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.Serological and molecular genetic study of the Ael/AelB phenotype induced by the c. 575T>C variant in the ABO gene
Yanying DONG ; Qinqin ZUO ; Peixing XU ; Minggang ZHANG ; Xia JIANG ; Zixuan WANG ; Miao WANG ; Gengyuan LIU ; Yi DING ; Tianju WANG ; Junhui QUAN
Chinese Journal of Blood Transfusion 2026;39(7):922-927
Objective: To analyze the serological phenotypes and molecular genetic characteristics of a proband with ABO forward and reverse typing discrepancy and their family members, and to investigate the molecular genetic mechanism underlying the Ael/AelB phenotype caused by the c. 575T>C variant on an ABO
A1.02 background. Methods: Serological testing and adsorption-elution assays were performed for blood group identification of the proband and family members. PCR-SBT, cloning sequencing, and Nanopore third-generation sequencing were used to analyze ABO gene variants and haplotypes. Phyre2 and PyMOL were used to predict the effect of the p. Ile192Thr variant on the structure of glycosyltransferase A (GTA), and plasma GTA activity was evaluated using an in vitro transferase assay. Results: Among thirteen family members, four members showed a serological phenotype consistent with the Ael subtype and one with the AelB subtype. Cloning sequencing and third-generation sequencing confirmed that five family members carried the ABO
A1.02 (c. 575T>C) variant, which co-segregated with the weak A phenotype in the family. Structural modeling suggested that p. Ile192Thr may alter the local spatial conformation and hydrogen-bond interactions of GTA. Plasma GTA activity testing showed markedly reduced GTA activity in the tested individuals. Conclusion: The ABO
A1.02 (c. 575T>C) variant is associated with the Ael/AelB phenotype. The p. Ile192Thr substitution may weaken A antigen expression by altering GTA conformation and reducing enzymatic activity. This study provides additional evidence for the role of this variant in the Ael/AelB phenotype from the perspectives of familial inheritance, full-length haplotype analysis, and functional assessment, which is important for accurate ABO subtype identification and individualized transfusion strategies.
3.Research Progress in the Mechanism of Shaoyao Decoction in Regulating Cytokines for the Treatment of Ulcerative Colitis
Cuicui LIU ; Peng'an YAN ; Xi CUI ; Qinqin LIU ; Hanghang LI ; Rui ZHAI ; Shuxun SHI
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(10):179-184
Ulcerative colitis(UC)is a recurrent,chronic,nonspecific inflammatory bowel disease.Shaoyao Decoction has shown good efficacy in the treatment of UC,which mainly regulates the balance of cytokines to achieve the purpose of treating UC.This article reviewed the research progress in the mechanism of Shaoyao Decoction in the treatment of UC from two aspects of pro-inflammatory cytokines and anti-inflammatory cytokines.Research has shown that Shaoyao Decoction can regulate the body's immune response,alleviate intestinal inflammation,protect the intestinal mucosal barrier,restore normal structure and function of the colon mucosa through pro-inflammatory cytokines such as tumor necrosis factor-α,interferon-γ,interleukin(IL)-1β,IL-6,IL-8,IL-17,and anti-inflammatory cytokines such as transforming growth factor-β,IL-4,IL-10,IL-13,which can provide reference for UC related mechanism research and clinical treatment.
4.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.
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.Research Progress in the Mechanism of Shaoyao Decoction in Regulating Cytokines for the Treatment of Ulcerative Colitis
Cuicui LIU ; Peng'an YAN ; Xi CUI ; Qinqin LIU ; Hanghang LI ; Rui ZHAI ; Shuxun SHI
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(10):179-184
Ulcerative colitis(UC)is a recurrent,chronic,nonspecific inflammatory bowel disease.Shaoyao Decoction has shown good efficacy in the treatment of UC,which mainly regulates the balance of cytokines to achieve the purpose of treating UC.This article reviewed the research progress in the mechanism of Shaoyao Decoction in the treatment of UC from two aspects of pro-inflammatory cytokines and anti-inflammatory cytokines.Research has shown that Shaoyao Decoction can regulate the body's immune response,alleviate intestinal inflammation,protect the intestinal mucosal barrier,restore normal structure and function of the colon mucosa through pro-inflammatory cytokines such as tumor necrosis factor-α,interferon-γ,interleukin(IL)-1β,IL-6,IL-8,IL-17,and anti-inflammatory cytokines such as transforming growth factor-β,IL-4,IL-10,IL-13,which can provide reference for UC related mechanism research and clinical treatment.
