1.Construction and validation of machine learning predictive models for the risk of metabolic associated fatty liver disease
Linjie QIU ; Haiyan REN ; Yan REN ; Meijie LI ; Chacha ZOU ; Zijing WU ; Jin ZHANG
Journal of Clinical Hepatology 2026;42(4):848-855
ObjectiveTo investigate the value of predictive models established based on machine learning methods in predicting the risk of metabolic associated fatty liver disease (MAFLD), and to analyze its key risk factors. MethodsA retrospective analysis was performed for the 50 variables of 2 168 healthy individuals who underwent physical examination in Department of Health Assessment, Xiyuan Hospital, China Academy of Chinese Medical Sciences, from January 2021 to December 2024, including body composition, past history, and laboratory tests, and according to whether they were diagnosed with MAFLD or not, they were divided into MAFLD group with 265 individuals and non-MAFLD group with 1 903 individuals. The Mann-Whitney U test was used for comparison of continuous data between two groups, and the chi-square test was used for comparison of categorical data between two groups. Randomly split the research data into a training set and a validation set in a 70% to 30% ratio. Predictive factors were screened from the training set data using univariate analysis, LASSO regression, and multivariate Logistic regression analysis. Predictive models were then constructed using seven machine learning methods: Logistic regression, decision tree, random forest (RF), eXtreme gradient boosting, light gradient boosting machine, support vector machine, and artificial neural network. Model performance was evaluated by plotting receiver operating characteristic curve for the validation set and calculating the area under the curve (AUC), sensitivity, specificity, and Youden index for each model. Furthermore, the SHapley Additive exPlanation (SHAP) method was used to analyze the contribution of variables in the optimal model. ResultsThe prevalence rate of MAFLD among the 2 168 subjects was 12.22% (265/2 168). Smoking, diastolic blood pressure, phase angle, visceral fat area, muscle fat ratio, waist-to-hip ratio, aspartate aminotransferase, non-HDL-C/HDL-C ratio, triglyceride-glucose index, and gallstones were independent risk factors for MAFLD (all P<0.05). The seven predictive models of support vector machine, eXtreme gradient boosting, decision tree, light gradient boosting machine, artificial neural network, RF, and Logistic regression had an AUC of 0.738, 0.754, 0.757, 0.786, 0.795, 0.796, and 0.815, respectively, in the validation set, among which the RF model had the best discriminatory ability (AUC=0.796, 95% confidence interval: 0.754 — 0.839), with a sensitivity of 81.01%, a specificity of 63.16%, and a Youden index of 44.17%. The SHAP analysis showed that visceral fat area, waist-to-hip ratio, and diastolic blood pressure were the top three predictive factors in terms of importance. ConclusionThe RF model, constructed based on body composition and clinical indicators, has a good performance in predicting the risk of MAFLD, and its interpretability can help to identify high-risk individuals in the early stage in clinical practice.
2.Observation on the efficacy of the "page-turning" method for superior pancreatic border lymph node dissection in laparoscopic radical gastrectomy for gastric cancer
Zheng WANG ; Shenyuan GUAN ; Minji ZHU ; Haipeng TANG ; Jin LI ; Yan CHEN ; Yaohui PENG ; Zijing ZHANG ; Lijie LUO ; Haipeng HANG ; Jin WAN ; Wei WANG ; Wenjun XIONG
Chinese Journal of Gastrointestinal Surgery 2025;28(9):1064-1068
