, 95% CI: 2.16-19.96, P < 0.001), while not the independent influencing factor of poor DFS ( HR = 1.71, 95% CI: 0.65-4.52, P = 0.277). The age ≤ 60 years or not, gender, viral hepatitis or not, American Joint Committee on Cancer stage, tumor diameter (> 5 cm or not), tumor number, degree of tumor differentiation, microvascular invasion or not, microsatellite nodules or not, anatomical liver resection or not, and the dose of IORT ≤15 Gy or not were not the independent influencing factors of poor OS and DFS (all P > 0.05). Kaplan-Meier method analysis showed that patients with preoperative serum AFP ≤ 400 ng/ml (48 cases) had better OS compared with those with preoperative serum AFP>400 ng/ml (16 cases) (5-year OS rate: 84.8% vs. 44.9%; 7-year OS rate: 79.9% vs.37.4%), and the difference was statistically significant ( P = 0.002). There was no statistically significant difference in the DFS between the 2 groups ( P = 0.134). During the follow-up, 28 patients (43.8%) relapsed, including 17 cases (26.6%) of early recurrence and 11 cases (17.2%) of late recurrence. No marginal recurrence was observed. There were 22 cases (34.4%) of intrahepatic recurrence alone, 2 cases (3.1%) of extrahepatic recurrence and 4 cases (6.3%) of stimutaneous recurrence inside and outside the liver. The 1-, 3-, 5- and 7-year cumulative recurrence rates inside the liver were 19.0%, 27.2%, 37.4% and 39.3% respectively, and the cumulative recurrence rates outside the liver were 6.4%, 8.0%, 9.6% and 9.6% respectively. There were no adverse reactions above grade 3 in the entire group. There were no surgery-related deaths within 30 d after the operation, and no radiation-induced liver disease occurred. Conclusions:Narrow-margin IORT helps HCC patients receiving hepatectomy to achieve favorable long-term survival and adverse reactions are tolerable. It can be used as a safe and effective adjuvant therapy alternative.

Objective:To establish a detailed teaching syllabus for the standardized training of radiation oncology residents, apply it in clinical teaching practice, and evaluate its practical teaching value.Methods:Based on the radiation oncology teaching syllabus and clinical competency assessment content, a detailed teaching syllabus, scoring criteria, and a refined assessment scoring table were developed. From June 2022 to March 2023, 36 resident physicians rotating through the radiation oncology training base at the Cancer Hospital Chinese Academy of Medical Sciences were randomly divided into two groups using a random number table: the original syllabus group ( n=19) was trained according to the original teaching syllabus, while the detailed syllabus group ( n=17) was trained according to the refined teaching syllabus. The refined assessment scoring table was completed based on the scoring criteria, and the assessment results of the two groups were compared using independent sample t-tests. Results:A detailed teaching syllabus covering 25 tumors types across 4 categories (head and neck, thoracic, abdominopelvic, and gynecological) was established. The syllabus included 16 items: applied anatomy, clinical symptoms, physical examination, pathological characteristics, staging examinations / imaging, clinical / pathological staging, other diagnostic / therapeutic factors, general treatment principles, radiotherapy indications, localization methods, radiotherapy target areas / doses, special treatment fields, dose-limiting requirements, treatment-related adverse effects and management, prognosis, and essential reading literature. Corresponding scoring criteria and a refined scoring table were developed, encompassing key points and skills for medical history collection, specialized physical examination, and clinical reasoning. Assessment results showed that the overall score of the detailed syllabus group was 90.85±1.97, significantly higher than that of the original syllabus group (70.81±4.21), with a statistically significant difference ( t=17.94, P<0.001). In all 10 assessment items, the detailed syllabus group outperformed the original syllabus group (all P<0.01). Conclusion:Quantitative evaluation demonstrated that the detailed teaching syllabus for standardized training of radiation oncology residents significantly improved the clinical competency of resident physicians in teaching practice.

Objective To construct a deep learning-based artificial intelligence model to automatically quantify left ventricular ejection fraction (LVEF) using static views of echocardiography. Methods The study included data of 1, 902 adults with left ventricular multi-slice echocardiographic views at end-systole and end-diastole. The collected dataset was divided into development set (1, 610 cases, with 1, 252 cases for model training and 358 cases for parameter adjustment), internal test set (177 cases for internal validation), and external test set (115 cases for external validation and generalization testing). The model achieved left ventricular segmentation and automatic quantification of LVEF through precise identification of the left ventricular endocardial boundary and inspection of key points. The Dice coefficient was employed to evaluate the performance of the left ventricular segmentation model, while the Pearson correlation coefficient and the intraclass correlation coefficient were used to assess the correlation and consistency between the automatically measured LVEF and the reference standard. Results The left ventricular segmentation model performed well, with Dice coefficients ≥ 0.90 for both the internal and external independent test sets; the agreement between the automatically measured LVEF and the cardiologists' manual measurements was moderate, with Pearson correlation coefficients ranging from 0.46 to 0.71 and intragroup correlation analysis agreements from 0.39 to 0.57 for the internal test set; and Pearson correlation coefficients for the independent external test set were 0.26 to 0.54 and intra-group correlation analysis agreement of 0.23 to 0.50. Conclusion In this study, a left ventricular segmentation model with better performance is constructed, and initial application of the model for automatic quantification of LVEF for two-dimensional echocardiography has general performance, which requires further optimisation of the algorithm to improve the model generalisation.

The non-structural protein 5(NS5)is a highly conserved protein in the Flavivirus genus,acting as both a methyltransferase(MTase)and an RNA-dependent RNA polymerase(RdRp).It has been well documented that NS5 plays a crucial role in the replication of viral RNA.Recent studies have shown that NS5 proteins from different flaviviruses interact with various proteins in host cells,aiding the virus in evading the immune system.This review summarizes the structure,subcellular localization,and function of NS5 proteins.Additionally,we outline how flavivirus NS5 proteins contribute to viral replication and immune evasion.Lastly,we present the recent developments of specific small molecule inhibitors that target NS5 proteins.