1.Explainable Machine Learning Model for Predicting Prognosis in Patients with Malignant Tumors Complicated by Acute Respiratory Failure: Based on the eICU Collaborative Research Database in the United States
Zihan NAN ; Linan HAN ; Suwei LI ; Ziyi ZHU ; Qinqin ZHU ; Yan DUAN ; Xiaoting WANG ; Lixia LIU
Medical Journal of Peking Union Medical College Hospital 2026;17(1):98-108
To develop and validate a model for predicting intensive care unit (ICU) mortality risk in patients with malignant tumors complicated by acute respiratory failure (ARF) based on an explainable machine learning framework. Clinical data of patients with malignant tumors and ARF were extracted from the eICU Collaborative Research Database in the United States, including demographic characteristics, comorbidities, vital signs, laboratory test indicators, and major interventions within the first 24 hours after ICU admission.The study outcome was ICU death.Enrolled patients were randomly divided into a training set and a validation set at a ratio of 7:3.Predictor variables were selected using least absolute shrinkage and selection operator (LASSO) regression.Five machine learning algorithms-extreme gradient boosting (XGBoost), support vector machine (SVM), Logistic regression, multilayer perceptron (MLP), and C5.0 Decision Tree-were employed to construct predictive models.Model performance was evaluated based on the area under the receiver operating characteristic curve (AUC), accuracy, sensitivity, and other metrics.The optimal model was further interpreted using the Shapley additive explanations (SHAP) algorithm. A total of 3196 patients with malignant tumors complicated by ARF were included.The training set comprised 2, 261 patients and the validation set 935 patients; 683 patients died during ICU stay, while 2513 survived.LASSO regression ultimately selected 12 variables closely associated with patient ICU outcomes, including sepsis comorbidity, use of vasoactive drugs, and within the first 24 hours after ICU admission: minimum mean arterial pressure, maximum heart rate, maximum respiratory rate, minimum oxygen saturation, minimum serum bicarbonate, minimum blood urea nitrogen, maximum white blood cell count, maximum mean corpuscular volume, maximum serum potassium, and maximum blood glucose.After model evaluation, the XGBoost model demonstrated the best performance.The AUCs for predicting ICU mortality risk in the training and validation sets were 0.940 and 0.763, respectively; accuracy was 88.3% and 81.2%;sensitivity was 98.5% and 95.9%.Its predictive performance also remained optimal in sensitivity analyses.SHAP analysis indicated that the top five variables contributing to the model's predictions were minimum oxygen saturation, minimum serum bicarbonate, minimum mean arterial pressure, use of vasoactive drugs, and maximum white blood cell count. This study successfully developed a mortality risk prediction model for ICU patients with malignant tumors complicated by ARF based on a large-scale dataset and performed explainability analysis.The model aids clinicians in early identification of high-risk patients and implementing individualized interventions.
2.Research progress on male fertility damaged by marine work environment
Xiaoting LIN ; Jiaming GUO ; Xiwen YANG ; Guangya LU ; Hongli YAN
Journal of Navy Medicine 2025;46(5):525-532
Marine work environment is associated with unique risk factors,such as high salinity,high humidity,noise and vibration,and chemical pollution.Males make up the majority of marine workers.Prolonged exposure to these environmental factors may have adverse effects on male fertility,resulting in sperm quality reduction,endocrine disorder,and reproductive organ damage.Therefore,the potential harm of marine work environment to male reproductive health deserves attention.This review focused on the key exposure factors in marine work environment,and systematically explored the factors affecting male fertility,mechanisms,and physiological pathways.The aim is to provide scientific evidences to improve marine work environment,develop protective measures,and safeguard the reproductive health of workers,while also offering guidance for future research in this field.