Objective:To introduce the clinical application of "page-turning" superior pancreatic lymph node dissection in laparoscopic D2 radical gastrectomy for gastric cancer.Methods:Patients who were confirmed to have adenocarcinoma by preoperative gastroscopy and pathological biopsy, with tumor staging evaluated by imaging as cT1~4aN0~3M0, without neoadjuvant therapy, and without absolute surgical contraindications, underwent laparoscopic radical gastrectomy for gastric cancer with "page-turning" superior pancreatic lymph node dissection. The "page-turning" superior pancreatic lymph node dissection was performed in four steps: (1) Expose the posterior gastric mesentery and dissect No.11p lymph nodes; (2) Expose the left gastric mesentery and dissect No.7, No.8a and No.9 lymph nodes; (3) Expose the right gastric mesentery and dissect No.5 lymph nodes; (4) Expose the left edge of the portal vein and dissect No.12a lymph nodes.Results:From April 2018 to October 2024, 112 patients with gastric cancer underwent laparoscopic D2 radical gastrectomy with "page-turning" superior pancreatic lymph node dissection, including 21 cases in the First Affiliated Hospital of Guangzhou University of Chinese Medicine, 78 cases in the Second Affiliated Hospital of Guangzhou University of Chinese Medicine, and 13 cases in the Department of Gastrointestinal Surgery, Jilin Provincial People's Hospital. The TNM staging of all patients was as follows: 31 cases in stage Ⅰ, 24 cases in stage Ⅱ, and 57 cases in stage Ⅲ; 62 cases of differentiated adenocarcinoma and 50 cases of undifferentiated adenocarcinoma; the median length of tumors was 3.8 cm. All patients successfully completed the operation without conversion to open surgery, no intraoperative massive hemorrhage or postoperative death. The median total number of lymph nodes dissected in all patients was 32, and the median number of positive lymph nodes was 4.5. The overall postoperative complication rate was 5.4% (6/112), all of which were Clavien-Dindo grade Ⅱ, including pulmonary infection, pleural effusion, and incisional infection, all cured by symptomatic treatment. The median follow-up was 41.8 (2-78) months, with 7 cases lost to follow-up. During the follow-up period, 27 cases (25.7%) had tumor recurrence and 16 cases (15.2%) died.Conclusions:The "page-turning" superior pancreatic lymph node dissection technique is safe and feasible in laparoscopic radical gastrectomy for gastric cancer.
3.Efficacy and safety of dupilumab in the treatment of atopic dermatitis in the elderly
Zijing YANG ; Lihong CHEN ; Yeping RUAN ; Wanting WEN ; Jiayi ZHANG ; Hailun WANG ; Meng PAN ; Xiaoqing ZHAO
Chinese Journal of Dermatology 2025;58(1):65-69
Objective:To investigate the efficacy and safety of dupilumab in the treatment of elderly patients (≥ 60 years old) with atopic dermatitis (AD), with particular attention paid to rare adverse reactions.Methods:A single-center retrospective analysis was conducted on data collected from 281 elderly AD patients who received the standard regimen of dupilumab at the Department of Dermatology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine from January 2020 to May 2024. Clinical characteristics such as gender, disease duration, skin lesion manifestations, and itch severity were analyzed. Changes in skin lesions and itch severity, as well as related adverse events were recorded during the follow-up period of 0 - 16 weeks. The efficacy and safety of dupilumab in the treatment of elderly AD patients were evaluated.Results:Among the 281 elderly AD patients, 214 were males (76.16%) and 67 were females (23.84%), with the age being 71.13 ± 7.91 years and the age at onset being 59.92 ± 15.72 years. The disease duration ( M[ IQR]) was 5.00 (13.00) years. After standard-regimen dupilumab treatment, the improvement rates of clinical outcome indicators SCORing Atopic Dermatitis (SCORAD) and pruritus numerical rating scale (NRS) scores gradually increased. At week 16, the improvement rates of SCORAD and NRS scores ( M[ IQR]) reached the maxima of 72.37% (23.89%) and 75.00% (29.72%), respectively. The overall incidence of adverse events was relatively low, with only 16 patients (6.05%) reporting adverse events. Common adverse reactions such as conjunctivitis (2 cases, 0.71%) and facial erythema (1 case, 0.36%) were mild and well-tolerated. Phenotype switching occurred in 10 cases (3.56%) . Conclusion:Dupilumab was an effective and safe treatment for elderly AD, but phenotype switching may occur.
