Objective:To automatically classify hypertensive heart disease (HHD) and hypertrophic cardiomyopathy (HCM) based on mul-titask learning algorithm using native T1 mapping images.Methods:A total of 203 patients admitted to Ren Ji Hospital, School of Medicine, Shanghai Jiao Tong University from January 2017 to December 2021 were enrolled, including 53 patients with HHD, 121 patients with HCM, and 29 patients with normal control (NC). Native T1 mapping images of all enrolled patients were acquired using MRI and processed by a multi-task learning algorithm. The classification performance of each model was validated using ten-fold crossover, confusion matrix, and receiver operator characteristic (ROC) curves. The Resnet 50 model based on the original images was established as a control.Results:The ten-fold crossover validation results showed that the MTL-1 024, MTL-64, and MTL-all models showed better performance in terms of area under the curve (AUC), accuracy, sensitivity, and specificity compared to the Resnet 50 model. In the classification task, the MTL-64 model showed the best performance in terms of AUC (0.942 1), while the MTL-all model reached the highest value in terms of accuracy (0.852 2). In the segmentation task, the MTL-64 model achieved the best results with the Dice coefficient (0.879 7). The confusion matrix plot showed that the MTL model outperforms the Resnet 50 model based on the original image in terms of overall performance. The ROC graphs of all MTL models were significantly higher than the original image input Resnet 50 model.Conclusions:Multi-task learning-based native T1 mapping images are effective for automatic classification of HHD and HCM.

Objective:To investigate the clinicopathologic features of sarcomatoid carcinoma of the pancreas.Methods:The clinicopathological data of 7 cases with sarcomatoid carcinoma of the pancreas admitted in the Affiliated Lihuili Hospital of Ningbo University from September 2013 to August 2021 were retrospectively analyzed, including clinical manifestations, laboratory examination, imaging examination, pathological examination of tissue specimens, surgical methods and adjuvant treatments. Expressions of mesenchymal markers and epithelial markers in tumor tissues were determined by immunohistochemical staining.Results:Among the 7 cases of sarcomatoid carcinoma of the pancreas, there were 4 male and 3 female. The patient age ranged from 51 to 88 years old, and the mean age was 69 years old. All the patients underwent CT examimation before surgery. 3 tumors were located in the head, 3 in the body and 1 in the tail of the pancreas. CT examination also showed that 4 tumors were cystic solid and 3 were cystic. Six patients underwent radical surgery and one underwent partial resection for biopsy. Microscopically, the tumor was predominantly composed of sarcomatoid spindle-shaped cells. Immunohistochemical staining showed that the tumor expressed both mesenchymal markers vimentin and epithelial marker CK7, CK19, CK(pan) and CAM5.2. The overall prognosis of the patients was poor, 4 cases died within 1 year after surgery, and the other 3 cases survived without recurrence.Conclusions:The clinical manifestations of sarcomatoid carcinoma of the pancreas were not typical, but the pathological and immunohistochemical features are obvious and the prognosis is poor.

Objective:To compare the prognosis of patients with hepatolithiasis-associated intrahepatic cholangiocarcinoma (ICC) and hepatitis B virus (HBV)-associated ICC after radical resection.Methods:The clinicopathological and survival data of 69 patients with ICC undergoing radical resection in the Department of Hepatobiliary and Pancreatic Surgery, Lihuili Hospital Affiliated to Ningbo University from January 2012 to February 2024 were retrospectively analyzed, including 40 males and 29 females, aged (62.9±10.2) years. Patients were divided into the stone group ( n=40, with hepatolithiasis) and HBV group ( n=29, with HBV). Kaplan-Meier method was used for survival analysis, and log-rank test was used for survival rate comparison. Cox proportional hazard regression model was used for multivariate analysis to analyze the effect of hepatolithiasis and HBV on the prognosis. Results:The median overall survival of ICC patients in the stone group was 16 months, and that in the HBV group was 27 months. The 1-, 3-, and 5-year cumulative survivals of the stone group were 56.6%, 23.2%, and 10.3%, respectively, which were lower than those of the HBV group (72.0%, 50.7%, and 43.4%, respectively, χ2=5.95, P=0.015). The median recurrence-free survivals (RFS) of the stone group and the HBV group were 12 months and 23 months, respectively. The 1-year and 3-year RFS of the stone group were 49.2% and 18.1%, which were lower than those of the HBV group (65.0% and 39.8%, respectively, χ2=3.94, P=0.047). Univariate analysis showed that hepatolithiasis was assciated with prognosis ( χ2=5.95, P=0.015). Multivariate Cox regression analysis showed that hepatolithiasis and hepatitis B virus infection had no effect on the prognosis of ICC patients after surgery (all P>0.05). Conclusion:Compared to HBV infection, ICC patients with hepatolithiasis have a worse prognosis. Hepatolithiasis and HBV infection have no effect on the prognosis of ICC after radical resection.