3.Analysis of the causes of medical disputes and research on countermeasures: based on the practice of handling medical disputes in a certain hospital from 2018 to 2023
Xiaoting YAN ; Yi FAN ; Miao SHE
Chinese Medical Ethics 2025;38(1):131-138
ObjectiveTo explore the current situation, causes, and countermeasures of medical disputes in a tertiary A comprehensive hospital in Xi’an from 2018 to 2023. MethodsA total of 804 medical dispute cases that had been processed in a tertiary A hospital in Xi’an from January 2018 to December 2023 were collected. The occurrence, current characteristics, and cause distribution of medical disputes were retrospectively analyzed. ResultsThe cumulative incidence rate of medical disputes was 4.408/100,000, and the compensation rate was 31.59% (254/804). The incidence and compensation rate of medical disputes showed an overall increasing trend year by year from 2018 to 2023 (P<0.05). The proportion of deceased patients in dispute cases in the past 6 years showed an increasing trend annually (χ2=30.396, P=0.011). Medical dispute cases mainly came from hospitalized patients (65.17%) and patients undergoing surgical treatment (55.35%), and the top five departments with medical dispute cases were the hepatobiliary surgery department, cardiovascular medicine department, obstetrics and gynecology department, emergency department, and gastroenterology department. The number of in-hospital mediations showed a decreasing trend annually, while the number of people’s mediations showed an increasing trend annually from 2018 to 2023 (χ2=34.523, P<0.001). The top five causes of medical disputes in this hospital were surgical/operational complications (29.10%), disease condition assessment/disease diagnosis (10.45%), diagnosis and treatment plan (9.45%), diagnosis and treatment effectiveness (8.83%), and medical insurance reimbursement (7.59%). ConclusionThe number of medical disputes and compensation cases in comprehensive hospitals is increasing annually, and high-risk departments such as the surgical department and emergency department need to be given high attention. The handling of medical disputes has shown diversification, with people’s mediation gradually taking the dominant position. The causes of medical disputes mainly concentrated on diagnosis and treatment technology, doctor-patient communication, medical insurance, and other aspects. It is necessary to continuously improve the level of clinical diagnosis and treatment technology, strengthen doctor-patient communication, improve the medical insurance system, strengthen hospital connotation management, alleviate doctor-patient conflicts, and builds a harmonious doctor-patient relationship.
4.Lentivirus-modified hematopoietic stem cell gene therapy for advanced symptomatic juvenile metachromatic leukodystrophy: a long-term follow-up pilot study.
Zhao ZHANG ; Hua JIANG ; Li HUANG ; Sixi LIU ; Xiaoya ZHOU ; Yun CAI ; Ming LI ; Fei GAO ; Xiaoting LIANG ; Kam-Sze TSANG ; Guangfu CHEN ; Chui-Yan MA ; Yuet-Hung CHAI ; Hongsheng LIU ; Chen YANG ; Mo YANG ; Xiaoling ZHANG ; Shuo HAN ; Xin DU ; Ling CHEN ; Wuh-Liang HWU ; Jiacai ZHUO ; Qizhou LIAN
Protein & Cell 2025;16(1):16-27
Metachromatic leukodystrophy (MLD) is an inherited disease caused by a deficiency of the enzyme arylsulfatase A (ARSA). Lentivirus-modified autologous hematopoietic stem cell gene therapy (HSCGT) has recently been approved for clinical use in pre and early symptomatic children with MLD to increase ARSA activity. Unfortunately, this advanced therapy is not available for most patients with MLD who have progressed to more advanced symptomatic stages at diagnosis. Patients with late-onset juvenile MLD typically present with a slower neurological progression of symptoms and represent a significant burden to the economy and healthcare system, whereas those with early onset infantile MLD die within a few years of symptom onset. We conducted a pilot study to determine the safety and benefit of HSCGT in patients with postsymptomatic juvenile MLD and report preliminary results. The safety profile of HSCGT was favorable in this long-term follow-up over 9 years. The most common adverse events (AEs) within 2 months of HSCGT were related to busulfan conditioning, and all AEs resolved. No HSCGT-related AEs and no evidence of distorted hematopoietic differentiation during long-term follow-up for up to 9.6 years. Importantly, to date, patients have maintained remarkably improved ARSA activity with a stable disease state, including increased Functional Independence Measure (FIM) score and decreased magnetic resonance imaging (MRI) lesion score. This long-term follow-up pilot study suggests that HSCGT is safe and provides clinical benefit to patients with postsymptomatic juvenile MLD.
