1.Construction and validation of a machine learning-based model for predicting the risk of carbapenem-resistant gram-negative bacteria infections in neurosurgical ICU patients
Xiaochao SONG ; Meijuan JIN ; Wei DING ; Li YANG ; Bo YANG
Chinese Journal of Nosocomiology 2025;35(11):1690-1696
OBJECTIVE To investigate the current status and risk factors of carbapenem-resistant gram-negative or-ganisms(CRO)infections in neurosurgical ICU patients,and to construct and validate their prediction models.METHODS Clinical data and active screening microbiological results of 113 patients admitted to the Neurosurgical Intensive Care Unit(ICU)of The First Affiliated Hospital of Soochow University between Jul.2023 and Jan.2024 were retrospectively collected,and the patients were divided into a CRO-infected group(n=28)and a non-CRO-infected group(n=85).Predictive variables were screened using LASSO regression and logistic regression.Risk prediction models were constructed using random forest(RF)and logistic regression,the performance of the mod-el was evaluated by analyzing the area under the receiver operating characteristic(ROC)curve(AUC),calibration curves,and decision curves,and internal validation was performed using the bootstrap resampling method.RESULTS Among 113 neurosurgical ICU patients,28 cases developed CRO infections,with an infection rate of 24.78%.The highest infection rate was observed in lower respiratory tract infection,with 17 cases(15.04%).The predominant CRO pathogens were carbapenem-resistant Klebsiella pneumoniae(CRKP)and carbapenem-re-sistant Acinetobacter baumannii(CRAB),accounting for 50.00%and 42.86%of cases respectively.The AUC values for the RF prediction model and nomogram prediction modeling groups were 0.881 and 0.787 respectively,with Brier scores of 0.114 and 0.146,and threshold probabilities of net benefit ranging from 10%to 97%and 12%to 62%respectively.The RF prediction model exhibited superior discrimination,calibration,and clinical u-tility.The RF prediction model demonstrated that days of combined use of meropenem and vancomycin,GCS score,intestinal colonization,and hospitalization history were important predictors for CRO infections.CONCLUSION The prediction model for CRO infections in neurosurgical ICU patients established based on random forest algorithm has good predictive performance,and can be intervened with preventive and control measures for important predictive factors.
2.Application and evaluation of entrustable professional activities in the general practice internship of clinical medicine undergraduates
Chao MENG ; Yi LI ; Xiafeng XU ; Qi WANG ; Liying HUANG ; Shengying LING ; Li WANG ; Min ZHU ; Xingnan YANG ; Meijuan ZHU ; Li SHAO
Chinese Journal of Medical Education Research 2025;24(6):736-743
Objective:To evaluate the effectiveness of entrustable professional activities (EPAs) in the general practice internship of undergraduate clinical medicine students, identify issues that need improvement in the internship, and enhance medical students' competence.Methods:A total of 75 students in the five-year (English class) clinical medicine program enrolled in 2018 and 2019 who participated in general practice internship in Renji Hospital affiliated to Shanghai Jiao Tong University School of Medicine from October 2021 to October 2023 were selected as study subjects. The design of core EPAs was adopted to assess the correlation among different EPA dimensions and to analyze the qualified rates.Results:The evaluation of EPAs showed that EPA2 (practicing respect, understanding and teamwork) had the highest mean score of 9.33, and EPA10 (chronic disease management and management of key populations) had the lowest mean score of 8.08. A supervision level of 3a and above was used as the criterion for qualification. The supervision levels of the students' EPAs were mostly concentrated at levels 3a and 3b. The highest qualified rate was for EPA2 (practicing respect, understanding and teamwork) at 85.33%, followed by EPA1 (complying with the rules of the profession and demonstrating professionalism) at 80.00% and EPA8 (reviewing information and solving clinical problems) at 72.00%. The lowest qualified rate was for EPA10 (chronic disease management and management of key populations) at 33.33%, followed by EPA4 (analyzing and interpreting test results) at 57.33%.Conclusions:EPAs concretize competency evaluation, which can effectively reflect the "competency-oriented" training objectives encompassing multiple elements such as knowledge, skills, values, and attitudes, while maintaining professional specificity. Undergraduates demonstrated strengths in professionalism and academics, but showed deficiencies in community chronic disease management and management of key populations. These findings suggest the need to strengthen the training in health and social care to better align with the competencies required during standardized residency training.
