1.Prediction of neurological function rehabilitation outcome for stroke patients using interpretable machine learning models
Shun GUI ; Jianfei ZHANG ; Huizhi HUANG
Chinese Journal of Rehabilitation Theory and Practice 2026;32(4):463-472
ObjectiveTo develop a machine learning (ML)-based prediction model for neurological rehabilitation outcomes of stroke patients. MethodsA total of 420 stroke patients admitted to the Fuzhou First People's Hospital from October, 2022 to October, 2024 were enrolled as the training set. According to the modified Rankin Scale (mRS) scores three months after discharge, the patients were divided into prognosis group (n = 289) and poor prognosis group (n = 131). An additional 180 stroke patients hospitalized in the same hospital from November, 2024 to April, 2025 were selected as the validation set. Univariate analysis, least absolute shrinkage and selection operator regression, and multivariate logistic regression were performed to identify independent influencing factors for the prognosis of neurological function recovery. Using the screened independent influencing factors as feature variables, six ML models were established, including logistic regression, linear discriminant analysis, naive Bayes, support vector machine, random forest and extreme gradient boosting (XGBoost). The area under the receiver operating characteristic curve (AUC), confusion matrix indicators (accuracy, precision, recall and F1-score), calibration curve and decision curve analysis were adopted to evaluate the predictive efficacy, calibration degree and clinical net benefit of each model, with external validation conducted in the validation set. The SHapley Additive exPlanations framework was used to interpret the optimal model, and bar charts were applied to visualize the feature importance of the best model. ResultsAge, National Institutes of Health Stroke Scale (NIHSS) score, collateral circulation grading, fasting plasma glucose (FPG), lymphocyte percentage (LYMPH%), and homocysteine (Hcy) were independent risk factors for poor neurological rehabilitation prognosis (P < 0.05). For the XGBoost model, the AUC of the training and validation sets were 0.963 (95%CI 0.947 to 0.979) and 0.825 (95%CI 0.764 to 0.885), respectively, while the accuracy was 88.81% and 77.22%, the precision was 92.86% and 68.42%, the recall was 69.47% and 47.27%, and the F1-score was 79.48% and 55.91%, optimal in both calibration and clinical net benefit. The feature importance ranking for the XGBoost model from high to low was NIHSS score, age, collateral circulation grading, FPG, Hcy and LYMPH%. ConclusionThe interpretable XGBoost ML model exhibits excellent predictive efficacy and favorable clinical applicability in predicting neurological rehabilitation outcomes for stroke patients.
2.Efficacy and safety of surgery-assisted transjugular intrahepatic portosystemic shunt in treatment of portal hypertension comorbid with complex portal vein thrombosis
Zhenhua FAN ; Chengbin DONG ; Qimei LI ; Yu ZHANG ; Yifan WU ; Dongfang LIU ; Guangzhong XU ; Dezhong WANG ; Jianfei CHEN ; Zhendong YUE ; Lei WANG
Journal of Clinical Hepatology 2026;42(3):586-592
ObjectiveTo investigate the feasibility, safety, and efficacy of surgery-assisted transjugular intrahepatic portosystemic shunt (SA-TIPS) in the treatment of portal hypertension comorbid with complex portal vein thrombosis, including cavernous transformation of the portal vein (CTPV). MethodsAn analysis was performed for the data of 36 patients with portal hypertension and complex portal vein thrombosis who underwent SA-TIPS in Beijing Shijitan Hospital, Capital Medical University, from November 2023 to January 2025, including general status, technical data of the surgical process (surgical success rate, puncture times, time of operation, the number of stents used, and the length of shunt), perioperative complications, and surgical recovery. The change in portal pressure gradient (PPG) after shunt was compared, and the rate of reaching the standard for PPG reduction was calculated, as well as stent patency rate within 1 week after surgery. The paired samples t-test was used for comparison of continuous data between two groups. ResultsAmong the 36 patients, 34 (94.4%) underwent SA-TIPS successfully. The incidence rate of perioperative complications was 16.7% (6/36), including 3 cases of thoraco-abdominal hemorrhage, 2 cases of intraoperative arrhythmia, and 1 case of incision infection. There was a significant reduction in PPG after SA-TIPS (t=19.85, P<0.01), and the patients achieving a ≥50% reduction in PPG accounted for 76.5% (26/34). Imaging reexamination within 1 week showed a shunt patency rate of 100%. ConclusionSA-TIPS has a high technical success rate, a favorable safety profile, and good efficacy in the treatment of portal hypertension comorbid with complex portal vein thrombosis (including CTPV), and therefore, it holds promise for clinical application.