Humans
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Leukodystrophy, Metachromatic/genetics*
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Pilot Projects
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Genetic Therapy/methods*
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Hematopoietic Stem Cell Transplantation
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Male
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Follow-Up Studies
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Female
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Lentivirus/genetics*
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Child
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Child, Preschool
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Hematopoietic Stem Cells/metabolism*
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Cerebroside-Sulfatase/metabolism*
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Adolescent
5.Factors related to inpatient rehabilitation costs at a general hospital in Northwest China
Lisha WANG ; Xiaoting YAN ; Na LI ; Yanchao CUI ; Peng LI ; Mingfeng ZEN ; Jin QIAO
Chinese Journal of Physical Medicine and Rehabilitation 2025;47(7):631-637
Objective:To analyze the changes in the costs of hospital rehabilitation after the reform of health insurance payments in the past 6 years, and to identify relevant factors which can provide a reference for the reform of the health insurance payment system in rehabilitation department.Methods:Information on 16, 827 patients hospitalized in the rehabilitation department of The First Affiliated Hospital of Xi′an Jiaotong University between May 2018 and May 2024 was collected and subjected to non-parametric analysis.Results:The average hospitalization cost of rehabilitation department patients over the six years was Y14, 574.92±10, 524.79. During that time the proportion of the cost attributable to Western medicine decreased from 17.1% in 2018 to 7.6% in 2024. The proportion of the patients with hypertension was 51.94%, followed by diabetes mellitus (20.10%). Those with infections had the highest total hospitalization costs. Motor disorders were the most common dysfunction (59.02%), followed by speech disorders (17.45%). Patients with swallowing disorders had the highest hospitalization costs. After the payment system shifted from fee-for-service (FFS) to payment by diagnosis-related group (DRG) in 2023, the average daily inpatient expenditures for rehabilitation patients with all types of diseases gradually declined, reaching its lowest level in 2024.Conclusions:After the health insurance payments shifted from FFS to DRG, the proportion of in patients′ total drug costs decreased annually, and the average daily costs of patients with different types of diseases also decreased significantly, but the comprehensive service fee and diagnostic costs increased.
6.Expert consensus on visualized tele-round and quality control management based on the improvement of clinical practice ability
Wanhong YIN ; Xiaoting WANG ; Ran ZHOU ; Dawei LIU ; Yan KANG ; Yaoqing TANG ; Xiaochun MA ; Jianguo LI ; Zhenjie HU ; Haitao ZHANG ; Wei HE ; Lixia LIU ; Wenjin CHEN ; Ran ZHU ; Jun WU ; Hongmin ZHANG ; Lina ZHANG ; Wenzhao CHAI ; Shihong ZHU ; Wangbin XU ; Rongqing SUN ; Xiangyou YU ; Tianjiao SONG ; Ying ZHU ; Hong REN ; Ai SHANMU ; Qing ZHANG ; Wei FANG ; Xiuling SHANG ; Liwen LYU ; Shuhan CAI ; Xin DING ; Heng ZHANG ; Guang FENG ; Lipeng ZHANG ; Bo HU ; Dong ZHANG ; Weidong WU ; Feng SHEN ; Xiaojun YANG ; Zhenguo ZENG ; Qibing HUANG ; Xueying ZENG ; Tongjuan ZOU ; Milin PENG ; Yulong YAO ; Mingming CHEN ; Hui LIAN ; Jingmei WANG ; Yong LI ; Feng QU ; Gang YE ; Rongli YANG ; Xiukai CHEN ; Suwei LI ; Juxiang WANG ; Yangong CHAO
Chinese Journal of Internal Medicine 2025;64(2):101-109
Turning to critical illness is a common stage of various diseases and injuries before death. Patients usually have complex health conditions, while the treatment process involves a wide range of content, along with high requirements for doctor′s professionalism and multi-specialty teamwork, as well as a great demand for time-sensitive treatments. However, this is not matched with critical care professionals and the current state of medical care in China. Telemedicine, which shortens the distance of medical professionals and the gap of disease diagnosis and treatments in various regions through electronic information, can effectively solve the current problem. Therefore, there is an urgent need to develop a standardized, high-quality visualization telemedicine round system .Therefore, experts have been organized to search domestic and foreign literature on telemedicine round for critically ill patients and to form this consensus based on clinical experiences so as to further improve the level of critical care treatments in regions.