3.Prenatal diagnosis and genetic counseling of 20 fetuses with 15q11.2 BP1-BP2 microdeletion syndrome
Meijuan LI ; Xinyou YU ; Lanhua YANG ; Xiaoyan WANG ; Bo WEI
Chinese Journal of Medical Genetics 2025;42(1):64-68
Objective:To explore the clinical phenotype, pregnancy outcome and follow-up of fetuses with 15q11.2BP1-BP2 microdeletions in order to provide a basis for prenatal and reproductive consultation.Methods:From March 2019 to December 2023, 20 fetuses who were diagnosed with 15q11.2BP1-BP2 microdeletion syndrome at the Prenatal Diagnosis Center of General Hospital of Ningxia Medical University were selected as the study subjects. Results of genetic testing and ultrasound examination, outcome of pregnancy, and postnatal follow-up were retrospectively analyzed. This study has been approved by the Ethics Committee of General Hospital of Ningxia Medical University (No. [2020]0520B).Results:None of the 20 fetuses was found to have chromosomal abnormality, whilst all were found to harbor a 15q11.2 BP1-BP2 microdeletion by low-depth whole genome sequencing (CNV-seq). The range of deletions was determined as 0.26 ~ 0.87 Mb, and all were rated as pathogenic CNVs. Three fetuses had abnormal ultrasound findings, including 1 with widened renal pelvis, 1 with agenesis of corpus callosum, and 1 with nuchal fold thickening. Parental verification in 10 couples verified that two fetal deletions were de novo, whilst the remaining eight were inherited from a phenotypically normal parent. Following genetic counseling, three couples had opted to terminate the pregnancy, whilst the remaining 17 had continued with the pregnancy until delivery. The 17 liveborns were followed up for 2 months to 5 years, with no obvious abnormality in growth and development noted. Conclusion:CNV-seq plays an important role in the prenatal diagnosis of 15q11.2 BP1-BP2 microdeletions. Such deletions may not always lead to disease phenotypes. Individualized consultation and long-term follow-up, in combination with intrauterine ultrasound and parental verification are necessary.
4.Construction and application of a perioperative blood pressure management plan for patients undergoing carotid artery stenting
Hongyan YANG ; Ting YANG ; Hui WEI ; Minhao WU ; Fangfang TONG ; Luya JIANG ; Meijuan LAN
Chinese Journal of Nursing 2025;60(3):303-310
Objective To construct a perioperative blood pressure management plan for patients undergoing carotid artery stenting(CAS)and evaluate its application effectiveness,and to provide references for clinical practice.Methods The relevant literature on perioperative blood pressure management for CAS patients was retrieved from domestic and foreign databases,and a preliminary draft of a perioperative blood pressure management plan for CAS patients was constructed.The preliminary draft was discussed and modified through expert meetings,and 2 rounds of expert inquiries were conducted using the Delphi method from June 2023 to August 2023 to determine the final plan.32 patients who received CAS in the neurology department of a tertiary comprehensive hospital in Zhejiang Province were selected from May to July 2024 as an experimental group,and 33 patients who received CAS in the same ward from January to March 2024 as a control group.The experimental group applied the constructed CAS patient perioperative blood pressure management plan,while the control group applied routine perioperative nursing measures.The incidence of postoperative hypertension,postoperative hypotension,and postoperative adverse events was compared between 2 groups.Results A total of 13 experts completed 2 rounds of inquiries.The effective questionnaire response rate for the second round of inquiry was 100%,with an authority coefficient of 0.897.The coefficients of variation for the importance and feasibility scores of each item were 0~0.19 and 0~0.18,respectively,and the Kendall harmony coefficients were 0.224 and 0.201,respectively(P<0.05).The final construction plan includes 3 primary indicators,15 secondary indicators,and 40 tertiary indicators.Ultimately,32 cases were included in the experimental group and 33 cases in the control group.The incidence of postoperative hypertension,postoperative hypotension,and adverse events in the experimental group was lower than that in the control group,and the difference was statistically significant(P<0.05).Conclusion The perioperative blood pressure management plan for CAS patients constructed in this study has good scientificity and practicality,which can improve the stability of patients'perioperative blood pressure and reduce the occurrence of adverse events.