3.Chaihu Guizhi Ganjiangtang and Its Single Active Ingredient in Treatment of Dyspepsia Caused by Chronic Cholecystitis: A Review
Wenwen YANG ; Yubei LU ; Lin CHEN ; Jing ZHANG ; Ying GAO ; Yajuan ZHANG ; Xiaoyan LI ; Jianfei YANG ; Xiaoli SHI ; Huanhuan LIN
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(4):289-298
Chaihu Guizhi Ganjiangtang was first recorded in the Treatise on Cold Damage (Shang Han Lun). This prescription is composed of Bupleuri Radix, Scutellariae Radix, Cinnamomi Ramulus, Zingiberis Rhizoma, Trichosanthis Radix, Ostreae Concha, and Glycyrrhizae Radix et Rhizoma. It has the effects of soothing Lesser Yang, warming the spleen, and stimulating the generation of body fluid. It is mainly used to treat digestive tract diseases such as chronic cholecystitis (CC), irritable bowel syndrome, and non-alcoholic fatty liver disease. Dyspepsia caused by CC presents a variety of gastrointestinal symptoms such as abdominal pain, poor appetite, postprandial fullness, aversion to greasy food, soft stool, and bitter mouth, being a type of biliary dyspepsia. In modern medicine, dyspepsia caused by CC is mainly managed by medical treatment and surgical treatment. Internal medicine mainly focuses on reducing inflammation, promoting the function of gallbladder, resolving stones, alleviating spasms, and relieving the pain for CC, demonstrating definite short-term efficacy but suffering from single effects, high recurrence rate, and poor compliance. Although surgical treatment can cure cholecystitis, it is accompanied by the increased incidence of adverse events such as abdominal pain, diarrhea, and dyspepsia. Modern clinical studies have confirmed that Chaihu Guizhi Ganjiangtang can significantly alleviate the symptoms such as abdominal pain and dyspepsia of CC patients. Pharmacological studies have found that Chaihu Guizhi Ganjiangtang mainly contains active ingredients such as Bupleuri Radix saponins, baicalin, cinnamaldehyde, gingerol, Trichosanthis Radix polysaccharide, Ostreae Concha polysaccharide, and Glycyrrhizae Radix et Rhizoma total flavonoids. Chaihu Guizhi Ganjiangtang can ameliorate the symptoms of dyspepsia caused by CC by inhibiting inflammatory responses, improving gallbladder contraction and gastrointestinal motility, regulating the bile acid-intestinal flora axis and the brain-gut axis, and modulating blood lipids through multiple targets. By reviewing the previous literature, this article summarizes the research progress in the treatment of dyspepsia caused by CC with Chaihu Guizhi Ganjiangtang and its main active ingredients as well as the pathogenesis of this disease and puts forward the shortcomings and improvement strategies for the current research. The review aims to provide a reference for the further research on Chaihu Guizhi Ganjiangtang in the treatment of dyspepsia caused by CC.
4.Research progress on the mechanisms linking and intervention of adolescent depression and lipid metabolism disorders
Ruhui LI ; Jianfei ZENG ; Bing WANG ; Qin WANG ; Ying ZHANG
Sichuan Mental Health 2026;39(2):175-182
In recent years, the incidence of depression among adolescents has increased significantly, becoming a serious global public health problem. There is a close relationship between adolescent depression and lipid metabolism abnormalities. However, the mechanisms underlying this association have not been fully elucidated. This article provides a review of the mechanisms and interventions linking adolescent depression and lipid metabolism abnormalities, aiming to offer new ideas for interventions in adolescent depression. Using computerized searches of the China National Knowledge Infrastructure (CNKI), Wanfang Data, PubMed, and Web of Science, studies on the mechanisms and interventions related to adolescent depression and lipid metabolism were collected, with the search period extending up to October 10, 2025. Two researchers independently conducted literature screening and extracted basic information from the included studies. A total of 12 original studies were included. The results indicate that adolescent depression is associated with certain lipid metabolites. Neurobiological factors, immune inflammation, oxidative stress, and gut microbiota imbalance play important roles in this association. In addition, lipid metabolites such as omega-3 polyunsaturated fatty acids (ω-3 PUFAs) have a significant ameliorating effect on adolescent depression. [Funded by Shenzhen Fund for Guangdong Provincial High-level Clinical Key Specialties (number, SZGSP013); Shenzhen Science and Technology Program (number, 20210617155253001)]
5.Traxcess-14 Microguidewire-Assisted Electrocoagulation as a Therapeutic Option for Basilar Artery Pseudoaneurysm: A Case Report
Zifeng DAI ; Junjun ZHANG ; Jianfei ZHANG ; Fanyong GONG ; Shengjun ZHOU
Neurointervention 2026;21(1):53-57
Basilar artery pseudoaneurysm (BAPA) is an extremely rare yet life-threatening intracranial vascular lesion, characterized by insidious clinical onset and a remarkably high mortality risk upon rupture. In this case report, we describe a patient who was admitted to our department with spontaneous subarachnoid hemorrhage (SAH). Emergency digital subtraction angiography performed on admission revealed no vascular anomalies. One month after SAH onset, a comprehensive multimodal imaging evaluation ultimately confirmed the diagnosis of BAPA. Given the technical challenges in conventional management for this specific case, Traxcess-14 microguidewire-assisted endovascular electrocoagulation was performed as a last-resort therapy. Finally, follow-up imaging at 6 months demonstrated complete resolution of BAPA. Thus, we propose that Traxcess-14 microguidewire-assisted endovascular electrocoagulation may serve as a potential salvage treatment for highly selective BAPA cases in which conventional therapeutic approaches are unfeasible or have failed.
