1.Construction and validation of a machine learning-based prediction model for very early recurrence after curative-intent resection for gallbladder cancer
Zhenqi TANG ; Qi LI ; Hengchao LIU ; Dong ZHANG ; Zhimin GENG
Journal of Surgery Concepts & Practice 2025;30(4):316-324
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.
2.Survey results analysis of death cognition and hospice attitude among healthcare providers in hematology department
Zhimin YAN ; Yanquan LIU ; Minjuan ZENG ; Xiaojun CHEN ; Jiankai ZHANG ; Yue YIN ; Jianzhen SHEN ; Zhanghua QI
Journal of Leukemia & Lymphoma 2025;34(3):159-166
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.
3.Bibliometrics analysis of the application of diabetic retinopathy model
Zhuoyu HU ; Xiangdong CHEN ; Qi HU ; Zhimin LIU
International Eye Science 2024;24(12):1900-1907
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.
4.Analysis of influencing factors for early tumor recurrence and efficacy of adjuvant chemotherapy in gallbladder carcinoma patients after curative-intent resection: a nationwide, multicenter clinical study
Dong ZHANG ; Qi LI ; Wei GUO ; Fan HUANG ; Yi ZHU ; Kecan LIN ; Dalong YIN ; Wei CHEN ; Rui DING ; Ping YUE ; Yunfeng LI ; Zhiyu CHEN ; Zhimin GENG
Chinese Journal of Digestive Surgery 2024;23(1):125-133
Objective:To investigate the influencing factors for early tumor recurrence and the efficacy of adjuvant chemotherapy in gallbladder carcinoma (GBC) patients after curative-intent resection.Methods:The retrospective case-control study was conducted. The clinicopathological data of 506 patients with GBC in 11 medical centers, including The First Affiliated Hospital of Xi'an Jiaotong University et al, from January 2016 to December 2020 were collected. There were 168 males and 338 females, aged (62±11)years. All patients underwent curative-intent resection of GBC, and they were divided into patients with and without early recurrence based on time to postoperative recurrence. Observation indicators: (1) treatment; (2) follow-up and survival of patients; (3) analysis of influencing factors for early tumor recurrence after curative-intent resection of GBC; (4) efficacy of postoperative adjuvant chemotherapy. Measurement data with normal distribution were represented as Mean± SD, and measurement data with skewed distribution were represented as M(range). Count data were described as absolute numbers, and comparison between groups was conducted using the chi-square test. Comparison of ordinal data was conducted using the Mann-Whitney U test. Univariate analysis was conducted using the corresponding statistical methods based on data type. Multivariate analysis was conducted using the Logistic regression model with forward method. The Kaplan-Meier method was used to draw survival curve and calculate survival rate, and Log-Rank test was used for survival analysis. Results:(1) Treatment. Of 506 patients, there were 112 cases with postoperative adjuvant chemotherapy, and 394 cases without postopera-tive adjuvant chemotherapy. They underwent 5(range, 3-9)cycles of postoperative adjuvant chemo-therapy. (2) Follow-up and survival of patients. All 506 patients underwent postoperative follow-up, with the follow-up time of 55(range, 34-93)months. During the follow-up, there were 248 patients with tumor recurrence, including 158 cases of early recurrence and 90 cases of late recurrence, and there were 258 patients without tumor recurrence. Of 506 patients, 275 cases survived, and 231 cases died of multiple organ failure caused by tumor recurrence and metastasis. The postoperative recurr-ence-free survival time, overall survival time were 52(range,1-93)months, 62(range, 2-93)months. The 1-, 3-, 5-year disease-free survival rates and 1-, 3-, 5-year overall survival rates of the 506 pati-ents were 68.8%, 53.8%, 47.9% and 78.3%, 58.7%, 51.6%, respectively. Results of survival analysis showed that the median overall survival time of 158 patients with postoperative early recurrence and 348 patients without postoperative early recurrence (including 90 cases of late recurrence and 258 cases of no tumor recurrence) were 9(range, 2-73)months and unreached, showing a significant difference between them ( χ2=456.15, P<0.05). (3) Analysis of influencing factors for early tumor recurrence after curative-intent resection of GBC. Results of multivariate analysis showed that carcinoembryonic antigen (CEA) >5.0 μg/L, poorly differentiated tumor, liver invasion, and tumor N staging as stage N1-N2 were independent risk factors influencing early tumor recurrence after cura-tive-intent resection of GBC ( odds ratio=2.74, 6.20, 1.81, 2.93, 4.82, 95% confidence interval as 1.62-4.64, 1.82-21.12, 1.15-3.08, 1.68-5.09, 1.91-12.18, P<0.05), while postoperative adjuvant chemo-therapy was an independent protect factor ( odds ratio=0.39, 95% confidence interval as 0.21-0.71, P<0.05). (4) Efficacy of postoperative adjuvant chemotherapy. The median overall survival time of 394 patients without postoperative adjuvant chemotherapy and 112 patients with postoperative adjuvant chemotherapy were 57(range, 2-93)months and unreached, showing a significant differ-ence between them ( χ2=9.38, P<0.05). Of the 158 patients with postoperative early recurrence after curative-intent resection of GBC, 135 cases didn't receive adjuvant chemotherapy and 23 cases received adjuvant chemotherapy, with the overall survival time of 8(range, 2-73)months and 17(range, 8-61)months, respectively, showing a significant difference between them ( χ2=7.68, P<0.05). Conclusions:CEA >5.0 μg/L, poorly differentiated tumor, liver invasion, and tumor N staging as stage N1-N2 are independent risk factors influencing early tumor recurrence after curative-intent resection of GBC, while postoperative adjuvant chemotherapy is an independent protect factor. Postoperative adjuvant chemotherapy can prolong the overall survival time of patients with post-operative tumor early recurrence.
5.The impact of modified T3 sub-staging on the prognosis of gallbladder cancer patients
Chen CHEN ; Dong ZHANG ; Qi LI ; Jianjun LEI ; Zhimin GENG
Chinese Journal of Surgery 2024;62(4):302-308
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.
6.Research on the southern dissemination of Yishui's learning during the Yuan and Ming dynasties
Qi ZHENG ; Zheng YU ; Song DU ; Haiyu LI ; Yupeng ZHANG ; Zhimin YU
Journal of Beijing University of Traditional Chinese Medicine 2024;47(11):1520-1526
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.
7.Research on the southern dissemination of Yishui's learning during the Yuan and Ming dynasties
Qi ZHENG ; Zheng YU ; Song DU ; Haiyu LI ; Yupeng ZHANG ; Zhimin YU
Journal of Beijing University of Traditional Chinese Medicine 2024;47(11):1520-1526
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.
8.Research on the southern dissemination of Yishui's learning during the Yuan and Ming dynasties
Qi ZHENG ; Zheng YU ; Song DU ; Haiyu LI ; Yupeng ZHANG ; Zhimin YU
Journal of Beijing University of Traditional Chinese Medicine 2024;47(11):1520-1526
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.
9.Research on the southern dissemination of Yishui's learning during the Yuan and Ming dynasties
Qi ZHENG ; Zheng YU ; Song DU ; Haiyu LI ; Yupeng ZHANG ; Zhimin YU
Journal of Beijing University of Traditional Chinese Medicine 2024;47(11):1520-1526
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.
10.Research on the southern dissemination of Yishui's learning during the Yuan and Ming dynasties
Qi ZHENG ; Zheng YU ; Song DU ; Haiyu LI ; Yupeng ZHANG ; Zhimin YU
Journal of Beijing University of Traditional Chinese Medicine 2024;47(11):1520-1526
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.

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