Objective:To investigate the factors influencing recipient liver regeneration after full-size split liver transplantation (fSLT).Methods:The clinical data of patients undergoing split liver transplantation in the Affiliated Li Huili Hospital of Ningbo University from May 2019 to Sep 2023 were retrospectively collected. Graft volume (GV) and initial graft volume (IGV) at (30±7) days after operation were measured, and postoperative liver regeneration rate (LRR) was calculated. The patients undergoing fSLT were divided into high regeneration group and low regeneration group with LRR=30% as boundary. The differences of donor and recipient data and perioperative data between the two groups were compared.Results:A total of 52 patients were included. The low fSLT regeneration group (16 cases) was compared with the high fSLT regeneration group (36 cases), and in high fSLT regeneration group donor age was lower, the donor liver steatosis was less, GRWR was lower, the incidence of hepatitis B virus-related liver disease was lower, the postoperative diagnosis of malignant liver disease was lower, the intraoperative blood loss was less, and the postoperative platelet count was higher. The levels of liver enzyme and total bilirubin (TBiL) were higher than those in high regeneration group ( P<0.05). Conclusions:Donor age, donor liver steatosis, GRWR, hepatitis B virus associated liver disease, and recipient pathogenesis are important factors affecting liver regeneration after fSLT. Postoperative platelet and liver enzyme levels are important indicators for monitoring liver regeneration after fSLT.

Objective:To design a lung function prediction method that combines transfer learning and multimodal feature fusion, aiming to improve the accuracy of lung function prediction in patients with idiopathic pulmonary fibrosis (IPF).Methods:CT images and clinical text data were reprocessed, and an adaptive module was designed to find the most suitable lung function attenuation function for IPF patients. The feature extraction module was utilized to comprehensively extract features. The feature extraction module comprises three sub-modules, including CT feature extraction, clinical text feature extraction, and lung function feature extraction. A multimodal feature prediction network was used to comprehensively evaluate the attenuation of lung function. The pre-trained model was fine-tuned to improve the predictive performance of the model.Results:Based on the OSIC pulmonary fibrosis progression competition dataset, it is found through the adaptive module that the linear attenuation hypothesis is more in line with the trend of pulmonary function decline in patients. Different modal data prediction experiments show that the model incorporating clinical text features has better predictive ability than the model using only CT images. The model combining CT images, clinical text features, and lung function features have optimal predictive results. The lung function prediction method combining transfer learning and multimodal feature fusion has modified version of the Laplace log likelihood (LLLm) of ?6.706 5, root mean squared error (RMSE) of 184.5, and mean absolute error (MAE) of 146.2, which outperforms other methods in terms of performance. The pre-trained model has higher prediction accuracy compared to the zero base training model.Conclusions:The lung function prediction method designed by combining transfer learning and multimodal feature fusion can effectively predict the lung function status of IPF patients at different weeks, providing important support for patient health management and disease diagnosis.