6.Investigation and analysis of the current situation of occupational stress of radiation workers in China
Qi ZHANG ; Jianfei LU ; Peng TONG ; Haoran SUN ; Shanshan KOU ; Xiaolan ZHOU ; ·Yusufu AIKEBAIER ; Weiguo ZHU ; Changsong HOU
Chinese Journal of Radiological Health 2025;34(1):46-54
Objective To investigate and analyze the occupational stress levels and influencing factors among radiation workers in China, and provide a reference for alleviating occupational stress and promoting mental health. Methods Using the general situation questionnaire, Effort-Reward Imbalance questionnaire, and radiation protection knowledge questionnaire, a convenience sampling method was adopted to investigate the occupational stress of 243 radiation workers in Liaoning, Fujian, Guangdong, and Xinjiang provinces. The independent samples t-test, one-way analysis of variance, chi-square test, and binary logistic regression were used to analyze the influencing factors. Results The average score of Effort-Reward Imbalance was 0.97 ± 0.22, and 100 (41.15%) radiation workers had occupational stress. There were significant differences in the detection rate of occupational stress among radiation workers of different ages, working years in radiation positions, monthly incomes, daily sleep durations, and daily working hours (P < 0.05). Logistic regression analysis identified daily working hours as a factor contributing to occupational stress. Conclusion The occupational stress among radiation workers in China is relatively severe. It is recommended to pay attention to the associated risks and implement targeted intervention measures to reduce the impact of occupational stress.
7.Prognostic analysis of laparoscopic simultaneous radical cystectomy and nephroureterectomy.
Shenmo LI ; Dandan SU ; Jiyu LIN ; Haodong SONG ; Lulin MA ; Xiaofei HOU ; Guoliang WANG ; Hongxian ZHANG ; Jianfei YE ; Shudong ZHANG
Journal of Peking University(Health Sciences) 2025;57(5):961-966
OBJECTIVE:
To investigate the safety and prognostic factors influencing the treatment of upper urinary tract urothelial carcinoma (UTUC) combined with bladder cancer (BCa) by laparoscopic simultaneous radical cystectomy and nephroureterectomy (RCNU).
METHODS:
The clinical data of patients admitted to Peking University Third Hospital for laparoscopic RCNU surgery from January 2009 to September 2023 were analyzed retrospectively. Based on the same gender, age (±5 years), history of uroepithelial tumors, underlying diseases, T-stage, N-stage, M-stage, American Society of Anesthesiologists (ASA) score, Charlson comorbidity index, and body mass index (BMI) (±5), 34 patients with RCNU were matched 1 ∶1 with patients with bladder cancer who underwent laparoscopic radical cystectomy (RC) alone. Kaplan-Meier survival analysis was used to calculate patient survival, and Cox proportional regression risk model was used to analyze clinical factors affecting prognosis.
RESULTS:
Of the 68 patients enrolled, the follow-up rate was 100% with a median follow-up time of 27.0 (11.7, 60.2) months. Comparison of intraoperative conditions (including operation time, estimated intraoperative bleeding, intra-operative blood transfusion, etc.) between the two groups of patients showed no significant difference (P>0.05). Comparison of preoperative creatinine and postoperative creatinine between the two groups of patients showed significant differences (P < 0.05). The perioperative Clavien grade Ⅲ-Ⅳ complication rates were 2.9% (1/34) in the RC group and 5.9% (2/34) in the RCNU group. There was no significant difference in terms of perioperative complications between the two groups. Overall survival was significantly lower in the patients receiving RCNU compared with the matched group receiving RC alone (P < 0.05). Cox regression analysis suggested that two factors, high N stage and high postoperative creatinine, were independent risk factors affecting the prognosis of patients in the 2 groups (P < 0.05).
