1.Comparison of multiple machine learning models for predicting the survival of recipients after lung transplantation
Lingzhi SHI ; Yaling LIU ; Haoji YAN ; Zengwei YU ; Senlin HOU ; Mingzhao LIU ; Hang YANG ; Bo WU ; Dong TIAN ; Jingyu CHEN
Organ Transplantation 2025;16(2):264-271
Objective To compare the performance and efficacy of prognostic models constructed by different machine learning algorithms in predicting the survival period of lung transplantation (LTx) recipients. Methods Data from 483 recipients who underwent LTx were retrospectively collected. All recipients were divided into a training set and a validation set at a ratio of 7:3. The 24 collected variables were screened based on variable importance (VIMP). Prognostic models were constructed using random survival forest (RSF) and extreme gradient boosting tree (XGBoost). The performance of the models was evaluated using the integrated area under the curve (iAUC) and time-dependent area under the curve (tAUC). Results There were no significant statistical differences in the variables between the training set and the validation set. The top 15 variables ranked by VIMP were used for modeling and the length of stay in the intensive care unit (ICU) was determined as the most important factor. Compared with the XGBoost model, the RSF model demonstrated better performance in predicting the survival period of recipients (iAUC 0.773 vs. 0.723). The RSF model also showed better performance in predicting the 6-month survival period (tAUC 6 months 0.884 vs. 0.809, P = 0.009) and 1-year survival period (tAUC 1 year 0.896 vs. 0.825, P = 0.013) of recipients. Based on the prediction cut-off values of the two algorithms, LTx recipients were divided into high-risk and low-risk groups. The survival analysis results of both models showed that the survival rate of recipients in the high-risk group was significantly lower than that in the low-risk group (P<0.001). Conclusions Compared with XGBoost, the machine learning prognostic model developed based on the RSF algorithm may preferably predict the survival period of LTx recipients.
2.Establishment and evaluation of pendulum-like modified rat abdominal heart heterotopic transplantation model
Hongtao TANG ; Caihan LI ; Xiangyun ZHENG ; Senlin HOU ; Weiyang CHEN ; Zengwei YU ; Yabo WANG ; Dong TIAN ; Qi AN
Organ Transplantation 2025;16(2):280-287
Objective To introduce the modeling method of pendulum-like modified rat abdominal heart heterotopic transplantation model and evaluate the quality of the model. Methods An operator without transplantation experience performed 15 consecutive models, recorded the time of each step, changes in body weight and modified Stanford scores, and calculated the surgical success rate, postoperative 1-week survival rate and technical success rate. Ultrasound examinations was performed in 1 week postoperatively. Results The times for donor heart acquisition, donor heart processing, recipient preparation and transplantation anastomosis were (14.3±1.4) min, (3.5±0.6) min, (13.6±2.1) min and (38.3±5.2) min respectively. The surgical success rate was 87% (13/15), and the survival rate 1 week after operative was 100% (13/13). The improved Stanford score indicated a technical success rate of 92% (12/13), and the postoperative 1-week ultrasound examination showed that grafts with Stanford scores ≥3 had detectable pulsation and blood flow signals. Conclusions The pendulum-like modified rat abdominal heart heterotopic transplantation improved model further optimizes the operational steps with a high success rate and stable quality, may be chosen as a modeling option for basic research in heart transplantation in the future.
3.Exploring the Diagnosis and Treatment of Vascular Cognitive Impairment Based on the Relationship Between "Kidney Governing Water" and the Glymphatic System
Senlin CHEN ; Yu CHEN ; Yulong ZOU ; Zhichen WANG ; Gengzhao CHEN ; Qianhong ZHU ; Saie HUANG
Journal of Traditional Chinese Medicine 2025;66(11):1114-1118
Starting from the intrinsic relationship between the glymphatic system and the core pathogenesis of vascular cognitive impairment (VCI), including internal dampness, phlegm turbidity, and blood stasis, this paper explores clinical approaches to the diagnosis and treatment of VCI. Dysfunction of the kidney's role in governing water leads to the accumulation of dampness, phlegm turbidity, and blood stasis, which are key pathological mechanisms underlying the onset and progression of VCI. The glymphatic system participates in the circulation of cerebrospinal fluid within the central nervous system, and its impairment can result in reduced clearance of soluble metabolic waste products in the brain, a crucial factor contributing to VCI. It is proposed that the "kidney governing water" function is related to the glymphatic system, and that the cerebral collaterals correspond structurally to the glymphatic pathways. Clinically, therapies aimed at tonifying the kidney, resolving phlegm, activating blood circulation, and unblocking collaterals, such as modified Kaixin Powder (开心散), which eliminates dampness and turbidity, transforms phlegm, restores consciousness, enhances cognition, and strengthens the brain, are commonly employed. These treatments may improve VCI prognosis by regulating glymphatic system function, providing a theoretical basis for the prevention and treatment of VCI with traditional Chinese medicine.