5.Construction and validation of a machine learning-based model for predicting the risk of carbapenem-resistant gram-negative bacteria infections in neurosurgical ICU patients
Xiaochao SONG ; Meijuan JIN ; Wei DING ; Li YANG ; Bo YANG
Chinese Journal of Nosocomiology 2025;35(11):1690-1696
OBJECTIVE To investigate the current status and risk factors of carbapenem-resistant gram-negative or-ganisms(CRO)infections in neurosurgical ICU patients,and to construct and validate their prediction models.METHODS Clinical data and active screening microbiological results of 113 patients admitted to the Neurosurgical Intensive Care Unit(ICU)of The First Affiliated Hospital of Soochow University between Jul.2023 and Jan.2024 were retrospectively collected,and the patients were divided into a CRO-infected group(n=28)and a non-CRO-infected group(n=85).Predictive variables were screened using LASSO regression and logistic regression.Risk prediction models were constructed using random forest(RF)and logistic regression,the performance of the mod-el was evaluated by analyzing the area under the receiver operating characteristic(ROC)curve(AUC),calibration curves,and decision curves,and internal validation was performed using the bootstrap resampling method.RESULTS Among 113 neurosurgical ICU patients,28 cases developed CRO infections,with an infection rate of 24.78%.The highest infection rate was observed in lower respiratory tract infection,with 17 cases(15.04%).The predominant CRO pathogens were carbapenem-resistant Klebsiella pneumoniae(CRKP)and carbapenem-re-sistant Acinetobacter baumannii(CRAB),accounting for 50.00%and 42.86%of cases respectively.The AUC values for the RF prediction model and nomogram prediction modeling groups were 0.881 and 0.787 respectively,with Brier scores of 0.114 and 0.146,and threshold probabilities of net benefit ranging from 10%to 97%and 12%to 62%respectively.The RF prediction model exhibited superior discrimination,calibration,and clinical u-tility.The RF prediction model demonstrated that days of combined use of meropenem and vancomycin,GCS score,intestinal colonization,and hospitalization history were important predictors for CRO infections.CONCLUSION The prediction model for CRO infections in neurosurgical ICU patients established based on random forest algorithm has good predictive performance,and can be intervened with preventive and control measures for important predictive factors.
