Objective To explore the risk factors for very early recurrence (VER) after curative-intent resection for gallbladder cancer (GBC) patients and construct prediction models for VER based on various machine learning (ML) algorithms. Methods A retrospective study was conducted on 329 GBC patients who underwent curative-intent surgery at our hospital between January 2016 and December 2020. Risk factors for VER were identified, and prediction models were constructed, validated and compared with multiple ML algorithms[logistic regression (LR), support vector machine (SVM), naive Bayes (NB), random forest (RF), light gradient boosting machine (LGB), and extreme gradient boosting (XGB)]based on independent associated factors for VER. Results Among the 329 patients who underwent curative-intent resection in patients with GBC, 162 (49.2%) patients experienced recurrence, including 69 (42.6%) with VER（<6 months） and 93 (57.4%) with non-VER（≥6 months）. Survival analysis showed that patients with VER had significantly worse median overall survival compared to those with non-VER (6 months vs. not arrived，χ2=398.2, P<0.001). Univariate analysis showed that carcinoembryonic antigen (CEA), carbohydrate antigen (CA)19-9, CA-125, tumor differentiation, pathological type, liver involvement, vascular invasion, perineural invasion, TNM stage, T stage and N stage were risk factors of VER (P<0.05), whereas adjuvant chemotherapy was protective factor (P<0.05). Multivariate analysis confirmed CA-125, tumor differentiation, pathological type, vascular invasion and N stage as independent risk factors (P<0.05), whereas adjuvant chemotherapy was independent protective factor (P<0.05). XGB model achieved the best performance with an area under curve (AUC) of 0.841 and an accuracy (ACC) of 83.0% in the validation set. Shapley additive explanations (SHAP) bar plots highlighted tumor differentiation, N stage, pathological type of tumor, and CA-125 the top four features contributing to the model, each positively influencing the predicted probability of VER. Conclusions CA-125, tumor differentiation, pathological type, vascular invasion, N stage and adjuvant chemotherapy are independent factors associated with VER of GBC following curative-intent resection. ML-based prediction models incorporating these factors have the potential to some extent to effectively identify high-risk patients, providing a valuable reference for VER surveillance in GBC.

Objective:To investigate the current state of death cognition among healthcare providers in hematology department and their attitudes toward hospice care for patients with hematologic malignancies.Methods:A cross-sectional investigation study was conducted. A total of 198 medical staff in hematology department of 4 teaching hospitals, including the First School of Clinical Medicine of Guangdong Medical University, Fujian Medical University Union Hospital, the Affiliated Hospital of Putian University and the First Affiliated Hospital of Gannan Medical University from March 2024 to June 2024 were selected as the investigation subjects. The general situation and background of medical staff in hematology department were investigated by using the "General Sociological Questionnaire". "Death Attitude Description Scale (Chinese version)" was used to investigate the status of death cognition among medical staff in hematology department. "Frommelt Attitudes Toward Care of the Dying Scale Form B (Chinese version)" was used to investigate the hospice care attitude of medical staff in hematology department. The survey results of doctors and nurses were compared.Results:There were 105 doctors and 93 nurses in hematology department included in this study. A total of 198 qualified "General Sociology Questionnaires" were collected. After excluding 6 unqualified questionnaires, 192 copies of "Death Attitude Description Scale (Chinese version)" and "Frommelt Attitudes Toward Care of the Dying Scale Form B (Chinese version)" were collected. There were statistically significant differences in gender, educational background, political status and experience of taking care of terminally ill patients between doctors and nurses (all P < 0.05). The scores of approaching acceptance, neutral acceptance, death escape, death fear and flight acceptance were (4.35±0.37), (4.03±0.51), (2.98±0.62), (2.54±0.29) and (2.19±0.42) points, respectively in the doctor group; the corresponding scores were (3.12±0.41), (3.89±0.46), (2.66±0.63), (2.81±0.57) and (2.37±0.65) points, respectively in the nurse group, and the differences between the 2 groups were statistically significant (all P < 0.05). The total score of hospice care attitude of doctors in hematology department was (108±15) points, and that of nurses was (116±13) points, and the difference was statistically significant ( t = -3.61, P < 0.001). The hospice care attitude of doctors and nurses towards patients with hematologic malignancies is generally between positive and neutral. The nurse group showed more recognition of the positive role of the patient's family members in the process of hospice care, and the doctor group showed more recognition of the promoting role of medical staff in hospice care. There were statistically significant differences in hospice care attitude scores of medical staff in hematology department to patients with different occupational background, gender, age, place of residence, family discussion about death, whether the only child, whether they had the experience of taking care of terminally ill patients, and whether they suffered from serious illness and religious belief (all P < 0.05). Conclusions:The death cognition of medical staff in hematology department is neutral, and they show a certain sense of hospice care.