4.Feasibility of small incision bile duct stone removal in primary hospitals in extremely high-altitude areas
Yi XIE ; Feifei YU ; Senlin CHEN ; Guangyong WANG ; Duoji JIAYANG ; Zhe LI
Journal of Navy Medicine 2025;46(9):887-892
Objective To explore the feasibility and precautions of small incision bile duct stone removal in primary hospitals in extremely high-altitude areas.Methods The experience of small incision biliary exploration and cholecystectomy under general anesthesia at primary hospitals during the author's medical aid to Xizang in the high-altitude areas of northern Xizang was summarized(from June 2022 to December 2022).Results A total of 11 cases of small incision common bile duct stone removal were completed.Abdominal drainage was performed in all patients,including 6 cases with T-shaped tubes and 5 cases with primary closure of the common bile duct.The patients recovered well after surgery and was discharged.Conclusion In extreme high-altitude areas,under the guidance of medical aid doctors,it is completely feasible for primary hospitals to carry out small incision bile duct stone removal by selecting appropriate cases,training surgical skills,and performing detailed preoperative preparation.
5.Relationship between kinase insert domain receptor rs2305948 polymorphism and clopidogrel resistance in patients with acute coronary syndrome after receiving percutaneous coronary intervention
Miao SHI ; Jianliang CHANG ; Xingyu ZHU ; Qian FENG ; Suyan CHEN ; Senlin LI
Journal of Interventional Radiology 2025;34(2):170-175
Objective To investigate the relationship between kinase insert domain receptor(KDR)rs2305948 polymorphism and clopidogrel resistance(CR)in patients with acute coronary syndrome after receiving percutaneous coronary intervention(PCI).Methods A total of 468 patients with acute coronary syndrome,who were admitted to the Zhangjiakou Municipal First Hospital of China from September 2022 to September 2023,were selected as the subjects of study.All patients received PCI treatment and took medication of clopidogrel after the treatment.The occurrence of CR was recorded.The factors influencing the occurrence of CR were analyzed.The clinical significance of KDR rs2305948 polymorphism in predicting CR in patients with acute coronary syndrome after receiving PCI was evaluated.Results Of 468 patients with acute coronary syndrome,116(24.79%)developed CR.Logistic multivariate regression analysis indicated that low-density lipoprotein cholesterol(LDL-C,95%CI=1.420-8.390,OR=3.452),type 2 vascular endothelial growth factor receptor(VEGFR-2,95%CI=1.374-8.118,OR=3.340),KDR rs2305948 T/T genotype(95%CI=1.677-9.905,OR=4.076),and T allele(95%CI=1.390-8.207,OR=3.377)were the independent factors influencing the occurrence of CR inpatients with acute coronary syndrome after receiving PCI(all P<0.05).Receiver operating characteristic(ROC)curve analysis showed that the sensitivity,specificity,and area under ROC curve(AUC)of the T/T genotype of KDR rs2305948 in predicting CR in patients with acute coronary syndrome after receiving PCI were 75.86%,70.45%,and 0.773(95%CI=0.666-0.880)respectively.Conclusion In patients with acute coronary syndrome after receiving PCI,the risk of developing CR is higher.The KDR rs2305948 polymorphism is correlated with CR in patients with acute coronary syndrome after receiving PCI,and it has a certain predictive value for CR.
6.Calculation of retention fractions in main source organs following acute americium inhalation based on ICRP biokinetic models
Qianlan CHEN ; Zhiping LUO ; Senlin LIU
Chinese Journal of Radiological Health 2024;33(1):7-12
Objective To provide a reference for avoiding the harm to critical target organs following considerable inhalation exposure to the transuranium element americium (Am) as well as post-accident decorporation or other radiation protection measures. Methods We established calculation programs based on the generic criteria for internal radiation emergency preparedness and response in the IAEA Safety Guide No.GSG-2 and current new ICRP biokinetic models and parameters, taking an inhalation of 241Am (activity mean aerodynamic diameter of 5 μm, σ = 2.5) by an adult worker as an example; and determined that the critical target organs were the lung AI region, red bone marrow, and the main source organs leading to acute doses to the critical target organs were the lung AI region, blood, and trabecular bone surface. Results The retention fractions in the main source organs over time after 241Am inhalation were calculated. Conclusion After being absorbed into blood, Am moves quickly to other parts, and Am of different absorption types shows similar early changes in retention fractions in blood: the retention fractions of Am of S, M, and F types in blood peak around 0.03 d, and then halve around 1.7 d. Inhaled Am shows different changes over time in retention fractions in the lung AI region and trabecular bone surface in the early stage: the retention fractions of S- and M-type Am in the lung AI region change little with time, while F-type Am transfers quickly from the lung to blood; In trabecular bone surface, S-type Am increases quickly in the first 7 d, M-type Am gradually increases mainly in the first 2 weeks, and F-type Am increases quickly in the first 2 d.
