1.Construction of a prediction model for early hormone remission after prolactinoma surgery based on machine learning
Yanxia DENG ; Jiahui LIU ; Jing XU ; Weijie WANG ; Kun SUN ; Lianshu DING ; Jian JIANG
Chinese Journal of Clinical Medicine 2026;33(3):406-413
Objective To explore factors associated with early postoperative hormonal remission in patients with prolactinoma and to develop prediction models based on clinical and radiological features. Methods Data from 107 patients with prolactinoma who underwent transsphenoidal surgery at The First People’s Hospital of Huai’an, Nanjing Medical University between January 2020 and December 2024 was collected, included general clinical characteristics, preoperative laboratory indicators, and imaging features. Based on whether early postoperative prolactin (PRL) levels normalized, patients were divided into a remission group (n=76) and a non-remission group (n=31). Univariate logistic regression was used for preliminary evaluation of candidate variables, followed by LASSO regression for feature selection. Multiple machine learning models were constructed, including logistic regression, random forest, support vector machine, K-nearest neighbors, naive Bayes, decision tree, neural network, and gradient boosting decision tree (GBDT). All models were trained and evaluated using ten-fold cross-validation, with comprehensive assessment of model performance based on the area under the ROC curve (AUC), accuracy, sensitivity, specificity, precision, and F1 score. Results The maximum diameter of tumors in the non remission group was larger than that in the remission group (P=0.019), and the incidence of tumor stroke and preoperative PRL levels were significantly higher than those in the remission group (P<0.001). Univariate analysis showed that sex, maximum tumor diameter, tumor stroke, and preoperative PRL levels were influencing factors for early postoperative hormone response in patients with prolactinoma (P<0.05). The comparison results of machine learning models show that the neural network model performs the best (AUC=0.921) and has good clinical application value, followed by the GBDT model (AUC=0.893) and the support vector machine model (AUC=0.884). Other models also show certain predictive ability. Conclusions Sex, preoperative PRL levels, maximum tumor diameter, Hounsfield unit value, and tumor stroke are important factors affecting early hormone response after prolactinoma surgery. The machine learning model constructed based on the above variables has good predictive performance, and performs the best and has good clinical application value.
2.Change in the number of peripheral blood regulatory T cells in patients with chronic kidney disease and its correlation with vascular calcification
Di ZHANG ; Hui WU ; Jing CHEN ; Liyu LIN ; Shaomin GONG ; Xiaoyan ZHANG ; Xiaoqiang DING ; Han ZHANG
Chinese Journal of Clinical Medicine 2026;33(2):285-292
Objective To explore the number of peripheral blood regulatory T cells (Treg) in patients with chronic kidney disease (CKD) and its correlation with vascular calcification. Methods This was a single-center, cross-sectional, and observational study. Non-dialysis patients with CKD treated at Zhongshan Hospital, Fudan University from March 2021 to March 2022 were enrolled. Abdominal aortic calcification (AAC) was assessed using lateral abdominal X-ray. Number of Treg and cytokine levels were measured by flow cytometry. Logistic regression analysis was performed to evaluate the related factors for AAC in CKD patients. Results A total of 83 patients were included, aged 17–86 years, with 57 males (68.7%). The distribution of CKD stages was as follows: stage G1 in 7 patients (8.4%), stage G2 in 17 patients (20.5%), stage G3 in 21 patients (25.3%), stage G4 in 19 patients (22.9%), and stage G5 in 19 patients (22.9%). No AAC was observed in patients with stages G1 and G2, while the prevalence of AAC in patients with stages G3, G4, and G5 was 23.8%, 21.1%, and 26.3%, respectively. Compared with stage G1 patients, those with stages G3–5 showed decreased number of peripheral blood Treg and elevated levels of interleukin (IL)-6 and IL-17F (P<0.05). The area under the receiver operating characteristic curve for number of peripheral blood Treg in predicting AAC in CKD patients was 0.766 (95%CI 0.652–0.879, P=0.002). Logistic regression analysis showed that decreased number of Treg was related factor for AAC in CKD patients (OR=0.957, 95%CI 0.922–0.992, P=0.018). Conclusion As CKD progresses, number of peripheral blood Treg significantly decreases, which is correlated with AAC in CKD patients.
