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.Interpretation of the group standard of " Humanistic Caring Management Standards for Patients in the Operating Room"
Ruiying YU ; Xinyue MIAO ; Qingmin ZHANG ; Yilan LIU ; Shujie GUO ; Huiling LI ; Guo CHEN ; Chunlan ZHOU ; Ting LIU ; Shuhua DENG ; Hongzhen XIE ; Yu CHENG ; Yinglan LI ; Yanlan MA ; Xia XIN ; Yanjin LIU ; Yongyi CHEN ; Gendi LU ; Xiaoqin GAN ; Feng XU ; Zuwei XIA ; Li HE ; Qinqin CHEN ; Fukang ZHANG ; Songmei WU ; Yi LI ; Wenjuan ZHOU
Chinese Journal of Hospital Administration 2025;41(7):512-517
Humanistic caring for patients in the operating room refers to providing the whole process of caring medical services for patients in the operating room. In order to standardize humanistic caring services for patients in the operating room of medical institutions, improve the comprehensive service level of the operating room, and enhance the surgical experience of patients, the Chinese Association for Life Care released the group standard " Humanistic Caring Management Standards for Patients in the Operating Room" in December 2023. This article interpreted the basic requirements for humanistic caring of patients in the operating room, the environment and facilities for humanistic caring, the procedures and measures for humanistic caring, and the quality management framework, aiming to assist administrators and clinical practitioners across various levels of medical institutions in accurately understanding and effectively implementing the standard, and to provide essential textual reference and practical guidance for promoting the application of the standard.
3.Research on the current status and influencing factors of post ICU syndrome in severe patients
Tingshu WANG ; Li YAO ; Yan LIU ; Bei JING ; Qinqin LI ; Tingrui WANG
Chinese Journal of Nursing 2025;60(19):2356-2363
Objective To explore the current situation and influencing factors of post-intensive care syndrome(PICS)in critically ill patients a month after their transfer out,and to provide a basis for formulating individualized intervention measures.Methods By the convenience sampling method,550 patients who were transferred out of the ICU of a tertiary A hospital in Guizhou Province for a month from April to November 2024 were selected as the survey subjects.The general information of the patients was collected and sorted out.During their stay in the ICU,the Barthel Index,the Richards Campbell Sleep Scale,and the Perceived Social Support Scale were employed for evaluation.A month after the patients were transferred out of the ICU,the assessment was completed through telephone follow-up using the Chinese version of the Brain Care Monitoring Questionnaire for Healthy Aging.According to the assessment a month after the patients were transferred out,they were divided into a PICS group and a non-PICS group.Univariate analysis and binary Logistic regression analysis were completed based on the data of the 2 groups.Results A total of 550 questionnaires were distributed,and 442 valid questionnaires were ultimately collected,with a valid questionnaire collection rate of 80.3%.Among them,194 cases(43.9%)were high-risk patients with PICS.Binary logistic regression analysis showed that advanced age,pulmonary infection,total hospitalization time>15 days,and internal environment disorder were the risk factors for PICS in ICU patients(P<0.05).Conclusion The risk of PICS is relatively high in critically ill patients a month after the transfer.Medical staff need to pay attention to patients who are older,have pulmonary infections and internal environment disorders,and formulate personalized intervention measures for different disease types to improve the long-term health prognosis of patients.