7.Mechanism of Alzheimer's Disease Based on Correlations between Aquaporins and Aromatic Chinese Medicines
Senlin CHEN ; Sai'e HUANG ; Zhichen WANG ; Yan LI ; Shixiang KUANG
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(17):227-238
Alzheimer's disease (AD) is an age-related neurodegenerative disease that belongs to the category of dementia in traditional Chinese medicine (TCM). According to the TCM theory, phlegm, dampness, stasis, and toxin are the major factors inducing the occurrence and development of AD. The application of aromatic Chinese medicines to remove the combined phlegm, dampness, stasis, and toxin is an important TCM method for treating AD. Aquaporins (AQPs) are involved in the water metabolism of the central nervous system (CNS), playing a role in the water balance of CNS. Therefore, AQPs are deeply involved in the occurrence and development of AD. AQPs may be the key targets of a variety of aromatic Chinese medicines. From the intrinsic relationship between AQPs and AD-inducing factors (phlegm, dampness, stasis, and toxin), this study explores the modern medical connotation of treating AD with aromatic Chinese medicines, aiming to provide ideas for the prevention and treatment of AD with TCM.
8.The prognostic value of colonoscopy grading for acute graft-versus-host disease in patients with malignant hematological disorders after unrelated cord blood transplantation
Senlin WANG ; Guangyu SUN ; Xiaoyu ZHU ; Xuemei XU ; Fei YE ; Shilan LI ; Si CHEN
Chinese Journal of Hematology 2024;45(5):462-467
Objective:To investigate the prognostic value of enteroscopic grading for the prognostic assessment of patients with malignant hematological diseases who developed intestinal acute graft-versus-host disease (IT-aGVHD) after unrelated cord blood transplantation (UCBT) .Methods:Fifty patients with IT-aGVHD who developed hormone resistance after UCBT from June 2016 to June 2023 at Anhui Provincial Hospital were collected to compare the effective and survival rates of IT-aGVHD treatment in the group with milder enteroscopic mucosal injury (27 cases, enteroscopic grading of Ⅰ and Ⅱ) and the group with more severe injury (23 cases, enteroscopic grading of Ⅲ and Ⅳ) and to retrospectively analyze the factors affecting patients’ prognosis.Results:Patients in the mild and severe groups had an effective rate of 92.6% and 47.8% at 28 days after colonoscopy ( P<0.001), 81.5% and 39.1% at 56 days after colonoscopy ( P=0.002), with optimal effective rate of 92.6% and 65.2% ( P=0.040), respectively, and the differences were statistically significant. The multifactorial analysis found that enteroscopic grading was an independent risk factor affecting the effective rate of IT-aGVHD treatment. The overall survival rate at 2 years after colonoscopy was 70.4% (95% CI 52.0% -88.8% ) and 34.8% (95% CI 14.8% -54.8% ) for patients in the mild and severe groups, respectively, and the difference was statistically significant ( P=0.003). Multifactorial analysis revealed that enteroscopic grading, cytomegalovirus infection status, second-line treatment regimen, and patients’ age were independent risk factors for survival. Conclusion:The treatment efficacy and prognosis of patients in the group with less severe enteroscopic injury (grades Ⅰ and Ⅱ) were better than those in the group with more severe injury (grades Ⅲ and Ⅳ) .