7.High-resolution MRI for predicting prognosis of esophageal squamous cell carcinoma after definitive chemoradiotherapy
Linlin WANG ; Shuo YAN ; Xiaoting LI ; Yanjie SHI ; Yingshi SUN
Chinese Journal of Medical Imaging Technology 2025;41(1):94-98
Objective To observe the value of Cox proportional hazards regression model constructed based on high-resolution MRI for predicting the risk of esophageal squamous cell carcinoma(ESCC)progression after definitive chemoradiotherapy(dCRT).Methods Thirty ESCC patients who underwent dCRT were retrospectively enrolled.Quantitative and qualitative indicators of primary tumor and imaging-defined metastatic lymph nodes were analyzed based on pre-treatment high-resolution M RI.The progression-free survival(PFS)of patients were recorded.A Cox proportional hazards regression model was established to predict the risk of tumor progression based on MRI indices,and the risks of tumor progression were stratified into high and low according to the median prediction.PFS rates were compared between patients with high or low risk of tumor progression.Results Tumor thickness(HR[95%CI]=1.210[1.025,1.429],P=0.024),relationship between the tumor and aorta(HR[95%CI]=4.275[1.064,17.168],P=0.041)and lymph node signal change rate on delayed phase pre-treatment MRI(HR[95%CI]=0.049[0.007,0.362],P=0.003)were all independent factors for predicting PFS.Based on Cox proportional hazards regression model and its predicted value,PFS rate in high risk patients was lower than that in low risk patients(P<0.05).Conclusion High-resolution MRI could be used to predict prognosis of ESCC after dCRT.
8.Safety Analysis of Pembrolizumab in the General Population and Elderly Based on the FAERS Database
Yuxi ZHANG ; Ao XU ; Yan WANG ; Haitao CHEN ; Xiaoting XU ; Li CHEN
Herald of Medicine 2025;44(9):1448-1455
Objective To explore and analyze the adverse drug event(ADE)signals associated with pembrolizumab and to provide a reference for the real-world safety of drug use on elderly patients.Methods ADE reports of pembrolizumab in the general population and elderly population were collected from the FDA Adverse Event Reporting System(FAERS)for the period between January 1st,2019,and June 30th,2024.Multiple signal detection methods(ROR,PRR,MHRA)were employed for data mining.Classification and statistical analysis were performed using the System Organ Class(SOC)and Preferred Term(PT)from the MedDRA(Version 27.1)dictionary.Results A total of 966 signals were identified in the general population,spanning 24 SOCs,while 593 signals were detected in the elderly population,spanning 23 SOCs.Comparative visualization analysis of critical PTs under four major SOCs revealed no significant abnormal signals in elderly patients.Conclusion A comprehensive and multidimensional analysis of the ADE data from the FAERS database indicates that pembrolizumab appears to be relatively safe for use in elderly patients.