CONCLUSION
The overall survival prognosis of patients undergoing RCNU surgery was worse compared with laparoscopic RC surgery alone during the same period. There was no clinically significant difference between the two groups in terms of operation time, intraoperative bleeding, and perioperative complications, and there were clinically significant differences in preoperative renal function and post-operative renal function.
Humans
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Laparoscopy/methods*
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Nephroureterectomy/methods*
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Cystectomy/methods*
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Prognosis
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Male
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Retrospective Studies
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Female
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Urinary Bladder Neoplasms/mortality*
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Middle Aged
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Aged
8.DEB-BACE versus BACE for the treatment of advanced lung squamous cell carcinoma:a retrospective clinical study
Fenfen XU ; Linqiang LAI ; Dengke ZHANG ; Jie CHEN ; Daxia CAI ; Ruolan MAO ; Ruhai HU ; Yonghui WANG ; Jianfei TU
Journal of Interventional Radiology 2025;34(6):597-602
Objective To investigate the effectiveness and safety of drug-eluting beads bronchial arterial chemoembolization(DEB-BACE)versus BACE for the treatment of stage Ⅲ-Ⅳ lung squamous cell carcinoma.Methods A total of 104 patients with stage Ⅲ-Ⅳ lung squamous cell carcinoma,who were admitted to the Lishui Municipal Central Hospital of China between January 2013 and August 2021,were enrolled in this study.According to the therapeutic scheme,the patients were divided into DEB-BACE group(n=41)and BACE group(n=63).For patients of DEB-BACE group,Cisplatin at 75 mg/m2 dose and gemcitabine at 1 000 mg/m2 dose(400 mg was used as loaded-drug dose)were injected through a microcatheter,which was followed by embolization with CalliSpheres microspheres loaded with 400 mg of gemcitabine.For patients of BACE group,Cisplatin at 75 mg/m2 and gemcitabatin at 1 000 mg/m2 were injected through a microcatheter,which was followed by arterial embolization with blank microspheres.Three weeks after DEB-BACE or BACE,the patients of both groups were started on intravenous chemotherapy.The primary study endpoint was overall survival(OS).The secondary study endpoints included progression-free survival(PFS),objective response rate(ORR),disease control rate(DCR),adverse reactions,and the remission rate of dyspnea.Results Of the 104 patients,63 received BACE sequential intravenous chemotherapy and 41 received DEB-BACE sequential intravenous chemotherapy.The median OS in DEB-BACE group was 23.0 moths,which was obviously longer than 12.0 months in BACE group(P=0.009).Multivariate Cox regression analysis showed that DEB-BACE treatment was an independent risk factor for OS(HR=0.59,95% CI:0.38-0.91,Log-rank test P=0.018).Meanwhile,the remission rate of dyspnea in DEB-BACE group was significantly higher than that in BACE group(57.1% vs 30.6%,P<0.043).Conclusion Compared with BACE sequential intravenous chemotherapy,DEB-BACE sequential intravenous chemotherapy can significantly prolong the survival time of patients with stage Ⅲ-Ⅳ lung squamous cell carcinoma and significantly improve the symptoms of dyspnea,which has important applications in the treatment of patients with advanced lung squamous cell carcinoma.