9.Safety of high-carbohydrate fluid diet 2 h versus overnight fasting before non-emergency endoscopic retrograde cholangiopancreatography: A single-blind, multicenter, randomized controlled trial
Wenbo MENG ; W. Joseph LEUNG ; Zhenyu WANG ; Qiyong LI ; Leida ZHANG ; Kai ZHANG ; Xuefeng WANG ; Meng WANG ; Qi WANG ; Yingmei SHAO ; Jijun ZHANG ; Ping YUE ; Lei ZHANG ; Kexiang ZHU ; Xiaoliang ZHU ; Hui ZHANG ; Senlin HOU ; Kailin CAI ; Hao SUN ; Ping XUE ; Wei LIU ; Haiping WANG ; Li ZHANG ; Songming DING ; Zhiqing YANG ; Ming ZHANG ; Hao WENG ; Qingyuan WU ; Bendong CHEN ; Tiemin JIANG ; Yingkai WANG ; Lichao ZHANG ; Ke WU ; Xue YANG ; Zilong WEN ; Chun LIU ; Long MIAO ; Zhengfeng WANG ; Jiajia LI ; Xiaowen YAN ; Fangzhao WANG ; Lingen ZHANG ; Mingzhen BAI ; Ningning MI ; Xianzhuo ZHANG ; Wence ZHOU ; Jinqiu YUAN ; Azumi SUZUKI ; Kiyohito TANAKA ; Jiankang LIU ; Ula NUR ; Elisabete WEIDERPASS ; Xun LI
Chinese Medical Journal 2024;137(12):1437-1446
Background::Although overnight fasting is recommended prior to endoscopic retrograde cholangiopancreatography (ERCP), the benefits and safety of high-carbohydrate fluid diet (CFD) intake 2 h before ERCP remain unclear. This study aimed to analyze whether high-CFD intake 2 h before ERCP can be safe and accelerate patients’ recovery.Methods::This prospective, multicenter, randomized controlled trial involved 15 tertiary ERCP centers. A total of 1330 patients were randomized into CFD group ( n = 665) and fasting group ( n = 665). The CFD group received 400 mL of maltodextrin orally 2 h before ERCP, while the control group abstained from food/water overnight (>6 h) before ERCP. All ERCP procedures were performed using deep sedation with intravenous propofol. The investigators were blinded but not the patients. The primary outcomes included postoperative fatigue and abdominal pain score, and the secondary outcomes included complications and changes in metabolic indicators. The outcomes were analyzed according to a modified intention-to-treat principle. Results::The post-ERCP fatigue scores were significantly lower at 4 h (4.1 ± 2.6 vs. 4.8 ± 2.8, t = 4.23, P <0.001) and 20 h (2.4 ± 2.1 vs. 3.4 ± 2.4, t= 7.94, P <0.001) in the CFD group, with least-squares mean differences of 0.48 (95% confidence interval [CI]: 0.26–0.71, P <0.001) and 0.76 (95% CI: 0.57–0.95, P <0.001), respectively. The 4-h pain scores (2.1 ± 1.7 vs. 2.2 ± 1.7, t = 2.60, P = 0.009, with a least-squares mean difference of 0.21 [95% CI: 0.05–0.37]) and positive urine ketone levels (7.7% [39/509] vs. 15.4% [82/533], χ2 = 15.13, P <0.001) were lower in the CFD group. The CFD group had significantly less cholangitis (2.1% [13/634] vs. 4.0% [26/658], χ2 = 3.99, P = 0.046) but not pancreatitis (5.5% [35/634] vs. 6.5% [43/658], χ2 = 0.59, P = 0.444). Subgroup analysis revealed that CFD reduced the incidence of complications in patients with native papilla (odds ratio [OR]: 0.61, 95% CI: 0.39–0.95, P = 0.028) in the multivariable models. Conclusion::Ingesting 400 mL of CFD 2 h before ERCP is safe, with a reduction in post-ERCP fatigue, abdominal pain, and cholangitis during recovery.Trail Registration::ClinicalTrials.gov, No. NCT03075280.
10.Investigation and analysis of training injuries of officers and soldiers at extreme plateau areas
Feifei YU ; Zhe LI ; Senlin CHEN ; Yi XIE
Journal of Navy Medicine 2024;45(8):779-783
Objective To investigate the occurrence and risk factors of training injuries among officers and soldiers at extreme plateau areas,so as to propose prevention and control strategies and provide reference for the medical support for troops stationed in plateau areas.Methods In September 2022,a cluster random sampling method combined with epidemiological questionnaire survey were used to investigate the training injuries of soldiers and officers stationed at an altitude of 5 000 meters.The results were analyzed and prevention and control measures were proposed.Results A total of 41 health-related survey questionnaires were collected,and the incidence of training injury was 31.71%.The most common injury was skin injury,accounting for 46.15%.There were significant differences in the body height and psychological status scores between the soldiers with and without high-altitude training injuries(P<0.05).Conclusion The main training injuries in officers and soldiers at extreme plateau areas include skin injuries,tendon and joint injuries,which is closely related to the unique climate conditions of low temperature,low pressure,and strong ultraviolet radiation.It is very important to reduce training injuries and improve the overall combat effectiveness by strictly obeying training principles at plateau areas,reasonably arranging training plans,strengthening health education and psychological counseling,enhancing the health awareness and self-protection of officers and soldiers,and improving training support measures.

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