Objective:To analyze the prognostic factors affecting salvage liver transplantation (SLT).Methods:The clinical data of 97 patients undergoing liver transplantation in the Ningbo Medical Centre Lihuili Hospital from January 2012 to May 2022 were retrospectively analyzed, including 84 males and 13 females, aged (53.6±7.4) years. Among them, 33 patients underwent primary liver transplantation (PLT) and 64 underwent SLT. SLT patients were subdivided into the groups within the Milan criteria (SLT-A, n=35) and beyond the Milan criteria (SLT-B, n=29), according to whether the Milan criteria were met at first hepatectomy. Clinicopathological and prognostic data were subsequently analyzed. Results:The tumor number ( χ2=16.03, P<0.001), microvascular invasion (MVI) ( χ2=10.97, P=0.004), recurrence rate ( χ2=9.31, P=0.010), recurrence-free survival (RFS, F=14.05, P=0.001) and overall survival (OS, F=17.27, P<0.001) were significantly different among the three groups. RFS ( P=0.047) and OS ( P=0.012) in PLT group were better than those in SLT-B group. RFS ( P=0.007) and OS ( P=0.024) in SLT-A group were also better than those in SLT-B group. The multivariate analysis indicated that beyond the Milan criteria at first hepatectomy was an independent risk factor for RFS ( HR=4.378, 95% CI: 1.393-13.756, P=0.011) and OS ( HR=5.391, 95% CI: 1.428-20.352, P=0.013) in patients undergoing SLT, and MVI positive ( HR=4.042, 95% CI: 1.137-14.368, P=0.031) was an independent risk factor for RFS in patients undergoing SLT. Conclusion:Patients beyond the Milan criteria at first hepatectomy and MVI positive showed a poorer prognosis after SLT. Whether the Milan criteria should be the gold standard for SLT as well as for PLT needs further study.

Peribiliary glands (PBG) is a kind of microscopic structure around the intra-hepatic bile ducts and extrahepatic bile ducts. PBG not only participates in maintaining the normal physiological function of biliary epithelial tissue, but also plays an important role in its damage and repair process. Biliary tree stem/progenitor cells in PBG are important cell sources of biliary epithelial regeneration and repair. PBG and the surrounding peribiliary vascular plexus are key influencing factors for the occurrence of ischemic-type biliary lesions (ITBL) after liver transplantation. Based on relevant literatures and clinical practice, the authors summarize the function of PBG as well as its relationship with ITBL.

Objective:To investigate the surgical method and clinical effect of O-arm navigation mini-open burring for osteoid osteoma.Methods:Eighteen patients with osteoid osteoma were treated with O-arm guided grinding drill from June 2021 to May 2022, including 15 males and 3 females, the age was (18.4 ±10.9) years (range 2 to 44 years), and the course of disease ranged from 1 week to 3 years (mean 14.2 months). The lesions sites included 6 cases of proximal femur, 3 cases of distal femur, 4 cases of proximal tibia, 1 case of distal tibia, 2 cases of proximal fibula and 1 case of distal and proximal humerus. During the operation, the O-arm navigation was used to determine the location of the focus, the muscle and soft tissue was peeled off to the bone surface through a 1-4 cm small incision, the channel retractor was placed, and the burr was registered as a navigation recognition device to gradually remove the bone on the surface of the tumor nest, and the tumor nest was scraped with a curette for pathological examination; according to the navigation image, the focus was enlarged removed with burr and the grinding range was confirmed by the O-arm X-ray machine before the end of the operation. The patients were followed up for 6 to 15 months (mean 9.5 months). CT scans were performed before and after surgery for imaging comparison in order to figure out whether it had residual lesions or recurrence. The visual analogue score (VAS) of pain was used as a parameter for evaluating the clinical efficacy.Results:The operation time of 18 cases was 40-175 min, with an average of 89.3 min. The time required to establish navigation image was 18.0 ±4.1 min (range 13 ~ 22 min). The length of the incision was 2.7±1.1 cm (range 1-4 cm). All patients achieved complete curettage of the lesions, and osteoid osteoma was confirmed by pathology after operation. All the patients could move to the ground 24 hours after operation, and the pain was significantly relieved from 3 to 7 d after operation, and the pain almost disappeared 3 months after operation. The VAS score of 18 cases was 5.33±1.24 before surgery, 2.79±1.32 on the 3rd day, 1.86±1.21 on the 7th day, 0.86±0.93 on the 1st month, 0.33±0.48 on the 3rd month, and 0.09±0.29 on the 6th month after operation, and the difference was statistically significant ( F=58.50, P<0.001). There were no serious complications during and after operation, and the success rate of treatment (no recurrence of symptoms, no residual recurrence of imaging lesions, no serious complications after operation) was 100%. Conclusion:Treatment of osteoid osteoma with mini-open excision using burrs under the navigation of O-arm is a simple, safe, minimally invasive and efficient technique. Intraoperative precise positioning and the use of burr with navigation to remove a larger area than the tumor nest are the keys to successful treatment.