6.Prenatal diagnosis and genetic counseling of 20 fetuses with 15q11.2 BP1-BP2 microdeletion syndrome
Meijuan LI ; Xinyou YU ; Lanhua YANG ; Xiaoyan WANG ; Bo WEI
Chinese Journal of Medical Genetics 2025;42(1):64-68
Objective:To explore the clinical phenotype, pregnancy outcome and follow-up of fetuses with 15q11.2BP1-BP2 microdeletions in order to provide a basis for prenatal and reproductive consultation.Methods:From March 2019 to December 2023, 20 fetuses who were diagnosed with 15q11.2BP1-BP2 microdeletion syndrome at the Prenatal Diagnosis Center of General Hospital of Ningxia Medical University were selected as the study subjects. Results of genetic testing and ultrasound examination, outcome of pregnancy, and postnatal follow-up were retrospectively analyzed. This study has been approved by the Ethics Committee of General Hospital of Ningxia Medical University (No. [2020]0520B).Results:None of the 20 fetuses was found to have chromosomal abnormality, whilst all were found to harbor a 15q11.2 BP1-BP2 microdeletion by low-depth whole genome sequencing (CNV-seq). The range of deletions was determined as 0.26 ~ 0.87 Mb, and all were rated as pathogenic CNVs. Three fetuses had abnormal ultrasound findings, including 1 with widened renal pelvis, 1 with agenesis of corpus callosum, and 1 with nuchal fold thickening. Parental verification in 10 couples verified that two fetal deletions were de novo, whilst the remaining eight were inherited from a phenotypically normal parent. Following genetic counseling, three couples had opted to terminate the pregnancy, whilst the remaining 17 had continued with the pregnancy until delivery. The 17 liveborns were followed up for 2 months to 5 years, with no obvious abnormality in growth and development noted. Conclusion:CNV-seq plays an important role in the prenatal diagnosis of 15q11.2 BP1-BP2 microdeletions. Such deletions may not always lead to disease phenotypes. Individualized consultation and long-term follow-up, in combination with intrauterine ultrasound and parental verification are necessary.
7.Construction and application of a perioperative blood pressure management plan for patients undergoing carotid artery stenting
Hongyan YANG ; Ting YANG ; Hui WEI ; Minhao WU ; Fangfang TONG ; Luya JIANG ; Meijuan LAN
Chinese Journal of Nursing 2025;60(3):303-310
Objective To construct a perioperative blood pressure management plan for patients undergoing carotid artery stenting(CAS)and evaluate its application effectiveness,and to provide references for clinical practice.Methods The relevant literature on perioperative blood pressure management for CAS patients was retrieved from domestic and foreign databases,and a preliminary draft of a perioperative blood pressure management plan for CAS patients was constructed.The preliminary draft was discussed and modified through expert meetings,and 2 rounds of expert inquiries were conducted using the Delphi method from June 2023 to August 2023 to determine the final plan.32 patients who received CAS in the neurology department of a tertiary comprehensive hospital in Zhejiang Province were selected from May to July 2024 as an experimental group,and 33 patients who received CAS in the same ward from January to March 2024 as a control group.The experimental group applied the constructed CAS patient perioperative blood pressure management plan,while the control group applied routine perioperative nursing measures.The incidence of postoperative hypertension,postoperative hypotension,and postoperative adverse events was compared between 2 groups.Results A total of 13 experts completed 2 rounds of inquiries.The effective questionnaire response rate for the second round of inquiry was 100%,with an authority coefficient of 0.897.The coefficients of variation for the importance and feasibility scores of each item were 0~0.19 and 0~0.18,respectively,and the Kendall harmony coefficients were 0.224 and 0.201,respectively(P<0.05).The final construction plan includes 3 primary indicators,15 secondary indicators,and 40 tertiary indicators.Ultimately,32 cases were included in the experimental group and 33 cases in the control group.The incidence of postoperative hypertension,postoperative hypotension,and adverse events in the experimental group was lower than that in the control group,and the difference was statistically significant(P<0.05).Conclusion The perioperative blood pressure management plan for CAS patients constructed in this study has good scientificity and practicality,which can improve the stability of patients'perioperative blood pressure and reduce the occurrence of adverse events.