7.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.
8.Comparison of clinical efficacy of different mucosal incision methods in endoscopic submucosal dissection for the treatment of gastric submucosal tumors
Xinglin CHEN ; Ke WEI ; Yuanyuan CAI ; Qinqin QI ; Zhemin WANG ; Liuyong CHEN ; Bin LIU
China Journal of Endoscopy 2025;31(3):7-12
Objective To explore the clinical efficacy of different mucosal incision methods in endoscopic submucosal dissection(ESD)for the treatment of gastric submucosal tumors.Methods A retrospective analysis was conducted on the clinical data of 30 patients with gastric submucosal tumors treated with ESD from July 2022 to March 2024.They were divided into a circular group(n=15)and a longitudinal group(n=15)based on different mucosal incision methods.Then compare the pathological data,clinical efficacy,surgical outcomes,and complications between the two groups.Results There were no statistically significant differences between the two groups in length of hospital stay,hospitalization costs,lesion diameter,lesion location and lesion nature(P>0.05).The surgical time of the longitudinal group was significantly shorter than that of the circular group,and the difference was statistically significant(P<0.05);There was no statistical significant in the incidence of intraoperative complications in the longitudinal group and the circular group(P>0.05);The complete resection rate of the longitudinal group was lower than that of the circular group,but the difference was not statistically significant(P>0.05).Conclusion ESD treatment for gastric submucosal tumors is safe and effective,and the longitudinal incision can shorten the surgical time compared to the circular incision.Both methods have the characteristics of low incidence of complications and high complete resection rate,and are worthy of clinical application.
9.Value of blood lactic acid, procalcitonin, and total bilirubin in early diagnosis and prognosis evaluation of trauma complicated with sepsis
Jintao TANG ; Li HE ; Bangjia GAN ; Shijia CHAO ; Qinqin ZHANG ; Junyang MO ; Yujun LIU
Journal of Chinese Physician 2025;27(10):1478-1482
Objective:To explore the value of blood lactic acid (BLA), procalcitonin (PCT), and total bilirubin (TBil) in the diagnosis and prognosis evaluation of patients with trauma complicated with sepsis.Methods:The clinical data of 151 patients with severe trauma admitted to the Department of Emergency Medicine, Nanxishan Hospital of Guangxi Zhuang Autonomous Region from July 2019 to August 2023 were analyzed retrospectively. The patients were divided into the sepsis group (72 cases) and non-sepsis group (79 cases) according to the diagnosis. They were further divided into the death group (37 cases) and non-death group (114 cases) based on clinical outcomes. Clinical data were compared between groups. Receiver operating characteristic (ROC) curve was used to analyze the predictive efficacy of the above indicators, and Spearman correlation analysis was applied to evaluate the correlation between the indicators.Results:The levels of BLA, PCT, TBil, and Sequential Organ Failure Assessment (SOFA) score in the sepsis group were higher than those in the non-sepsis group (all P<0.05). The mortality rate of the sepsis group was significantly higher than that of the non-sepsis group, with a statistically significant difference [26/72(36.11%) vs 11/79(13.92%), χ 2=10.024, P=0.002]. The levels of BLA, PCT, TBil, and SOFA score in the death group were higher than those in the non-death group (all P<0.05). ROC curve analysis showed that the areas under the curve (AUC) of BLA, PCT, TBil, and their combination for diagnosing sepsis were 0.745, 0.826, 0.753, and 0.889 respectively; the sensitivity and specificity of the combined diagnosis of sepsis were 87.5% and 72.2%. The AUCs of BLA, PCT, TBil, and their combination for predicting the prognosis of sepsis were 0.644, 0.697, 0.614, and 0.713 respectively; the sensitivity and specificity of the combined prediction of sepsis prognosis were 64.9% and 71.1%. Among the 151 patients, the levels of BLA, PCT, TBil were positively correlated with SOFA score, with statistically significant differences ( r=0.3871, 0.4399, 0.4851, all P<0.001). Conclusions:BLA, PCT, and TBil levels have certain value in the early diagnosis and prognosis evaluation of patients with sepsis. The combined evaluation has the best efficacy and high guiding value in clinical practice.
10.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.

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