3.Traditional Chinese Medicine Treats Esophageal Cancer via PI3K/Akt Signaling Pathway: A Review
Wei GUO ; Chen PENG ; Yikun WANG ; Zixuan YU ; Jintao LIU ; Jing DING ; Yijing LI ; Hongxin SUN
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(5):302-311
Esophageal cancer (EC) is a highly prevalent malignant tumor in China. The phosphatidylinositol 3-kinase (PI3K)/protein kinase B (Akt) signaling pathway, as one of the key oncogenic pathways, can promote the cell cycle progression, proliferation, migration, and invasion, induce chemoresistance, and inhibit apoptosis and autophagy of EC cells. Traditional Chinese medicine (TCM), with the advantages of targeting multiple points with multiple components to delay cancer progression, can target the PI3K/Akt signaling pathway for EC treatment. This article preliminarily discusses the molecular mechanism and role of the PI3K/Akt signaling pathway in EC and elaborates on the specific targets and efficacy of TCM in treating EC through intervention in the PI3K/Akt signaling pathway in the past five years. TCM materials and extracts inhibiting the PI3K/Akt signaling pathway in EC include Borneolum, spore powder of Ganoderma lucidum without spore coat, extract of Celastrus orbiculatus, root extract of Taraxacum, and Bruceae Fructus oil emulsion. TCM active ingredients exerting the effect include flavonoids, terpenoids, saponins, phenols, polysaccharides, alkaloids, and other compounds. TCM compound prescriptions with such effect include Qige San, Huqi San, Xuanfu Daizhetang, Tongyoutang and its decomposed prescriptions, Liujunzi Tang, and Xishenzhi Formula. In addition, TCM injections such as Compound Kushen Injection and Kang'ai injection also inhibit the PI3K/Akt signaling pathway in EC. This paper summarizes the role of the PI3K/Akt signaling pathway in EC and the TCM interventions, aiming to provide reference for the research and clinical application of new drugs for EC.
4.Principles and optimal strategy of antibacterial drug therapy in elderly patients with Helicobacter pylori infection
Miao HE ; Zhuo WANG ; Xin KANG ; Nan DING ; Juan BI ; Jing TIAN
Journal of Pharmaceutical Practice and Service 2026;44(7):370-375
Objective To explore the principle of antibacterial drug therapy and the strategy of program optimization in elderly patients with Helicobacter pylori(Hp). Methods The common therapeutic regimen of Hp was summarized, and the better therapeutic regimen of elderly Hp patients was screened ultimately. Results Amoxicillin and cefuroxime were relatively safe compared with other recommended antibacterial drugs. Using other commonly antibiotics for Hp should pay attention to the disease of patients and current drug. Conclusion Elderly patients usually suffered from a variety of diseases and required multiple drugs. The application of therapeutic regimen for elderly patients with Hp should be supposed to fully weigh the risks and benefits.
5.Application of contrast-enhanced ultrasound in the full-course management of precise locoregional diagnosis and treatment for hepatocellular carcinoma
Yan ZHOU ; Jianmin DING ; Xiang JING
Journal of Clinical Hepatology 2026;42(7):1513-1518
Hepatocellular carcinoma (HCC) is one of the major malignancies with the heaviest disease burden in China. Many patients have lost the opportunity for radical surgical resection at the time of diagnosis, with locoregional interventional therapy playing an increasingly important role in full-course HCC management. Contrast-enhanced ultrasound (CEUS) enables real-time dynamic assessment of tumor microvascular perfusion and has several practical advantages including bedside availability, no ionizing radiation, and repeatability, and its role has therefore expanded from an adjunctive diagnostic method to the full-course management of precise locoregional diagnosis and treatment for HCC. Before treatment, CEUS can assist in the qualitative diagnosis of lesions, lesion localization, delineation of the viable tumor, and planning of the puncture route, especially for lesions that are poorly visualized on conventional ultrasound. During and after treatment, CEUS can help to detect residual viable tumor, related complications, and local tumor progression, thereby providing a basis for additional ablation, transcatheter arterial chemoembolization, or adjustment of combined treatment strategies. In recent years, the CEUS LI-RADS treatment response assessment system has provided a standardized framework for evaluating response after locoregional therapy, and in addition, the development of unimodal and multimodal fusion imaging techniques has further promoted the standardized application of CEUS in precise locoregional therapy for HCC. As increasing attention is paid to the ablation margin, the goal of response evaluation for local ablation has shifted from “the achievement of imaging-defined complete ablation” to a new treatment paradigm of “no contrast-enhanced imaging, no ablation; no fusion imaging, no curative ablation”. This article reviews the technical advantages, clinical application value, treatment response assessment, fusion imaging strategies, and current limitations of CEUS in locoregional interventional diagnosis and treatment of HCC, in order to provide a reference for the individualized and precise management of HCC.
