Objective·To develop a graph neural network(GNN)-based auxiliary diagnostic model for gallbladder cancer on CT images,and validate its accuracy and feasibility.Methods·From January 2010 to November 2023,1 774 contrast-enhanced CT arterial-phase images were acquired from 887 patients with normal gallbladder,benign gallbladder disease,or gallbladder cancer at Xinhua Hospital and Renji Hospital,Shanghai Jiao Tong University School of Medicine.These images were randomly divided into training and testing sets at a 4∶1 ratio to develop a hybrid GNN-convolutional neural network(CNN)model,named VJK-GIN.The model constructed a pixel-level graph in which each pixel served as a node,and spatial adjacency defined the edges,enabling extraction of local texture features.In the model architecture design,VJK-GIN integrated a three-layer graph isomorphism network,augmented with virtual nodes and jump-knowledge connections;global pooling compressed node features into a graph-level representation,which was classified by a multi-layer perceptron head.Five-fold cross-validation was used to compare VJK-GIN with GNN baselines(GCN,GraphSAGE,GAT,and GIN)and CNN baselines(ViT,EfficientNetV2,and ConvNeXt)in terms of accuracy,precision,recall,F1-score,and area under the receiver operating characteristic curve(AUC).Results·The results of five-fold cross-validation showed that VJK-GIN achieved an F1-score of 0.799(95%CI 0.775?0.823),recall of 0.795(95%CI 0.773?0.817),precision of 0.799(95%CI 0.775?0.823),AUC of 0.812(95%CI 0.792?0.832),and accuracy of 0.773(95%CI 0.748?0.798),surpassing all competing models across every metric.Conclusion·The VJK-GIN model exhibits high stability and accuracy in identifying contrast-enhanced CT images of normal,benign,and malignant gallbladder conditions.

Objective·To develop a graph neural network(GNN)-based auxiliary diagnostic model for gallbladder cancer on CT images,and validate its accuracy and feasibility.Methods·From January 2010 to November 2023,1 774 contrast-enhanced CT arterial-phase images were acquired from 887 patients with normal gallbladder,benign gallbladder disease,or gallbladder cancer at Xinhua Hospital and Renji Hospital,Shanghai Jiao Tong University School of Medicine.These images were randomly divided into training and testing sets at a 4∶1 ratio to develop a hybrid GNN-convolutional neural network(CNN)model,named VJK-GIN.The model constructed a pixel-level graph in which each pixel served as a node,and spatial adjacency defined the edges,enabling extraction of local texture features.In the model architecture design,VJK-GIN integrated a three-layer graph isomorphism network,augmented with virtual nodes and jump-knowledge connections;global pooling compressed node features into a graph-level representation,which was classified by a multi-layer perceptron head.Five-fold cross-validation was used to compare VJK-GIN with GNN baselines(GCN,GraphSAGE,GAT,and GIN)and CNN baselines(ViT,EfficientNetV2,and ConvNeXt)in terms of accuracy,precision,recall,F1-score,and area under the receiver operating characteristic curve(AUC).Results·The results of five-fold cross-validation showed that VJK-GIN achieved an F1-score of 0.799(95%CI 0.775?0.823),recall of 0.795(95%CI 0.773?0.817),precision of 0.799(95%CI 0.775?0.823),AUC of 0.812(95%CI 0.792?0.832),and accuracy of 0.773(95%CI 0.748?0.798),surpassing all competing models across every metric.Conclusion·The VJK-GIN model exhibits high stability and accuracy in identifying contrast-enhanced CT images of normal,benign,and malignant gallbladder conditions.

Antibodies, Neutralizing ; Antibodies, Viral ; COVID-19 ; COVID-19 Vaccines ; Humans ; Immunization Schedule ; SARS-CoV-2 ; Vaccines, Inactivated

Objective To investigate the precision of full six-degree target shift corrections using the ArcCHECK system.Metbods Fourteen patients receiving intensity-modulated radiotherapy (IMRT) for nasopharyngeal carcinoma (NPC) in Fujian Medical University Cancer Hospital from May to September,2015 were selected.The first treatment setup errors were obtained using cone-beam computed tomography.The setup errors were simulated in ArcCHECK,and the full six-degree target shift corrections was used to correct the errors.The plans without and with setup errors and the plan with corrected setup errors were taken.The paired t-test was used to compare dose to agreement (DTA) and Gamma passing rates between the plan without setup errors and the plan with setup errors and plan with corrected setup errors.Results The DTA and Gamma passing rates were (96.76± 1.57)％ and (98.35±0.92)％ for the plan without setup errors,(59± 21.42) ％ and (62.86± 21.63) ％ for the plan with setup errors,and (91.41± 4.82) ％ and (94.11±4.33)％ for the plan with corrected setup errors.There were significant differences between the plan without setup errors and the plan with setup errors and plan with corrected setup errors in DTA passing rate (t=6.64 and 5.13,both P＜0.05) and Gamma passing rate (t=6.15 and 4.19,both P＜0.05).Conclusions The full six-degree target shift corrections can be used in IMRT for NPC,with good results in correcting setup errors and improving the precision for IMRT dose distribution.