4.Analysis of the clinical efficacy of gasless trans-subclavian approach endoscopic surgery for primary hyperparathyroidism
Bing WANG ; Zijing LIU ; Zelong YANG ; Yanbing JIAN ; Linlin ZHANG ; Chen LI ; Jing YAO ; Wen TIAN
Journal of Clinical Surgery 2025;33(3):251-255
Objective Investigate the clinical efficacy and application value of gasless trans-subclavian approach endoscopic surgery(GTAES)for the treatment of primary hyperparathyroidism(PHPT).Methods 55 PHPT patients who underwent unilateral parathyroid adenoma resection from January 2023 to October 2024 were absorbed.Based on surgical approaches,31 patients were divided into the traditional low-collar arc incision open surgery group(open group)and 24 patients were divided into gasless trans-subclavian approach endoscopic surgery group(endoscopic group).The perioperative data,anterior neck function recovery,and incision healing were compared between two groups.Results There were no significant differences in operation time,intraoperative blood loss,postoperative drainage volume and postoperative hospital stay between the two groups(P>0.05).The preoperative blood calcium levels of the endoscopic group and the open group were(2.68±0.10)mmol/L and(2.63±0.16)mmol/L,respectively.The blood calcium levels on the first day after surgery were(2.39±0.12)mmol/L and(2.36±0.16)mmol/L,respectively.Preoperative parathyroid hormone(PTH)was 27.55(110.05,155.75)pg/ml in endoscopic group and 137.00(107.00,210.30)pg/ml in open group,respectively.PTH on the first day after surgery was 18.98(12.64,23.53)pg/ml and 13.85(7.36,23.23)pg/ml,respectively.Blood calcium and PTH in each group 1 day after surgery decreased compared with that before surgery,and the difference was statistically significant(P<0.05).There were no postoperative complications such as hoarseness,bleeding and incision infection in both groups.Postoperative hand and foot numbness:5 cases(20.8%)in endoscopic group and 8 patients(25.8%)in the open group,there was no significant difference between the two groups(P=0.667).There was no significant difference in the score of neck pain 3 days after surgery between the two groups(P>0.05).The score of swallowing tension[(1.92±1.06)points compared with(2.77±1.38)points,P=0.015]and the score of anterior neck discomfort[(1.63±0.88)points compared with(2.35±1.33)points,P=0.018]in the endoscopic group one month after surgery were better than those in the open group.There was no significant difference in the score of neck scar scale between the two groups 3 months after surgery(P>0.05).VAS score of incision satisfaction was(9.08±0.88)in endoscopic group and(8.19±1.30)in open group,and the endoscopic group was better than the open group,the difference was statistically significant(P=0.004).Conclusion For PHPT patients caused by unilateral parathyroid adenoma confirmed through preoperative localization examination,GTAES is a safe and effective surgical approach,which offers unique advantages in intraoperative lesion identification,cosmetic outcomes of the incision,and preservation of anterior neck function,providing a new surgical option for PHPT patients.
5.Primary exploration of stage I anastomosis and T-tube fistulation in laparoscopic local resection of duodenal tumors
Lijie LUO ; Tao WANG ; Xinrui YE ; Xianzhe WANG ; Zhuoxuan ZHANG ; Zijing ZHANG ; Yaohui PENG ; Yan CHEN ; Haiping ZENG ; Haipeng TANG ; Jiantao LIN ; Weiqiang ZOU ; Wei WANG
Chinese Journal of Gastrointestinal Surgery 2025;28(2):198-202
Objective:To discuss the feasibility and safety of stage I anastomosis and T-tube fistulation in laparoscopic local resection of duodenal tumors.Methods:A descriptive case series study was used to retrospectively analyze the clinical diagnosis and treatment data of 14 patients with duodenal tumors who successfully underwent laparoscopic local resection of duodenal tumors + phase I anastomosis + T-tube ostomy in the Guangdong Provincial Hospital of Chinese Medicine and the First Affiliated Hospital of Guangzhou University of Chinese Medicine from October 2021 to March 2024. The resection and reconstruction steps of