9.Impact of limonin on necrotic apoptosis of myocardial cells in rats with myocardial infarction by regulating the receptor-interacting protein 1/receptor-interacting protein 3/mixed-lineage kinase domain-like protein signaling pathway
Xixi TIAN ; Jianfei WU ; Siliang HAN ; Yichao ZHANG ; Jing MA
Journal of Chongqing Medical University 2025;50(8):1096-1102
Objective:To investigate the impact of limonin(LIM)on the necrotic apoptosis of myocardial cells in rats with myocardial infarction(MI)by regulating the receptor-interacting protein 1(RIP1)/receptor-interacting protein 3(RIP3)/mixed-lineage kinase domain-like protein(MLKL)signaling pathway.Methods:A total of 60 Sprague-Dawley rats were randomly divided into sham-operation group(Sham group),MI model group(Model group),low-dose LIM group(LIM-L group,25 mg/kg LIM),high-dose LIM group(LIM-H group,50 mg/kg LIM),and high-dose LIM+RIP1 inhibitor Nec-1 group(LIM-H+Nec-1 group,50 mg/kg LIM+0.6 mg/kg Nec-1),with 12 rats in each group.A rat model of MI was established by ligation of the coronary artery.The changes of cardiac func-tion were examined for each group;HE staining was used to observe the pathological changes of myocardial tissue;the 2,3,5-triphen-yltetrazolium chloride-Evans blue method was used to measure myocardial infarct area;the terminal deoxynucleotidyl transferase-mediated dUTP nick end labeling method was used to observe the necrotic apoptosis of myocardial cells;quantitative real-time PCR and Western blot were used to measure the expression levels of mRNAs and proteins associated with the RIP1/RIP3/MLKL signaling pathway and the expression of apoptosis-related proteins.Results:Compared with the Sham group,the Model group had significant re-ductions in left ventricular ejection fraction,left ventricular systolic pressure,and the expression level of B-cell lymphoma-2(Bcl-2)in myocardial tissue(all P<0.001)and significant increases in left ventricular end-systolic volume,left ventricular end-diastolic pres-sure,left ventricular end-diastolic volume,myocardial infarct area,cell apoptosis rate,the mRNA and protein expression levels of RIP1,RIP3,and MLKL in myocardial tissue,and the protein expression levels of Bcl-2 associated X protein and cysteinyl aspartate-specific proteinase 3 in myocardial tissue(all P<0.001),as well as swelling and disordered arrangement of myocardial cells with ne-crosis and massive inflammatory cell infiltration on HE pathological sections.Compared with the Model group,the LIM-H group showed reverse changes in the above indicators(RIP1 mRNA:P=0.002,RIP3 mRNA:P=0.008,and the other indexes P were all<0.001),with alleviations of myocardial histopathological injury and inflammatory cell infiltration.Nec-1 promoted the effect of LIM in alleviating the necrotic apoptosis of myocardial cells in MI rats.Conclusion:LIM may alleviate the necrotic apoptosis of myocardial cells in MI rats by downregulating the RIP1/RIP3/MLKL signaling pathway.
10.Study on the predictive value of ICH-LR2S2 score and ICH-APS score for stroke-associated pneumonia in patients with spontaneous intracerebral hemorrhage
Yan LIU ; Xiumei ZOU ; Lishang LIAO ; Jianfei HUANG ; Ling ZHANG ; Yu RAN ; Guangzhen LI
Chongqing Medicine 2025;54(5):1111-1117
Objective To study the predictive value of the Prognostic Assessment Scale for Patients with Spontaneous Intracerebral Hemorrhage(ICH-LR2S2)and the Prehospital Risk Assessment Scale for Prehospital Deterioration Risk Assessment Scale(ICH-APS)for the development of stroke-associated pneu-monia(SAP)in patients with spontaneous intracerebral hemorrhage.Methods A total of 349 patients with spontaneous intracerebral hemorrhage who were hospitalized for the first time in this hospital from July 2023 to July 2024 were selected as the research subjects.The general demographic data and medical documentations of the patients were collected,and ICH-LR2S2 score and ICH-APS score were carried out within 48 hours after admission.According to whether pneumonia occurred within 7 days after admission,the patients were divided into the SAP group and the non-SAP group,and the diagnostic efficiency of the ICH-LR2S2 score and ICH-APS score for SAP in patients with spontaneous intracerebral hemorrhage was evaluated.Results Among the 349 patients with spontaneous intracerebral hemorrhage,98 patients(28.08%)had pneumonia.The results of multivariate logistic regression analysis showed that age,history of chronic obstructive pulmonary disease(COPD),nasogastric tube,tracheal intubation,National Institutes of Health Stroke Scale(NIHSS)score,Glasgow Coma Scale(GCS)score,C-reactive protein,fasting blood glucose,dysphagia,ICH-LR2S2 score,ICH-APS-A score,and ICH-APS-B score were independent influencing factors for SAP in patients with spontane-ous intracerebral hemorrhage(P<0.05).The results of the receiver operating characteristic(ROC)curve showed that the ICH-LR2S2 score had the highest diagnostic efficiency for SAP in patients with spontaneous intracerebral hemorrhage,with an area under the curve(AUC)of 0.837,a sensitivity of 0.827,a specificity of 0.783,and a Youden index of 0.610.Conclusion ICH-LR2S2 score has a high predictive value for the occur-rence of SAP in patients with spontaneous intracerebral hemorrhage.

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