6.Phacoemulsification on intraocular anatomical structures in cataract patients with high myopia
Kaili TANG ; Jing WANG ; Zhenbo ZHAO ; Dong HAN ; Yuxi DING ; Jikun YANG ; Jinsong ZHANG ; Liwei MA
International Eye Science 2026;26(10):1753-1758
Phacoemulsification represents the mainstream, efficient, and safe surgical modality for cataract treatment, and continuous technological advances have further improved the safety profile of this procedure in ordinary patients. However, patients with high myopia feature inherent anatomical abnormalities of the eyeball, leading to a fundamental incompatibility with conventional phacoemulsification protocols. Such patients face a markedly elevated risk of both anterior and posterior segment perioperative complications, posing a persistent clinical challenge in cataract surgery. Focusing on the unique ocular anatomical characteristics associated with high myopia, this review systematically summarizes the distinct traumatic effects and pathological impacts of phacoemulsification on the anterior and posterior ocular segments of affected patients. Moving beyond generalized discussions of routine cataract management, it consolidates clinical evidence specific to this special-population patients, aiming to provide refined references for perioperative risk prevention and control in cataract patients complicated with high myopia.
7.The Effect of Fuzheng Huaji Formula (扶正化积方) for Chronic Hepatitis B on Reduction of the Incidence of Liver Cirrhosis and Hepatocellular Carcinoma:A Retrospective Cohort Study
Simiao YU ; Jiahui LI ; Jing JING ; Tingting HE ; Yongqiang SUN ; Liping WANG ; Aozhe ZHANG ; Xiaohe XIAO ; Xia DING ; Ruilin WANG
Journal of Traditional Chinese Medicine 2025;66(3):268-274
ObjectiveTo evaluate the clinical efficacy of Fuzheng Huaji Formula (扶正化积方) for chronic hepatitis B to reduce the incidence of liver cirrhosis and hepatocellular carcinoma. MethodsA retrospective cohort study was conducted, collecting medical records of 118 patients with chronic hepatitis B and 234 patients with hepatitis B-related cirrhosis who visited the hospital between January 1, 2014, and December 31, 2018. The use of Fuzheng Huaji Formula was designated as the exposure factor. Patients receiving antiviral treatment for hepatitis B without concurrent Fuzheng Huaji Formula therapy were included in the western medicine group, while those receiving antiviral treatment combined with Fuzheng Huaji Formula for a cumulative treatment lasting longer than 3 months were included in the combined treatment group. The follow-up observation period was five years. Kaplan-Meier survival analysis was used to assess the cumulative incidence of cirrhosis in patients with chronic hepatitis B and the cumulative incidence of hepatocellular carcinoma in patients with hepatitis B-related cirrhosis. Univariate and multivariate Cox regression analyses were employed to examine the factors influencing the occurrence of cirrhosis and hepatocellular carcinoma. ResultsAmong patients with chronic hepatitis B, there were 55 cases in the combined treatment group and 63 cases in the western medicine group; among patients with hepatitis B-related cirrhosis, there were 110 cases in the combined treatment group and 124 cases in the western medicine group. Five-year follow-up outcomes for chronic hepatitis B patients showed that the cumulative incidence of cirrhosis was 5.45% (3/55) in the combined treatment group and 17.46% (11/63) in the western medicine group, with a statistically significant difference between groups (Z = 2.003, P = 0.045). Five-year follow-up outcomes for hepatitis B-related cirrhosis patients showed that the cumulative incidence of hepatocellular carcinoma was 8.18% (9/110) in the combined treatment group and 22.58% (28/124) in the western medicine group, also showing a statistically significant difference (Z = 3.007, P = 0.003). Univariate and multivariate Cox regression analyses indicated that treatment with Fuzheng Huaji Formula is an independent protective factor in preventing the progression of chronic hepatitis B to cirrhosis and the progression of hepatitis B-related cirrhosis to hepatocellular carcinoma (P<0.05). ConclusionCombining Fuzheng Huaji Formula with antiviral therapy for hepatitis B can effectively intervene in the disease progression of chronic hepatitis B, reducing the incidence of cirrhosis and hepatocellular carcinoma.
8.The Construction and Empirical Research of the Operation and Management Capability Evaluation Indicator System in Tertiary Public Hospital
Hao DING ; Aolun XU ; Jing FENG ; Yan LI ; Quan WAN ; GULIDANNA·ASIHAER ; Tiemin ZHAI
Chinese Health Economics 2025;44(5):53-57
Objective:To construct an evaluation index system for the operational management capability in tertiary public hospitals and validate its feasibility,providing a reference for accurately assessing the operational management capability of public hospitals.Methods:A literature review and Delphi method were employed to construct the index system.The Analytic Hierarchy Process was used to calculate weights,and a weighted comprehensive index method was applied to evaluate the operational management capability of sample hospitals.Results:A hierarchical indicator system was established,comprising 6 first-level indicators,16 second-level indicators,and 40 third-level indicators,covering the dimensions of resource allocation,service efficiency,economic operation,risk prevention and control,development capacity,and social benefits.Empirical results indicated that the composite score of the sample hospital decreased from 71.5 in 2019 to 53.8 in 2020 and rebounded to 57.9 by 2023.Conclusions:The empirical outcomes align well with the operational capacity as understood by the operational management personnel of the sample hospital,demonstrating that the indicator system is scientifically sound and rational,possessing a high evaluative capability.