laparoscopic local resection of duodenal tumor + phase I anastomosis + T-tube ostomy are as follows: (1) after the safe margin is clear, the duodenal tumor is completely removed in full thickness, and the specimen bag is taken out and sent to frozen section to determine the nature of the tumor and the negative margin; (2) Perforate the anterior duodenal wall below the tumor plane, place a 16# T tube, and fix it with laparoscopic purse string suture. The abdominal wall is led out through the duodenum, and the duodenal T tube fistulation is performed; (3) The duodenum was continuously sutured in a full-thickness transverse shape, and the seromuscular layer was strengthened to form a phase I anastomosis. The nutritional improvement of patients after operation was mainly observed, and the intraoperative situation and postoperative complications were recorded.Results:No conversion to laparotomy, postoperative emergency reoperation, intraoperative and postoperative complications occurred in 14 patients with duodenal tumors who completed laparoscopic local resection of duodenal tumors + phase I anastomosis + T-tube ostomy. The operation time was (225.43 ± 56.54) min, and the intraoperative blood loss was (72.14 ± 74.65) ml. The patient recovered well after operation, and no severe postoperative abdominal bleeding occurred. Postoperative gastrointestinal angiography showed that the anastomotic stoma was unobstructed, and there were no stenosis, anastomotic leakage and other related complications. There was no significant difference in serum albumin [(37.09 ± 3.53) g/L vs. (37.52 ± 4) g/L] and hemoglobin [(100.79 ± 31.93) g/L vs. (103.07 ± 19.6) g/L] between before and 1 week after operation ( P > 0.05). Conclusion:Laparoscopic local resection of duodenal tumor + phase I anastomosis + T-tube fistulation can be used as one of the safe and feasible improved methods for local resection of duodenal tumor to effectively reduce the occurrence of related complications.
6.Interpretation of the update points of colorectal and anal cancer in CACA guidelines (2025 edition)
Zijing GUAN ; Weiyuan ZHANG ; Guiyu WANG
Chinese Journal of Gastrointestinal Surgery 2025;28(6):693-699
The key points of the update of the content related to colorectal cancer and anal cancer in the Chinese Anti-Cancer Association (CACA) Guidelines for Integrative Oncology 2025 Edition (hereinafter referred to as the CACA 2025 Guidelines) include 4 aspects. In terms of epidemiology, the latest data on the incidence and mortality of colorectal cancer in China have been updated, and the recommended screening age has been adjusted. In diagnosis, the application of enhanced MRI examination in diagnosis has been optimized, and the recommendation for peripheral blood microsatellite instability (MSI) detection has been added. In terms of treatment, in surgical treatment, the total mesorectal excision of the right colon, the safety of the Natural Orifice Specimen Extraction Surgery (NOSES) technique, the applicable range of robotic surgery, and the high-level evidence-based medical evidence of transanal total mesorectal excision (taTME) have been newly added, and the principles of surgical treatment have been added as well. In medical treatment, the role of circulating tumor DNA (ctDNA) in treatment decision-making has been supplemented. The application of dual immunotherapy in advanced patients has been recommended, and the application of third-line and subsequent-line treatments in advanced patients has been newly added. The guidelines improved the principle of preoperative neoadjuvant radiotherapy for rectal cancer, changed the indication of short-course radiotherapy, and added a variety of chemoradiotherapy combinations and recommendations for the timing of surgery. In addition, the follow-up programs for colorectal cancer and anal canal cancer are clarified, and nutritional therapy, traditional Chinese medicine rehabilitation therapy and nursing care for sequelae are emphasized, which provide more scientific and comprehensive guidance for the diagnosis and treatment of colorectal cancer and anal canal cancer.
