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.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.
3.Status of career planning and its influencing factors among medical students in Wuhan, China: a study based on the knowledge-attitude-practice theory
Suwei LIU ; Yajie YU ; Hao LIU ; Zhennan HAN ; Haiyun YU ; Shengli YANG
Chinese Journal of Medical Education Research 2025;24(1):55-61
Objective:To investigate the current status of knowledge, attitude, and practice in career planning among medical students and its influencing factors, and to facilitate the education of medical career planning.Methods:The convenience sampling method was used to distribute a self-made questionnaire, and related data were gathered from 295 medical students in Wuhan, China. SPSS 26.0 was used to perform analyses of related categorical variables, including descriptive statistics, univariate tests, rank-sum tests, and the binary logistic regression analysis.Results:The results showed that the medical students with good performance of career planning knowledge, attitude, and practice accounted for 68.48%, 87.12%, and 54.92%, respectively. Major, grade, professional satisfaction, and professional learning objectives were influencing factors for career planning knowledge among the medical students ( P<0.05); the intention for laboratory participation, the basis for major selection, and professional learning objectives were influencing factors for career planning attitude ( P<0.05); grade, internship experience, and professional learning objectives were influencing factors for career planning practice ( P<0.05). Conclusions:Related measures should be adopted to strengthen career planning education for medical talents, such as perfecting the whole-process and multi-agent career planning guidance system, stimulating the enthusiasm of students, and clarifying professional learning objectives.
4.Status of career planning and its influencing factors among medical students in Wuhan, China: a study based on the knowledge-attitude-practice theory
Suwei LIU ; Yajie YU ; Hao LIU ; Zhennan HAN ; Haiyun YU ; Shengli YANG
Chinese Journal of Medical Education Research 2025;24(1):55-61
Objective:To investigate the current status of knowledge, attitude, and practice in career planning among medical students and its influencing factors, and to facilitate the education of medical career planning.Methods:The convenience sampling method was used to distribute a self-made questionnaire, and related data were gathered from 295 medical students in Wuhan, China. SPSS 26.0 was used to perform analyses of related categorical variables, including descriptive statistics, univariate tests, rank-sum tests, and the binary logistic regression analysis.Results:The results showed that the medical students with good performance of career planning knowledge, attitude, and practice accounted for 68.48%, 87.12%, and 54.92%, respectively. Major, grade, professional satisfaction, and professional learning objectives were influencing factors for career planning knowledge among the medical students ( P<0.05); the intention for laboratory participation, the basis for major selection, and professional learning objectives were influencing factors for career planning attitude ( P<0.05); grade, internship experience, and professional learning objectives were influencing factors for career planning practice ( P<0.05). Conclusions:Related measures should be adopted to strengthen career planning education for medical talents, such as perfecting the whole-process and multi-agent career planning guidance system, stimulating the enthusiasm of students, and clarifying professional learning objectives.
5.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.
6.Detection and chronic non-carcinogenic risk assessment of chemicals in urban drinking water in Hebei Province from 2017 to 2021
Tingting DING ; Yuqin AN ; Yigang LIU ; Shuhua YUAN ; Suwei WANG
Journal of Environmental and Occupational Medicine 2024;41(9):1043-1048
Background Hebei Province is located in the North China Plain. In view of the influence of geological background and the acute and chronic hazards caused by excessive drinking water toxicological indicators, coupled with the large coverage of water supply in urban areas and the existence of self-built water supply facilities, it is necessary to understand the drinking water sanitation status in urban areas and conduct health risk assessment. Objective To investigate main indicators affecting the compliance rate of drinking water quality in urban areas of Hebei and evaluate the chronic non-carcinogenic risks of 11 chemicals. Methods The collection, preservation, and testing of
7.Efficacy of stented elephant trunk procedure for right-sided aortic arch with Kommerell's diverticulum
Yongliang ZHONG ; Bing TANG ; Suwei CHEN ; Yipeng GE ; Hai' ; ou HU ; Zhiyu QIAO ; Chengnan LI ; Yongmin LIU ; Junming ZHU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2024;31(07):1020-1026
Objective To summarize our experience and the early and midterm outcomes of stented elephant trunk procedure for right-sided aortic arch (RAA) with Kommerell's diverticulum (KD). Methods From April 2013 to July 2020, patients with RAA and KD who underwent stented elephant trunk procedure at our center were collected. Surgery was performed under moderate hypothermic circulatory arrest combined with selective antegrade cerebral perfusion via median sternotomy. Results A total of 8 patients were included, including 7 males and 1 female with a mean age of 51.88±9.61 years. All patients had an aneurysmal KD and aberrant left subclavian artery. Preoperative comorbidities included acute Stanford type B aortic dissection in 1 patient, aortic arch pseudoaneurysm in 1 patient, acute type B intramural hematoma in 2 patients, and coronary artery disease in 1 patient. Concomitant procedures included reconstruction of the left subclavian artery in all patients and coronary artery bypass grafting in 1 patient. The mean time of operation, cardiopulmonary bypass, aortic cross-clamping, and selective cerebral perfusion was 6.25±1.16 h, 157.75±40.07 min, 77.75±33.10 min, and 28.50±5.55 min, respectively. No intraoperative death occurred. There was 1 in-hospital death. Follow-up was completed in all patients with a mean period of 3.58±2.08 years. No late death occurred. A persistent anastomotic leak of the proximal arch was detected in 1 patient, but reintervention was not performed because neither aortic dilatation nor symptoms of tracheal and esophageal compression were observed during the follow-up. The remaining 6 patients showed positive aortic remodeling with complete thrombosis of the aneurysmal KD, and neither aortic event nor tracheal and esophageal compression occurred. Conclusion Stented elephant trunk procedure is a safe and feasible technique for selected patients with RAA and KD, which can achieve favorable early and midterm outcomes.