4.Comparative analysis of the efficacy of cold snare polypectomy and endoscopic mucosal resection in treatment of colonic adenoma in proximity to the orifice of appendix
Bin LIU ; Qinqin QI ; Xinglin CHEN ; Ke WEI ; Yuanyuan CAI ; Zhemin WANG ; Liuyong CHEN
China Journal of Endoscopy 2025;31(2):63-69
Objective To investigate the feasibility,efficacy and safety of cold snare polypectomy(CSP)and endoscopic mucosal resection(EMR)in treatment of colonic adenoma in proximity to the orifice of appendix.Methods Clinical data of 41 cases of colonic adenoma in the orifice of appendix treated with CSP(CSP group)and 15 cases treated with EMR(EMR group)from January 2018 to January 2023 were collected.The clinicopathological features and outcomes were analyzed.The main outcome was postoperative complications,including bleeding,perforation and postoperative appendicitis,while the secondary outcome was the total resection rate,block resection rate and local recurrence rate.Results The operation time and treatment cost of CSP group were shorter than EMR group,and the differences were statistically significant(P<0.05).The diameter of applicable lesions in CSP group was smaller than that in EMR group,and the proportion of lesions with tubular adenoma was significantly higher than that in EMR group.There were no significant differences in the time of admission,intestinal preparation score,length of stay,lesion morphology and lesion type between the two groups(P>0.05).Perforation and postoperative appendicitis were not observed in both groups,and delayed postoperative hemorrhage occurred in 1 case in the CSP group,but it could heal itself after surgery without endoscopic intervention.The complete resection rate was 100.0%in both groups.The total removal rate of CSP group was 100.0%,which was significantly higher than that of EMR group(86.7%),and the difference was statistically significant(P<0.05).The local recurrence rate was 2.4%(1/41)in CSP group,and no local recurrence was observed in EMR group(0/15),with no statistical significance(P>0.05).Conclusion CSP and EMR are safe and effective in the treatment of colonic adenoma in proximity to the orifice of appendix,and they are trustworthy.Compared with EMR,CSP is more applied to small diameter tubular adenomas,which has the characteristics of economy and time saving,but at the same time there is the risk of recurrence.EMR obviously has a wider application range,but there is a disadvantage in price and time,and individual cases need to be segmented resection.
5.Homozygous adenosine deaminase 2 variant causing Sneddon syndrome:a case report
Fei MA ; Qinqin ZHANG ; Zhiwen LI ; Chenfei LIU ; Jun SHI ; Lihua QIAN ; Xiaoqiang LI ; Guofeng LI
Chinese Journal of Cerebrovascular Diseases 2025;22(7):497-501
Sneddon syndrome is a rare neurocutaneous disorder that primarily affects small-and medium-sized arteries.Its clinical manifestations include livedo racemosa and recurrent cerebral ischemic events,and it may also involve multiple organs such as the heart,spleen,and kidneys.This disease can lead to early-onset stroke,making it a rare cause of stroke in young adults.This article reported a case of a young female patient who experienced two cerebral infarctions within one month.Genetic testing identified a homozygous mutation in the adenosine deaminase 2 gene,confirming the diagnosis of Sneddon syndrome.This case serves as a reference to improve clinical recognition of this disease.
6.Comparative analysis of the efficacy of cold snare polypectomy and endoscopic mucosal resection in treatment of colonic adenoma in proximity to the orifice of appendix
Bin LIU ; Qinqin QI ; Xinglin CHEN ; Ke WEI ; Yuanyuan CAI ; Zhemin WANG ; Liuyong CHEN
China Journal of Endoscopy 2025;31(2):63-69
Objective To investigate the feasibility,efficacy and safety of cold snare polypectomy(CSP)and endoscopic mucosal resection(EMR)in treatment of colonic adenoma in proximity to the orifice of appendix.Methods Clinical data of 41 cases of colonic adenoma in the orifice of appendix treated with CSP(CSP group)and 15 cases treated with EMR(EMR group)from January 2018 to January 2023 were collected.The clinicopathological features and outcomes were analyzed.The main outcome was postoperative complications,including bleeding,perforation and postoperative appendicitis,while the secondary outcome was the total resection rate,block resection rate and local recurrence rate.Results The operation time and treatment cost of CSP group were shorter than EMR group,and the differences were statistically significant(P<0.05).The diameter of applicable lesions in CSP group was smaller than that in EMR group,and the proportion of lesions with tubular adenoma was significantly higher than that in EMR group.There were no significant differences in the time of admission,intestinal preparation score,length of stay,lesion morphology and lesion type between the two groups(P>0.05).Perforation and postoperative appendicitis were not observed in both groups,and delayed postoperative hemorrhage occurred in 1 case in the CSP group,but it could heal itself after surgery without endoscopic intervention.The complete resection rate was 100.0%in both groups.The total removal rate of CSP group was 100.0%,which was significantly higher than that of EMR group(86.7%),and the difference was statistically significant(P<0.05).The local recurrence rate was 2.4%(1/41)in CSP group,and no local recurrence was observed in EMR group(0/15),with no statistical significance(P>0.05).Conclusion CSP and EMR are safe and effective in the treatment of colonic adenoma in proximity to the orifice of appendix,and they are trustworthy.Compared with EMR,CSP is more applied to small diameter tubular adenomas,which has the characteristics of economy and time saving,but at the same time there is the risk of recurrence.EMR obviously has a wider application range,but there is a disadvantage in price and time,and individual cases need to be segmented resection.