9.Factors related to inpatient rehabilitation costs at a general hospital in Northwest China
Lisha WANG ; Xiaoting YAN ; Na LI ; Yanchao CUI ; Peng LI ; Mingfeng ZEN ; Jin QIAO
Chinese Journal of Physical Medicine and Rehabilitation 2025;47(7):631-637
Objective:To analyze the changes in the costs of hospital rehabilitation after the reform of health insurance payments in the past 6 years, and to identify relevant factors which can provide a reference for the reform of the health insurance payment system in rehabilitation department.Methods:Information on 16, 827 patients hospitalized in the rehabilitation department of The First Affiliated Hospital of Xi′an Jiaotong University between May 2018 and May 2024 was collected and subjected to non-parametric analysis.Results:The average hospitalization cost of rehabilitation department patients over the six years was Y14, 574.92±10, 524.79. During that time the proportion of the cost attributable to Western medicine decreased from 17.1% in 2018 to 7.6% in 2024. The proportion of the patients with hypertension was 51.94%, followed by diabetes mellitus (20.10%). Those with infections had the highest total hospitalization costs. Motor disorders were the most common dysfunction (59.02%), followed by speech disorders (17.45%). Patients with swallowing disorders had the highest hospitalization costs. After the payment system shifted from fee-for-service (FFS) to payment by diagnosis-related group (DRG) in 2023, the average daily inpatient expenditures for rehabilitation patients with all types of diseases gradually declined, reaching its lowest level in 2024.Conclusions:After the health insurance payments shifted from FFS to DRG, the proportion of in patients′ total drug costs decreased annually, and the average daily costs of patients with different types of diseases also decreased significantly, but the comprehensive service fee and diagnostic costs increased.
10.Expert consensus on visualized tele-round and quality control management based on the improvement of clinical practice ability
Wanhong YIN ; Xiaoting WANG ; Ran ZHOU ; Dawei LIU ; Yan KANG ; Yaoqing TANG ; Xiaochun MA ; Jianguo LI ; Zhenjie HU ; Haitao ZHANG ; Wei HE ; Lixia LIU ; Wenjin CHEN ; Ran ZHU ; Jun WU ; Hongmin ZHANG ; Lina ZHANG ; Wenzhao CHAI ; Shihong ZHU ; Wangbin XU ; Rongqing SUN ; Xiangyou YU ; Tianjiao SONG ; Ying ZHU ; Hong REN ; Ai SHANMU ; Qing ZHANG ; Wei FANG ; Xiuling SHANG ; Liwen LYU ; Shuhan CAI ; Xin DING ; Heng ZHANG ; Guang FENG ; Lipeng ZHANG ; Bo HU ; Dong ZHANG ; Weidong WU ; Feng SHEN ; Xiaojun YANG ; Zhenguo ZENG ; Qibing HUANG ; Xueying ZENG ; Tongjuan ZOU ; Milin PENG ; Yulong YAO ; Mingming CHEN ; Hui LIAN ; Jingmei WANG ; Yong LI ; Feng QU ; Gang YE ; Rongli YANG ; Xiukai CHEN ; Suwei LI ; Juxiang WANG ; Yangong CHAO
Chinese Journal of Internal Medicine 2025;64(2):101-109
Turning to critical illness is a common stage of various diseases and injuries before death. Patients usually have complex health conditions, while the treatment process involves a wide range of content, along with high requirements for doctor′s professionalism and multi-specialty teamwork, as well as a great demand for time-sensitive treatments. However, this is not matched with critical care professionals and the current state of medical care in China. Telemedicine, which shortens the distance of medical professionals and the gap of disease diagnosis and treatments in various regions through electronic information, can effectively solve the current problem. Therefore, there is an urgent need to develop a standardized, high-quality visualization telemedicine round system .Therefore, experts have been organized to search domestic and foreign literature on telemedicine round for critically ill patients and to form this consensus based on clinical experiences so as to further improve the level of critical care treatments in regions.

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