Objective:To explore the value of a new modified T3 sub-staging for the prognosis evaluation in gallbladder cancer patients.Methods:This is a retrospective case-series study. The clinical data of patients with pathologically confirmed stage T3 gallbladder cancer who were admitted to the Department of Hepatobiliary Surgery,the First Affiliated Hospital of Xi′an Jiaotong University from January 2011 to December 2021 were retrospectively analyzed. A total of 190 patients were enrolled in this study, 67 males and 123 females, with an age ( M(IQR)) of 63(14) years (range:17 to 88 years). The stage T3 was divided into four sub-stages according to the site of tumor invasion: (1) T3a:tumor perforates the serosa,but not invading the liver and one other adjacent structure; (2) T3b:tumor perforates the serosa and invades one other adjacent structure,but not the liver; (3) T3c:tumor perforates the serosa and invades the liver,but not one other adjacent structure; (4) T3d:tumor perforates the serosa,invades the liver and one other adjacent structure. To evaluate the application value of this modified sub-staging,the Kaplan-Meier method was used to draw the survival curve,univariate analysis and multivariate analysis were done using the Log-rank test and Cox proportional hazard model respectively. Results:According to the modified T3 sub-staging method,34 patients (17.9%) were in stage T3a,24 cases(12.6%) were in stage T3b, 97 cases (51.1%) were in stage T3c, and 35 cases (18.4%) were in stage T3d. The median survival time of patients in stages T3a,T3b,T3c and T3d after radical resection was 72.0 months, 32.0 months, 12.0 months and 10.0 months, respectively. The 1-, 3-, and 5-year survival rates of patients in stage T3a, T3b, T3c and T3d were 79.4%, 53.3%, and 53.3%; 79.2%, 44.6%, and 26.0%;49.5%,27.5%,and 18.1%;42.9%,15.9%, and 15.9% ( χ2=18.349, P<0.01),respectively. Univariate analysis showed that gallbladder stones,pathological differentiation,perineural invasion, N stage,postoperative adjuvant therapy and modified T3 substage were factors affecting patient prognosis(all P<0.05). Cox multivariate analysis showed that modified sub-stages with T3c ( HR=2.043, 95% CI:1.176 to 3.549) and T3d( HR=2.419, 95% CI:1.284 to 4.555), accompanied by gallbladder stones ( HR=1.661,95% CI:1.150 to 2.398),pathological differentiation with poorly differentiated( HR=1.709,95% CI:1.198 to 2.438), and the N stage with N1 and N2( HR=1.602, 95% CI:1.090 to 2.355, 2.714, 95% CI: 1.621 to 4.544) were independent prognostic risk factors for patients in stage T3,while postoperative adjuvant chemotherapy( HR=0.351) was a protective factor for prognosis. There was no statistically significant difference in survival between patients with stage T3a and T3b who underwent hepatic wedge resection and liver segment or major resection ( P=0.402). For patients with stage T3c and T3d with liver invasion,the survival difference after hepatic wedge resection and segmental or major resection was statistically significant ( P=0.008). Conclusion:The modified T3 sub-staging system based on the depth and direction of tumor invasion maybe helpful to further stratify the prognosis of patients with gallbladder cancer.