7.Application of six sigma management in the"live streaming+science popularization"integration model
Modern Hospital 2025;25(2):310-312,318
Objective This study aims to investigate the application of Lean Six Sigma(LSS)management in the con-text of the"live streaming+science popularization"in development of national regional medical centers.Methods Utilizing the five stages of definition,measurement,analysis,improvement,and control in the LSS management method,this paper analyzed the management difficulties in the application of the"live broadcast+science popularization"integration model under the back-ground of national regional medical center development.Brainstorming,root cause analysis,and other methods were used to ana-lyze the key links that affected the"live broadcast+science popularization"model,proposed solutions,and established a stand-ardized operation mechanism,compared the changes in cumulative views,likes,and interactive messages of"live streaming+science popularization"before and after implementation.Changes in awareness and satisfaction of health education among resi-dents within the jurisdiction,as well as chronic disease readmission rates,were evaluated.Results Following the implementa-tion of LSS management,there was a significant increase in cumulative views,likes,and interactive comments associated with science popularization live broadcasts.Additionally,the awareness of health education and satisfaction with health science dis-semination among residents significantly improved.Furthermore,the readmission rates for chronic disease patients across the hos-pital exhibited a statistically significant decrease(P<0.05).Conclusion LSS management can effectively improve the quality of the"live streaming+science popularization"integration model,enhance the health literacy of residents in the jurisdiction,and reduce the readmission rate of chronic disease patients.
8.Analysis on the diagnostic efficacy of different VMIs of DECT imaging for coracoclavicular ligament injury
Chao LIU ; Qian LUO ; Renbin GE ; Qinqin YU ; Lei ZHANG
China Medical Equipment 2025;22(2):31-36
Objective:To compare and analyze the parameters of image quality of virtual mono-energetic images(VMIs)and conventional computed tomography(CT)images of dual-energy CT(DECT)imaging for the coracoclavicular ligament,and to optimize the image quality of DECT imaging for coracoclavicular ligament.Methods:The DECT image data of shoulder joints of 50 patients who received DECT scan in the First People's Hospital Affiliated to Shanghai Jiao Tong University were retrospectively analyzed.450 VMIs at energy levels of 40 to 120 keV were obtained through the Syngo.via VB20 workstation,and these VMIs were divided into three groups:low energy level(40,50,60 keV),medium energy level(70,80,90 keV),and high energy level(100,110,120 keV).The contrast-to-noise ratio(CNR),the direction of coracoclavicular ligament's rows,and the displayed subjective quality scores of attachment points of VMIs were compared with those of conventional CT images.The results of MRI examination were used as the"gold standard"to assess the effectiveness of VMIs in diagnosing coracoclavicular ligament injuries of patients with acromioclavicular joint dislocation.The diagnostic efficacies of VMIs'the three groups and conventional images were assessed by using receiver operating characteristic(ROC)curve.Results:The CNR values of diagonal ligament and conical ligament at 40 keV of low energy level group of VMIs for coracoclavicular ligament were respectively 14.09±3.27 and 13.9±3.06,and those of medium energy level group were respectively 11.89±4.01 and 12.17±4.08,and those of high energy level were respectively 9.69±4.25 and 9.78±4.33.The CNR value of low energy level group was significantly higher than that of medium and high energy level groups,and the differences were statistically significant(t=21.1,16.3,P<0.05),respectively.The results of ROC curve analysis indicated that the sensitivity,specificity and area under curve(AUC)value of the low energy level group were relatively higher in diagnosing coracoclavicular ligament injury,which were respectively 90.05%,91.95%and 0.965.There was high consistence in assessing coracoclavicular ligament injury between DECT's VMIs and MRI examination(Kappa=0.896).Conclusion:DECT's VMIs can better display the rows and attachment points of diagonal ligament and conical ligament,and the VMIs quality at low energy level(40 to 70 keV)is the best,which has better diagnostic efficacy in diagnosing coracoclavicular ligament injury.