Objective To explore the value of contrast-enhanced ultrasonography (CEUS) in the screening of malignant transformation from cirrhotic nodules.Methods Clinical data of 25 patients who were followed up by ultrasonography in the Third Affiliated Hospital of Sun Yat-sen University from January 2012 to December 2016 were analyzed retrospectively. The informed consents of all patients were obtained and the local ethical committee approval was received. All patients were males, aged 33-82 years old, with the median age of 55 years old, and with a total of 29 cirrhotic nodules. All patients were followed up regularly by ultrasonography which included conventional ultrasound and CEUS. The diameter, internal blood flow signal and CEUS features of the nodules were recorded. The diameter was compared by t test, and the CEUS features by Fisher's exact probability test. ROC curve was used for diagnostic test.Results During the follow-up, 14 cirrhotic nodules turned into hepatocellular carcinoma (HCC). The diameter of malignant nodule (19± 8) mm was significantly higher than (16±7) mm before malignant change (t=2.682, P<0.05). As the nodules transformed to malignancy, in the arterial phase of CEUS, signals changed gradually from equal enhancement (12/14) to hyper enhancement (13/14), and in the portal venous phase or delayed phase, it changed from equal enhancement (13/14) to low enhancement (13/14), where significant difference was observed (P<0.05). The area under the curve of AFP, conventional ultrasound and CEUS in diagnosing malignancy of cirrhotic nodules was 0.607, 0.679 and 1, respectively, where significant differences were observed (Z=4.837, 6.904, P<0.05).Conclusion In the continuous follow-up of cirrhotic nodules, CEUS can detect the hemodynamic changes in malignant nodules early, which has better diagnostic value than conventional ultrasound.

Objective To evaluate the clinical application value of intra-biliary contrast-enhanced ultrasound (IB-CEUS) in the evaluation of degree of biliary obstruction.Methods Clinical data of 105 patients with biliary obstructive disease who were diagnosed and treated in the Third Affiliated Hospital of Sun Yat-sen University from January 2008 to December 2012 were retrospectively analyzed. The informed consents of all patients were obtained and the local ethical committee approval was received. There were74 males and 31 females with the age ranging from 30 to 88 years old and the median age of 55 years old. Conventional ultrasound (CUS) and IB-CEUS were used to detect the biliary obstructive lesions in 105 patients. X-ray or CT cholangiography was used as the gold standard for diagnosis. The diagnostic efficacy of two methods was compared. The differences between these two methods and the gold standard in diagnosing the degree of biliary obstruction were evaluated by McNemar test. The consistency of the Results was assessed by Kappa consistency.Results The diagnostic sensitivity and negative predictive value of two methods were 100％ in diagnosing the complete obstruction of primary and second grade intrahepatic bile ducts. The specificity, positive predictive value and accuracy of IB-CEUS in diagnosing the complete obstruction of primary grade intrahepatic bile ducts was respectively 95.8％, 91.9％ and 97.1％, higher than 57.7％, 53.1％ and 71.4％ of CUS. The specificity, positive predictive value and accuracy of IB-CEUS in diagnosing the complete obstruction of second grade intrahepatic bile ducts was respectively 97.3％, 83.3％ and 97.6％, higher than 58.6％, 24.6％ and 63.5％ of CUS. Significant difference was observed in the diagnosis between CUS and gold standard (χ2=28.033, 46.000; P<0.05). CUS was fair or poor for the consistency of Results in diagnosing the complete biliary obstruction of primary and second grade intrahepatic bile ducts (k=0.470, 0.252), while no significant difference was observed between IB-CEUS and gold standard (P=0.250) and the consistency of Results was good (k=0.936, 0.896).Conclusions IB-CEUS can accurately evaluate the degree of intrahepatic biliary obstruction. The efficacy of IB-CEUS is better than that of CUS, and it has a good diagnostic consistency with the gold standard.

Objective To investigate the safety and efficacy of ultrasound-guided thermal ablation in the treatment of rare liver tumors.Methods Clinical data of 9 patients with rare liver tumors who underwent ultrasound-guided thermal ablation from January 2012 to December 2016 in the Third Affiliated Hospital of Sun Yat-sen University were retrospectively analyzed.The informed consents of all patients were obtained and the local ethical committee approval was received.Among 9 cases (14 lesions),2 patients were male and 7 female,aged (42±12) years on average.All the patients underwent ultrasound or contrast-enhanced ultrasound-guided puncture and thermal ablation of the tumors.The ablation effect was evaluated immediately by contrast-enhanced ultrasound during the operation.The incidence of postoperative complications was observed.The complete ablation rate was evaluated by CT or MRI at postoperative 1 month.Results 11 lesions were treated with common ultrasound-guided thermal ablation and 3 lesions with contrast-enhanced ultrasound-guided ablation.The intraoperative complete ablation rate was 100％ (14/14),and the rate at postoperative 1 month was also 100％ (14/14).No ablation related complications was observed.During the follow-up,no local tumor progression or intrahepatic and extrahepatic tumors recurrence was observed in all patients.Conclusions For rare liver tumors,ultrasound-guided thermal ablation can achieve the effect of complete ablation,providing a new therapeutic option for the patients.