Pancreatobiliary maljunction(PBM)represents a congenital anatomical abnormality of the pancreaticobiliary ductal system,frequently predisposing individuals to recurrent cholangitis and pancreatitis.Accumulating evidence indicates that PBM is a precancerous lesion,and PBM plays an important role in the development and progression of gallbladder cancer(GBC).GBC arising from PBM is designated as PBM-associated GBC.Consequently,early diagnosis and treatment of PBM is paramount in mitigating the risk of GBC.This review outlined the epidemiology and advancements in the diagnosis and management of PBM,along with the clinical features,underlying mechanisms,and therapeutic progressions pertaining to PBM-associated GBC,in order to underscore the clinical significance of early intervention in PBM,so as to reduce the incidence of PBM-associated GBC.

Objective:To construct a random forest prediction model for non-invasive identification of perineural invasion in gallbladder carcinoma (GBC) based on preoperative enhanced CT imaging features.Methods:The clinical data of 180 patients who underwent curative-intent resection for gallbladder carcinoma at the First Affiliated Hospital of Xi′an Jiaotong University from January 2022 to December 2023 were retrospectively analyzed, including 61 males and 119 females with the age of (65.3±10.2) years old. The 180 patients were divided into a training set ( n=126) and a testing set ( n=54), and based on perineural invasion, the 126 patients in the training set were divided into the perineural invasion group ( n=33) and the non-perineural invasion group ( n=93), and the other 54 patients in the testing set, there were 15 patients with perineural invasion and 39 patients without perineural invasion. Clinical data such as gender, age, perineural invasion, carbohydrate antigen 19-9 (CA19-9) level and tumor stage were collected from patients. Multivariate logistic regression model was used to analyze the risk factors of perineural invasion in gallbladder carcinoma patients. The correlation between clinical variables and perineural invasion was ranked in order of importance using the "feature_importance" package in Python software. Then, we developed a random forest prediction model for perineural invasion in gallbladder carcinoma patients, and the area under the receiver operating characteristic (ROC) curve and confusion matrix were used to assess the predictive ability of the model. Results:Multivariate logistic regression model analysis showed that patients with CA19-9 >39.0 U/ml ( OR=5.165, 95% CI: 1.650-16.174), T3 stage ( OR=6.037, 95% CI: 1.571-23.197), T4 stage ( OR=9.996, 95% CI: 2.177-45.898), and lymph node metastasis ( OR=7.829, 95% CI: 2.705-22.627) were with a high risk of perineural invasion occurrence (all P<0.05). The top three variables in the order of the importance ranking were CA19-9, lymph node metastasis, and T stage. Combining the results of multivariate analysis and importance ranking, CA19-9, lymph node metastasis, and T stage were used to develop a random forest prediction model for perineural invasion in gallbladder carcinoma patients. The results of ROC curve analysis showed that the areas under curves of the random forest model in the training and testing sets were 0.8250 and 0.7667, respectively. The confusion matrix results showed that the sensitivity were 75.76% and 73.33%, the specificity were 80.65% and 76.92%, and the accuracy were 79.36% and 75.93% in the training and testing sets, respectively. Conclusion:Random forest prediction model based on preoperative enhanced CT image features can be used as a noninvasive means of identifying perineural invasion in patients with gallbladder carcinoma.