9.Efficacy and safety of split-dose cisplatin neoadjuvant chemotherapy for muscl-einvasive bladder cancer
Kaikai CHEN ; Jing LI ; Hailong LIU ; Ding XU ; Shun ZHANG ; Shenggen YU ; Yu SHEN ; Zhiwei CHEN ; Haibo SHEN
Journal of Modern Urology 2025;30(10):842-847
Objective To compare the efficacy and safety of gemcitabine combined with conventional-dose cisplatin(70 mg/m2,day 2)versus split-dose cisplatin(35 mg/m2,days 1 and 8)in neo-adjuvant therapy for muscle-invasive bladder cancer(MIBC).Methods The clinical data of 33 MIBC patients receiving(gemcitabine+cisplatin,GC)-based neoadjuvant chemotherapy in the Department of Urology of Xinhua Hospital,during Jan.2021 and Aug.2024 were retrospectively analyzed,including 18(54.5%)patients treated with a conventional-dose regimen(GC group),and 15(45.5%)patients treated with a split-dose regimen(GCs group).The efficacy endpoints and incidence/severity of adverse reactions were compared between the two groups.Results Baseline characteristics were well-balanced between the two groups(P>0.05).No significant differences were observed in the complete response rate(CR:33.3%vs.22.2%),objective response rate(ORR:66.7%vs.61.1%),or disease control rate(DCR:80.0%vs.88.9%)between the GCs and GC groups(P>0.05).The GCs group exhibited a significantly lower incidence of chemotherapy-related renal injury(6.7%vs.38.9%,P<0.05),while the occurrence of other adverse events was comparable between the two groups.Notably,the GCs group demonstrated significantly attenuated nephrotoxicity,as evidenced by markedly smaller changes in estimated glomerular filtration rate[eGFR:(4.5±4.7)%vs.(18.0±11.8)%]and serum creatinine[SCr:(5.7±5.6)%vs.(20.2±19.5)%]compared to the GC group(P<0.05).Conclusion Compared with the conventional-dose regimen,the split-dose regimen maintains equivalent clinical efficacy of GC-based neoadjuvant chemotherapy while significantly reducing chemotherapy-related nephrotoxicity,thereby providing MIBC patients with a safer therapeutic option.
10.Research on the application of problem chain-based flipped classroom in the internship teaching of gastroenterology nursing students
Huiyue ZHANG ; Sihong DING ; Jing SHI ; Hui ZHOU
Chinese Journal of Medical Education Research 2025;24(8):1116-1122
Objective:To explore the application effect of problem chain-based flipped classroom in the internship teaching of gastroenterology nursing students.Methods:A total of 101 nursing students who interned in the Department of Gastroenterology at The Second Affiliated Hospital of Chengdu Medical College from June 2022 to March 2024 were selected and divided into a control group ( n=51, traditional teaching) and a research group ( n=50, problem chain-based flipped classroom). The control group received traditional teaching methods of theoretical instruction + clinical practice. The research group received a teaching plan of "problem chain design + flipped classroom + multiple evaluation". The effectiveness was evaluated in four dimensions: theoretical assessment, operational skills, clinical ability, and teaching satisfaction. The Self-Rating Scale of Self-Directed Learning was used to assess self-directed learning ability. The data were subjected to t test, non-parametric test, and chi-square test using SPSS 26.0 and AMOS 24.0. The mediation effect was examined using structural equation modeling. Results:The research group scored higher than the control group in theoretical assessment [(92.10±6.33) vs. (80.41±9.34)], operational skills [(45.04±3.91) vs. (39.51±5.94)], and clinical ability [(52.64±5.51) vs. (45.50±7.42)] (all P<0.001). The teaching satisfaction scores showed that the research group of nursing students rated higher in clinical thinking cultivation [(4.41±0.62) vs. (3.82±0.69)] and team collaboration ability improvement [(4.28±0.59) vs. (3.91±0.64)] (both P<0.01), as compared to the control group. The total score of Self-Rating Scale of Self-Directed Learning [(227.93±18.47) vs. (214.54±19.86), P=0.001] and mediation effect analysis (indirect effect accounting for 29.44%) indicated that problem chain-based flipped classroom indirectly optimized teaching effectiveness by enhancing self-directed learning ability. Conclusions:The flipped classroom based on problem chain can effectively improve the theoretical level, operational skills, and clinical thinking ability of gastroenterology nursing students, and further optimize teaching effectiveness by enhancing self-learning and teamwork abilities, making it a teaching method worthy of promotion.

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