7.Primary exploration of stage I anastomosis and T-tube fistulation in laparoscopic local resection of duodenal tumors
Lijie LUO ; Tao WANG ; Xinrui YE ; Xianzhe WANG ; Zhuoxuan ZHANG ; Zijing ZHANG ; Yaohui PENG ; Yan CHEN ; Haiping ZENG ; Haipeng TANG ; Jiantao LIN ; Weiqiang ZOU ; Wei WANG
Chinese Journal of Gastrointestinal Surgery 2025;28(2):198-202
Objective:To discuss the feasibility and safety of stage I anastomosis and T-tube fistulation in laparoscopic local resection of duodenal tumors.Methods:A descriptive case series study was used to retrospectively analyze the clinical diagnosis and treatment data of 14 patients with duodenal tumors who successfully underwent laparoscopic local resection of duodenal tumors + phase I anastomosis + T-tube ostomy in the Guangdong Provincial Hospital of Chinese Medicine and the First Affiliated Hospital of Guangzhou University of Chinese Medicine from October 2021 to March 2024. The resection and reconstruction steps of laparoscopic local resection of duodenal tumor + phase I anastomosis + T-tube ostomy are as follows: (1) after the safe margin is clear, the duodenal tumor is completely removed in full thickness, and the specimen bag is taken out and sent to frozen section to determine the nature of the tumor and the negative margin; (2) Perforate the anterior duodenal wall below the tumor plane, place a 16# T tube, and fix it with laparoscopic purse string suture. The abdominal wall is led out through the duodenum, and the duodenal T tube fistulation is performed; (3) The duodenum was continuously sutured in a full-thickness transverse shape, and the seromuscular layer was strengthened to form a phase I anastomosis. The nutritional improvement of patients after operation was mainly observed, and the intraoperative situation and postoperative complications were recorded.Results:No conversion to laparotomy, postoperative emergency reoperation, intraoperative and postoperative complications occurred in 14 patients with duodenal tumors who completed laparoscopic local resection of duodenal tumors + phase I anastomosis + T-tube ostomy. The operation time was (225.43 ± 56.54) min, and the intraoperative blood loss was (72.14 ± 74.65) ml. The patient recovered well after operation, and no severe postoperative abdominal bleeding occurred. Postoperative gastrointestinal angiography showed that the anastomotic stoma was unobstructed, and there were no stenosis, anastomotic leakage and other related complications. There was no significant difference in serum albumin [(37.09 ± 3.53) g/L vs. (37.52 ± 4) g/L] and hemoglobin [(100.79 ± 31.93) g/L vs. (103.07 ± 19.6) g/L] between before and 1 week after operation ( P > 0.05). Conclusion:Laparoscopic local resection of duodenal tumor + phase I anastomosis + T-tube fistulation can be used as one of the safe and feasible improved methods for local resection of duodenal tumor to effectively reduce the occurrence of related complications.
8.Interpretation of the update points of colorectal and anal cancer in CACA guidelines (2025 edition)
Zijing GUAN ; Weiyuan ZHANG ; Guiyu WANG
Chinese Journal of Gastrointestinal Surgery 2025;28(6):693-699
The key points of the update of the content related to colorectal cancer and anal cancer in the Chinese Anti-Cancer Association (CACA) Guidelines for Integrative Oncology 2025 Edition (hereinafter referred to as the CACA 2025 Guidelines) include 4 aspects. In terms of epidemiology, the latest data on the incidence and mortality of colorectal cancer in China have been updated, and the recommended screening age has been adjusted. In diagnosis, the application of enhanced MRI examination in diagnosis has been optimized, and the recommendation for peripheral blood microsatellite instability (MSI) detection has been added. In terms of treatment, in surgical treatment, the total mesorectal excision of the right colon, the safety of the Natural Orifice Specimen Extraction Surgery (NOSES) technique, the applicable range of robotic surgery, and the high-level evidence-based medical evidence of transanal total mesorectal excision (taTME) have been newly added, and the principles of surgical treatment have been added as well. In medical treatment, the role of circulating tumor DNA (ctDNA) in treatment decision-making has been supplemented. The application of dual immunotherapy in advanced patients has been recommended, and the application of third-line and subsequent-line treatments in advanced patients has been newly added. The guidelines improved the principle of preoperative neoadjuvant radiotherapy for rectal cancer, changed the indication of short-course radiotherapy, and added a variety of chemoradiotherapy combinations and recommendations for the timing of surgery. In addition, the follow-up programs for colorectal cancer and anal canal cancer are clarified, and nutritional therapy, traditional Chinese medicine rehabilitation therapy and nursing care for sequelae are emphasized, which provide more scientific and comprehensive guidance for the diagnosis and treatment of colorectal cancer and anal canal cancer.