Objective:To explore the value of a new modified T3 sub-staging for the prognosis evaluation in gallbladder cancer patients.Methods:This is a retrospective case-series study. The clinical data of patients with pathologically confirmed stage T3 gallbladder cancer who were admitted to the Department of Hepatobiliary Surgery,the First Affiliated Hospital of Xi′an Jiaotong University from January 2011 to December 2021 were retrospectively analyzed. A total of 190 patients were enrolled in this study, 67 males and 123 females, with an age ( M(IQR)) of 63(14) years (range:17 to 88 years). The stage T3 was divided into four sub-stages according to the site of tumor invasion: (1) T3a:tumor perforates the serosa,but not invading the liver and one other adjacent structure; (2) T3b:tumor perforates the serosa and invades one other adjacent structure,but not the liver; (3) T3c:tumor perforates the serosa and invades the liver,but not one other adjacent structure; (4) T3d:tumor perforates the serosa,invades the liver and one other adjacent structure. To evaluate the application value of this modified sub-staging,the Kaplan-Meier method was used to draw the survival curve,univariate analysis and multivariate analysis were done using the Log-rank test and Cox proportional hazard model respectively. Results:According to the modified T3 sub-staging method,34 patients (17.9%) were in stage T3a,24 cases(12.6%) were in stage T3b, 97 cases (51.1%) were in stage T3c, and 35 cases (18.4%) were in stage T3d. The median survival time of patients in stages T3a,T3b,T3c and T3d after radical resection was 72.0 months, 32.0 months, 12.0 months and 10.0 months, respectively. The 1-, 3-, and 5-year survival rates of patients in stage T3a, T3b, T3c and T3d were 79.4%, 53.3%, and 53.3%; 79.2%, 44.6%, and 26.0%;49.5%,27.5%,and 18.1%;42.9%,15.9%, and 15.9% ( χ2=18.349, P<0.01),respectively. Univariate analysis showed that gallbladder stones,pathological differentiation,perineural invasion, N stage,postoperative adjuvant therapy and modified T3 substage were factors affecting patient prognosis(all P<0.05). Cox multivariate analysis showed that modified sub-stages with T3c ( HR=2.043, 95% CI:1.176 to 3.549) and T3d( HR=2.419, 95% CI:1.284 to 4.555), accompanied by gallbladder stones ( HR=1.661,95% CI:1.150 to 2.398),pathological differentiation with poorly differentiated( HR=1.709,95% CI:1.198 to 2.438), and the N stage with N1 and N2( HR=1.602, 95% CI:1.090 to 2.355, 2.714, 95% CI: 1.621 to 4.544) were independent prognostic risk factors for patients in stage T3,while postoperative adjuvant chemotherapy( HR=0.351) was a protective factor for prognosis. There was no statistically significant difference in survival between patients with stage T3a and T3b who underwent hepatic wedge resection and liver segment or major resection ( P=0.402). For patients with stage T3c and T3d with liver invasion,the survival difference after hepatic wedge resection and segmental or major resection was statistically significant ( P=0.008). Conclusion:The modified T3 sub-staging system based on the depth and direction of tumor invasion maybe helpful to further stratify the prognosis of patients with gallbladder cancer.

During the Jin dynasty,the two major academic schools of Hejian and Yishui emerged in northern China.At this time,the Song dynasty migrated southward,accompanied by the southward movement of the Han ethnic culture and economic center.The dissemination of medicine also showed a trend of spreading from the north to the south.The late Yuan dynasty was an important period for the academic dissemination of the Yishui school to the south.On the one hand,ZHU Danxi,GE Yinglei,HUA Shou,and other clinicians studied the academic works of LI Dongyuan,comprehended his academic ideas,and further disseminated them through their disciples and Confucian scholars.On the other hand,academic works such as Jisheng Bacui and Weisheng Baojian carrying the study of Yishui were published in the south,playing an essential role in disseminating Yishui's study in the south.The dissemination of Yishui's learning to the south adopted a combination of book learning and mentorship,effectively breaking down the academic barriers between the Hejian and Yishui schools.The network formed by the interaction between medical scholars and Confucian scholars was an essential medium for academic dissemination.The study of Yishui was transmitted to the south and integrated with the original spleen and stomach theory in the south,promoting the further development of traditional Chinese medicine spleen and stomach theory.