Objective To prepare PET molecular probe folate-NOTA-Al18F(18F-FNA) and to explore its feasibility as an imaging agent in folate receptor positive KB tumor.Methods 18F-FNA was prepared by the method of aluminum fluoride coordination labeling, and the effect of phase transfer catalyst K2.2.2 on the labeling yield was evaluated.Biological distribution was carried out at 10, 30 and 90 min after injection of 3.7 MBq 18F-FNA in nude mice (n=20) xenografted with KB tumor, and the radioactive uptake (%ID/g) and T/NT ratios were then calculated in different organs or tissues.MicroPET imaging was performed at 40 min after injection of 18F-FNA (3.7 MBq).Results The labeling yield of 18F-FNA increased with the presence of K2.2.2.The radiochemical yield was above 98%.The radiochemical purity was above 99%, and still above 98% after maintained in PBS and FBS at 37 ℃ for 4 h.The biodistribution showed that the blood clearance of the probe was slow, and the uptakes in kidneys and tumor which overexpressed folate receptor were significantly high ((5.12±0.58) %ID/g and (1.37±0.20) %ID/g).The high radioactive uptake was observed in KB xenografted mice using microPET imaging.Conclusions The labeling yield of 18F-FNA could increase with the presence of K2.2.2.Furthermore, the encouraging biological distribution and microPET imaging results indicate that 18F-FNA may be a candidate for PET imaging in targeting folate receptor.

BACKGROUND:Distal radius C fractures belong to multiple fractures in the joint. Its treatment should recover various angles and joint surface continuity outside the joint. The recovery of palmar tilt angle, radial inclination angle and radial height is also very important for treating distal radius. OBJECTIVE:To study the changes in palmar tilt angle, radial inclination angle and radial height after type C fractures of the distal radius repaired with Acu-Loc(R)2 VDR bone plate system. METHODS:From May 2015 to March 2016, 11 cases of type C distal radial fractures were treated with Acu-Loc(R)2 VDR bone plate system. Preoperatively, the palmar tilt angle was-31° to-4° (-12.45° on average), and the radial inclination angle was 6° to 18° (11.18° on average), and the radial height was 1.92 mm to 8.68 mm (5.28 mm on average). X-ray films were observed at postoperative 4, 8 and 12 weeks and half a year in all patients. Palmar tilt angle, radial inclination angle and radial height were measured and observed using anteroposterior and lateral X-ray films during final follow-up. Wrist function was assessed with Gartland-Werley score. RESULTS AND CONCLUSION:(1) 11 patients were followed and the postoperative follow-up ranged from 7 months to 15 months. X-ray films showed that the union of fractures was achieved in 6-8 weeks (6.5 weeks on average). No infection or internal fixation failure occurred. The articular facets were smooth in 10 patients and a little poor was found in 1 case (<2 mm). (2) After operation, the palmar tilt angle was 8° to 15° (11.55° on average) (P<0.05);the radial inclination angle was 22° to 27° (23.18° on average) (P<0.05);the radial height was 8.01 mm to 13 mm (11.03 mm on average) (P<0.05). (3) The results were excellent in 8 cases, good in 2 cases, and poor in 1 cases according to Gartland-Werley wrist function assessment;the excellent and good rate was 91%. (4) Acu-Loc(R)2 VDR bone plate fixation can provide reliable fixation and effective support for type C distal radius fractures, which can recover the palmar tilt angle, the radial inclination angle and the radial height, so the Acu-Loc(R)2 VDR bone plate is an ideal method to treat type C fractures of the distal radius.

Objective To study the importance of radial height restoration in the type C distal radial fractures and selection of therapeutic method.Methods Sixty-one cases of type C distal radial fractures in the department of joint orthopedics and traumatic orthopedics of affiliated traumatic and orthopedic hospital of Guangzhou university of Chinese medicine from June 2013 to September 2015 were retrospectively analyzed, including 34 cases of C1 type,14 cases of C2 type and 13 cases of C3 type according to the AO/ASIF fracture classification, the cases were divided into the manual reduction and splint external fixation group (27 cases), external fixator group (18 cases) and plate screw internal fixation group (16 cases).The radial height, palm inclination angle, ulnar inclination angle and Gartland-Werley (G-W) score after treatment were compared among various groups.Results Fifty-eight cases were followed up.The radial height, ulnar inclination angle and G-W score had statistical difference among 3 groups (P<0.05), while the palm inclination angle had no statistical difference among 3 groups (P>0.05);the difference of radial height and ulnar inclination angle between the external fixator group and plate screw internal fixation group had no statistical significance (P>0.05), but there were statistically significant differences when these two groups were compared with the manual reduction and splint external fixation group respectively (P<0.05).The G-W score had no statistical difference between the manual reduction splint fixation group and the external fixator group (P>0.05) , but there were statistically significant differences when these two groups were compared with the the plate screw internal fixation group respectively (P<0.05).Conclusion The radial height restoration may better recovery ulnar inclination angle and improve the joint function.