9.Regulatory requirements and enlightenment from U.S FDA on medical devices used in treating benign prostatic hyperplasia
Jing LIU ; Zijing ZHOU ; Weilu CHENG ; Yidan ZHANG ; Yaohua LI
China Medical Equipment 2025;22(6):158-162
Benign prostatic hyperplasia(BPH)is the main reason of causing lower urinary tract symptoms(LUTS)in middle-aged and elderly men,and LUTS can disrupt patients'sleep patterns and interfere with their daily life.With the development of aging,BPH has produced a significant impact on public health,and caused serious social problems and economic burdens.There are various technical approaches for medical devices used in treating BPH,including laser,electrosurgery,focused ultrasound,microwave,stent,and liquid jet removal system,etc.This article summarized the pathogenesis,clinical manifestations,and general overview for guidelines of diagnosis and treatment for BPH.It also reviewed the guiding principle of Food and Drug Administration(FDA)for medical devices used in treating BPH,and focused on analyzing the main contents of non-clinical study,animal study(including animal model,test method,observation time points and evaluation indicators)and clinical study(including selection for control groups,inclusion and exclusion criteria,study endpoint and study duration),so as to provide some enlightenments for the verification,validation and technical evaluation for such products.
10.Effect of Anmeidan on Cognitive Function and Metabolic Profiling in Insomnia Model Rats Based on Untargeted Metabolomics
Feizhou LI ; Bo XU ; Zijing YE ; Lianyu LI ; Andong ZHANG ; Ping WANG ; Linlin CHEN
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(10):54-64
ObjectiveTo elucidate the potential mechanisms by which the classic prescription Anmeidan alleviates cognitive impairment in insomnia model rats through metabolic profiling. MethodsA total of 60 SD rats were randomly divided into six groups: blank group, model group, low-, medium-, and high-dose Anmeidan groups, and the Suvorexant group, with 10 rats in each group. Except for the blank group, the insomnia model was established in all other groups via intraperitoneal injection of para-chlorophenylalanine. The Suvorexant group was administered Suvorexant solution (30 mg·kg-1·d-1) by gavage, while the low-, medium-, and high-dose Anmeidan groups received Anmeidan decoction (4.55, 9.09, 18.18 g·kg-1·d-1) by gavage. The blank group received an equivalent volume of normal saline. The open field test was used to assess spatial exploration and anxiety/depressive-like behaviors in rats. Serum levels of epidermal growth factor (EGF), brain-derived neurotrophic factor (BDNF), and vasoactive intestinal peptide (VIP) were measured using enzyme-linked immunosorbent assay (ELISA). Untargeted metabolomics was employed to identify differential metabolites in rat serum, and systematic biological methods were applied to analyze the potential targets and pathways of Anmeidan. ResultsCompared to the blank group, the model group exhibited significant reductions in total distance traveled, average speed, number of entries into the central area, time spent in the central area, and frequency of upright events (P<0.01), along with significant decreases in VIP, EGF, and BDNF levels (P<0.05,P<0.01). A total of 100 differential metabolites were identified between the model and blank groups. Compared to the model group, the low-, medium-, and high-dose Anmeidan groups showed significant increases in total distance traveled, average speed, number of entries into the central area, time spent in the central area, and frequency of upright events (P<0.05,P<0.01), as well as a significant increase in VIP levels (P<0.05,P<0.01). Anmeidan significantly reversed abnormal changes in 67 metabolites compared to the model group. A combined analysis identified 134 potential targets of Anmeidan, with network topology analysis suggesting that Caspase-3, B-cell lymphoma 2 (Bcl-2), nuclear transcription factor-κB (NF-κB), interleukin-1β (IL-1β), interleukin-2 (IL-2), matrix metalloproteinase-9 (MMP-9), and Toll-like receptor 4 (TLR4), among others, may serve as key targets of Anmeidan. Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis revealed major enriched pathways, including the cyclic adenosine monophosphate (cAMP) signaling pathway, hypoxia inducible factor-1 (HIF-1) signaling pathway, and IL-17 signaling pathway. ConclusionThis study demonstrates that Anmeidan can recalibrate abnormal metabolic profiles in insomnia model rats to mitigate cognitive impairment, with its mechanisms of action potentially involving the regulation of immune-inflammatory responses, energy metabolism, and apoptosis-related pathways.

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