During the Jin dynasty,the two major academic schools of Hejian and Yishui emerged in northern China.At this time,the Song dynasty migrated southward,accompanied by the southward movement of the Han ethnic culture and economic center.The dissemination of medicine also showed a trend of spreading from the north to the south.The late Yuan dynasty was an important period for the academic dissemination of the Yishui school to the south.On the one hand,ZHU Danxi,GE Yinglei,HUA Shou,and other clinicians studied the academic works of LI Dongyuan,comprehended his academic ideas,and further disseminated them through their disciples and Confucian scholars.On the other hand,academic works such as Jisheng Bacui and Weisheng Baojian carrying the study of Yishui were published in the south,playing an essential role in disseminating Yishui's study in the south.The dissemination of Yishui's learning to the south adopted a combination of book learning and mentorship,effectively breaking down the academic barriers between the Hejian and Yishui schools.The network formed by the interaction between medical scholars and Confucian scholars was an essential medium for academic dissemination.The study of Yishui was transmitted to the south and integrated with the original spleen and stomach theory in the south,promoting the further development of traditional Chinese medicine spleen and stomach theory.

AIM: To analyze the modeling characteristics and validation indexes of diabetic retinopathy model, analyze the shortcomings of the present animal experimental modeling, and provide a reference basis for the establishment of the standardization of the diabetic retinopathy model.METHODS: Literatures related to animal experiments on diabetic retinopathy were searched through the databases of CNKI, Wanfang, VIP and PubMed, and the experimental animal species, grade, gender, age, modeling method, modeling period, validation indexes, and other indexes were summarized and analyzed.RESULTS: The 275 papers that met the criteria were included. The animal models of diabetic retinopathy were mainly SD rats and Wistar rats, the sex of the experimental animals was mainly male, and the animal breeds were mostly of the SPF class. The age of most of the animals used was in the range of 6-8 weeks old; the modeling was based on those who established the type 1 diabetes model, mainly using STZ as the induction model. While the type 2 diabetes model was based on the high-fat, high-sugar diet combined with STZ. The modeling criteria were verified by detecting retinal morphology and structure, retinal vascularization, retinal function, and retinal cell apoptosis. In addition, the model was evaluated by detecting abnormal vascular proliferation, oxidative stress indicators, and inflammatory factor levels in retinal tissues, as well as abnormal vascular proliferation and inflammatory factor levels in aqueous humour, vitreous humor, and blood serum.CONCLUSION: Although the animal model of diabetic retinopathy has become a hotspot, the existing review is not comprehensive. Therefore, we summarized and analyzed the elements of the animal model through literature collation, including its characteristics and limitations, and providing methodological references for the establishment of the model, with a view to laying a solid foundation for the subsequent clinical and basic research of traditional Chinese medicine.

During the Jin dynasty,the two major academic schools of Hejian and Yishui emerged in northern China.At this time,the Song dynasty migrated southward,accompanied by the southward movement of the Han ethnic culture and economic center.The dissemination of medicine also showed a trend of spreading from the north to the south.The late Yuan dynasty was an important period for the academic dissemination of the Yishui school to the south.On the one hand,ZHU Danxi,GE Yinglei,HUA Shou,and other clinicians studied the academic works of LI Dongyuan,comprehended his academic ideas,and further disseminated them through their disciples and Confucian scholars.On the other hand,academic works such as Jisheng Bacui and Weisheng Baojian carrying the study of Yishui were published in the south,playing an essential role in disseminating Yishui's study in the south.The dissemination of Yishui's learning to the south adopted a combination of book learning and mentorship,effectively breaking down the academic barriers between the Hejian and Yishui schools.The network formed by the interaction between medical scholars and Confucian scholars was an essential medium for academic dissemination.The study of Yishui was transmitted to the south and integrated with the original spleen and stomach theory in the south,promoting the further development of traditional Chinese medicine spleen and stomach theory.