9.Latent profile analysis of nurses' perception of high-performance work systems and differences in voice behavior
Qinqin HU ; Wei LIU ; Susu ZHENG ; Xianghua HOU ; Xuechun ZHANG ; Dongxu LIU
Chinese Journal of Modern Nursing 2025;31(5):657-663
Objective:To explore the latent categories of nurses' perception of high-performance work systems (HPWS) through latent profile analysis and analyze the differences in characteristics and influencing factors among different categories.Methods:A convenience sampling method was used to select 3 450 clinical nurses from ClassⅡ、Ⅲ hospitals in 12 regions of China between June and July 2024. General information questionnaires, the Perceived High-Performance Work System Scale, and the Nurse Voice Behavior Scale were used for data collection. Latent profile analysis was conducted to analyze nurses' perception of HPWS, and multi-class logistic regression was used to examine the influencing factors for different categories.Results:A total of 3 450 questionnaires were collected, with 3 385 valid responses, yielding an effective response rate of 98.12%. Nurses' perception of HPWS had an average score of (70.46±12.21), which could be divided into three latent categories: low perception (17%, 559/3 385), moderate perception (42%, 1 433/3 385), and high perception (41%, 1 393/3 385). The multi-class logistic regression analysis showed that job nature, title, position, years of service, monthly income, health impact on work, work duration, and monthly night shifts were significant factors influencing nurses' perception of HPWS ( P<0.05) . Conclusions:There is heterogeneity in the nurses' perception of HPWS. Nursing managers should focus on nurses with low perception of HPWS and provide interventions and support based on the characteristics and influencing factors of each category to improve nurses' voice behaviors.
10.Risk factors for dysphagia in community-dwelling older adults: a Meta-analysis
Lingli ZHANG ; Ran HOU ; Lin LIU ; Yan LIU ; Qinqin YU
Chinese Journal of Modern Nursing 2025;31(20):2709-2716
Objective:To systematically evaluate the risk factors for dysphagia among community-dwelling older adults.Methods:A comprehensive literature search was conducted in databases, including China National Knowledge Infrastructure, Wanfang Data, VIP, PubMed, Medline, Embase, CINAHL, PsycINFO, Web of Science, and the Cochrane Library, with the search ending on July 31, 2024. The quality of cross-sectional studies was assessed using the Agency for Healthcare Research and Quality (AHRQ) criteria, while cohort and case-control studies were evaluated using the Newcastle-Ottawa Scale (NOS). Meta-analysis was performed using Stata 18.Results:A total of 26 studies were included. The prevalence of dysphagia in community-dwelling older adults ranged from 7.9% to 63.7%. The following were identified as the risk factors for dysphagia ( P<0.05) : advanced age [ OR=1.17, 95% CI (1.08, 1.28) ], history of coughing or choking [ OR=7.25, 95% CI (3.66, 14.33) ], poor oral health [ OR=1.99, 95% CI (1.63, 2.43) ], impaired tongue-lip motor function [ OR=3.41, 95% CI (1.48, 7.85) ], reduced tongue pressure [ OR=1.63, 95% CI (1.16, 2.32) ], chewing dysfunction [ OR=2.18, 95% CI (1.57, 3.04) ], medication use history [ OR=1.22, 95% CI (1.02, 1.47) ], malnutrition [ OR=1.92, 95% CI (1.04, 3.56) ], history of the comorbid disease [ OR=4.18, 95% CI (2.61, 6.71) ], history of stroke [ OR=3.27, 95% CI (1.69, 6.33) ], depression [ OR=3.18, 95% CI (2.18, 4.65) ], frailty [ OR=1.43, 95% CI (1.12, 1.82) ], and male gender [ OR=2.91, 95% CI (1.70, 4.96) ] . Conclusions:Medical staff should pay close attention to the above-mentioned risk factors and develop targeted prevention strategies to reduce the incidence of dysphagia in community-dwelling older adults.

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