Objective:To evaluate the short-term efficacy of split liver transplantation (SLT) in patients with acute-on-chronic liver failure (ACLF).Methods:The clinical data of 9 ACLF patients receiving SLT in our center from Mar 2021 to May 2022 were retrospectively analyzed to evaluate its safety and efficacy.Results:The preoperative APASL ACLF Research consortium (AARC) score of the 9 ACLF patients was 8 points in 1 case, 9 points in 3 cases, 10 points in 3 cases, 11 points in 1 case and 12 points in 1 case, 7 cases were in AARC-ACLF grade 2, and 2 cases in grade 3.In-situ liver splitting was performed in 9 deceased donors, including 4 classical split cases, 5 full size split cases. Among these 9 ACLF patients, 2 received left half liver transplantation, 3 received right half liver transplantation, and 4 received extended right lobe liver transplantation. After transplantation, all 9 recipients were discharged fully recovered, 1 case developed Clavien grade Ⅳa complication and 2 cases developed Clavien grade Ⅲb complication.After SLT treatment the median postoperative hospital stay was 27 days, the 1-year survival rate was 100%, and the organ survival rate was 88.9%.Conclusion:Split liver transplantation is a safe and feasible treatment method for ACLF patients.

Objective:To study the safety and efficacy of combining portal vein resection and reconstruction (PVR) with resection of perihilar cholangiocarcinoma (PHC).Methods:A total of 104 patients with PHC who underwent hepatectomies for either biliary resection alone or biliary resection combined with PVR from October 2006 to December 2019 at the Department of Hepatopancreatobiliary, Ningbo Medical Center of Lihuili Hospital entered into this study. There were 63 males and 41 females, with the age of (64.4±10.4) years. The control group consisted of 75 patients who underwent biliary resection alone, while the PVR group consisted 29 patients with biliary resection combined with PVR. The patient characteristics and the follow-up outcomes of the two groups were analyzed and compared. Survival analyses were performed using the Kaplan Meier method with the log-rank test.Results:Wedge resection of portal vein, side to side anastomosis in 2 cases, segmental resection and end to end anastomosis in 27 cases. The time taken for PVR and portal vein resection were (12.7±2.9)(range 8 to 18)min and (20.7±7.3)(range 8 to 38) mm, respectively. The estimated blood loss for the PVR group was significantly more than the control group [ M( Q1, Q3)] 800.0 (600.0, 1 500.0) ml vs. 600.0(500.0, 1 000.0) ml ( P<0.05). Based on postoperative pathological studies, the proportion of lymph node metastasis was significantly higher in the PVR group than the control group (58.6% vs. 32.0%, P<0.05). Clavien-Dindo grade Ⅲ and above complications were 30.7%(23/75) and 34.5%(10/29) in the control and PVR groups, respectively ( P>0.05). The re-operation and postoperative 90 days mortality rates were 9.3%(7/75) and 2.7%(2/75) in the control group, compared with 3.4%(1/29) and 0 in the PVR group, respectively (both P>0.05). The 1-, 3- and 5-year survival rates were 81.1%, 44.8% and 36.4% respectively for the control group and 78.1%, 35.9% and 31.4% for the PVR group (χ 2=0.33, P=0.570). Conclusion:When compared to biliary resection alone, biliary resection combined with PVR did not significantly increase postoperative complication and mortality rates, but with comparable long-term survival outcomes. Combined biliary resection with PVR was safe and improved the resection rate in selected patients with locally advanced PHC.