8.Gender-related differences of clinical features and perioperative treatment outcomes in patients with type A aortic dissection
Zhiyu QIAO ; Suwei CHEN ; Chenhan ZHANG ; Yipeng GE ; Haiou HU ; Ruidong QI ; Chengnan LI ; Yongmin LIU ; Junming ZHU
Chinese Journal of Thoracic and Cardiovascular Surgery 2023;39(6):336-340
Objective:To retrospectively analyze the gender differences in the clinical characteristics and perioperative outcomes of patients with type A aortic dissection in our institution.Methods:From January 2019 to January 2020, total 405 patients underwent surgical treatment for type A aortic dissection at Beijing Anzhen Hospital, including extensive aortic repair (total aortic arch replacement combined with stenting elephant trunk implantation) and limited aortic repair. In the entire cohort, male 295 cases, female 110 cases. All measures in this study were expressed as ± s or median(quartiles) and analyzed by Student t test for variables or non- parametric tests; count data were expressed as frequencies and percentages and analyzed by χ2 test and Fisher exact probability test. Independent risk factors were analyzed by logistic multivariate regression. Results:Females were older than males[(53.3 ± 12.4)years old vs. (47.1 ± 11.0)years old, P<0.001] and had significantly higher proportion of diabetes(9.1% vs. 4.1%, P=0.047) and previous cerebrovascular disease (11.8% vs. 5.8%, P=0.038). Females had a lower proportion of total aortic arch replacement combined with elephant trunk implantation (64.5% vs. 82.7%, P<0.001), while aortic cross-clamp time[168.0(144.8, 201.5) minutes vs. 190.0 (163.0, 217.0) minutes, P<0.001] and CPB time[99.0 (79.8, 118.0) min vs. 107.0 (91.0, 126.0) min, P=0.006] were significantly shorter than males. Females had significantly higher rates of pulmonary infection (14.5% vs. 5.8%, P=0.004) and stroke than males (15.5% vs. 8.1%, P=0.030). The difference in the proportion of postoperative deaths between female and male TAAD patients was not statistically significant (3.6% vs. 7.8%). Logistics multivariable regression analysis found that female was an independent risk factor for postoperative stroke ( OR=2.574, 95% CI: 1.198-5.531, P=0.015) and pulmonary infection ( OR=2.610, 95% CI: 1.180-5.772, P=0.018). Conclusion:Gender did not affect mortality after TAAD repair significantly, but females increased the risk of stroke and pulmonary infection after TAAD surgery.
9.Identification of 15 bird remains using the 16S rRNA gene sequence
Hong ZHU ; Jianshen CAO ; Suwei SHANG ; Liu YANG ; Hepeng LI
Chinese Journal of Forensic Medicine 2023;38(6):702-704
Objective The mitochondrial 16S rRNA gene PCR sequencing method was applied to identify the bird species involved in the case of bird remains.Methods Using frozen muscle tissue samples from 15 unknown bird remains,the PCR amplification of the 16S rRNA DNA barcode fragment was performed.Results Through sequence alignment and phylogenetic analysis,it was determined that the 15 samples were associated with six bird species,including four Streptopelia chinensis,one Turdus eunomus,five Passer montanus,two Chloris sinica,two Fringilla montifringilla,and one Phoenicurus auroreus.These species belong to 2 orders,6 families,and 6 genera,all of which are protected as listed species under the wildlife conservation regulations.Conclusion The 16S rRNA gene segment can be regarded as a reliable approach for accurately identifying bird species from remains,providing a dependable basis for qualitative and sentencing determinations in judicial cases.
10.Effects of knowledge, attitude and practice model on improving readiness for hospital discharge and quality of discharge guidance for patients undergoing intracranial aneurysm surgery
Suwei LIU ; Aishan DILIHUMA ; Aisha MAIMAITILI ; Qiaojun PENG
Chinese Journal of Modern Nursing 2021;27(13):1769-1774
Objective:To explore the application effect of health education based on knowledge, attitude and practice model in improving readiness for hospital discharge and quality of discharge guidance for patients undergoing intracranial aneurysm surgery.Methods:Using the convenient sampling method, a total of 152 patients who underwent craniotomy and intravascular interventional embolization in Neurosurgery Department of the First Affiliated Hospital of Xinjiang Medical University from July 2019 to May 2020 were selected. According to the random number table method, they were divided into in the control group and the experimental group, with 76 cases in each group. The experimental group was given health education based on knowledge, attitude and practice model at basis of routine discharge guidance health education, while the control group was given routine discharge guidance health education. The scores of readiness for hospital discharge and quality of discharge guidance of the two groups were compared.Results:The total score of readiness for hospital discharge in experimental group was (90.80±7.63) , which was higher than that in control group (55.34±9.80) . The total score of quality of discharge guidance of the experimental group was (159.11±10.79) , which was higher than (80.45±12.65) of the control group, and the differences were statistically significant ( t= -24.893, -41.230; P<0.01) . Conclusions:The implementation of health education based on knowledge, attitude and practice model can effectively improve readiness for hospital discharge and quality of discharge guidance for patients undergoing intracranial aneurysm surgery.

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