8.Application and evaluation of entrustable professional activities in the general practice internship of clinical medicine undergraduates
Chao MENG ; Yi LI ; Xiafeng XU ; Qi WANG ; Liying HUANG ; Shengying LING ; Li WANG ; Min ZHU ; Xingnan YANG ; Meijuan ZHU ; Li SHAO
Chinese Journal of Medical Education Research 2025;24(6):736-743
Objective:To evaluate the effectiveness of entrustable professional activities (EPAs) in the general practice internship of undergraduate clinical medicine students, identify issues that need improvement in the internship, and enhance medical students' competence.Methods:A total of 75 students in the five-year (English class) clinical medicine program enrolled in 2018 and 2019 who participated in general practice internship in Renji Hospital affiliated to Shanghai Jiao Tong University School of Medicine from October 2021 to October 2023 were selected as study subjects. The design of core EPAs was adopted to assess the correlation among different EPA dimensions and to analyze the qualified rates.Results:The evaluation of EPAs showed that EPA2 (practicing respect, understanding and teamwork) had the highest mean score of 9.33, and EPA10 (chronic disease management and management of key populations) had the lowest mean score of 8.08. A supervision level of 3a and above was used as the criterion for qualification. The supervision levels of the students' EPAs were mostly concentrated at levels 3a and 3b. The highest qualified rate was for EPA2 (practicing respect, understanding and teamwork) at 85.33%, followed by EPA1 (complying with the rules of the profession and demonstrating professionalism) at 80.00% and EPA8 (reviewing information and solving clinical problems) at 72.00%. The lowest qualified rate was for EPA10 (chronic disease management and management of key populations) at 33.33%, followed by EPA4 (analyzing and interpreting test results) at 57.33%.Conclusions:EPAs concretize competency evaluation, which can effectively reflect the "competency-oriented" training objectives encompassing multiple elements such as knowledge, skills, values, and attitudes, while maintaining professional specificity. Undergraduates demonstrated strengths in professionalism and academics, but showed deficiencies in community chronic disease management and management of key populations. These findings suggest the need to strengthen the training in health and social care to better align with the competencies required during standardized residency training.
9.Advances in Etiology of High Incidence of Thyroid Cancer in Women
Meijuan TAN ; Shijie YANG ; Zhenzuan LIU ; Yumeng LIU ; Xiequn XU
Medical Journal of Peking Union Medical College Hospital 2025;16(4):957-963
Thyroid cancer is the only non reproductive tumor that mainly occurs in women.The morbidity rate of female thyroid cancer is three times higher than that of male thyroid cancer.However,the ex-isting studies have not systematically summarized the factors that contribute to the high incidence of thyroid cancer in women.This paper reviews all the literatures that mention the high incidence of thyroid cancer in women,and sorts out the main reasons,such as estrogen,obesity,reproductive factors,oxidation antioxidant system imbalance,X chromosome,etc.,which are the main reasons for the current research finding that the in-cidence rate of thyroid cancer in women is higher than that in men.This paper makes a vivid graphic analysis and summary of the reasons,providing a research direction for future researchers to research on gender duality of thyroid cancer,and providing a certain reference for the clinical diagnosis and treatment of gender differences in thyroid cancer.
10.Correlation between driver gene mutation and environmental exposure factors in patients with non-small cell lung cancer in Xi'an City
Yang HU ; Qianrong WANG ; Mengxue WANG ; Na CHENG ; Meijuan WU ; Xianna WU ; Juanhua SUN
Journal of Public Health and Preventive Medicine 2025;36(1):114-117
Objective To understand the driver gene mutation status in patients with non-small cell lung cancer (NSCLC) in Xi'an City, and to analyze the association with environmental exposure factors. Methods A total of 305 NSCLC patients admitted to the First Affiliated Hospital of the Air Force Medical University from January 2019 to December 2023 were included. The driver gene mutation status was observed, and the relationship with environmental exposure factors was analyzed. Results The driver gene mutation rate of 305 patients was 46.89%, with EGFR gene mutation accounting for the highest proportion, and 4 cases of gene co-mutations were detected. There was a difference in gender among patients with different single drive gene mutations (P<0.05), and the proportion of EGFR in women was significantly higher (P<0.05). Univariate analysis showed that there were statistical differences in family history, smoking history, long-term cooking history, and fried smoked food intake between patients with driver gene mutation and patients without driver gene mutation (P<0.05). Logistic regression analysis suggested that long-term cooking history (OR=2.392), and fried smoked food intake (OR=2.849) were the environmental exposure factors affecting EGFR gene mutation (P<0.05), and smoking history (OR=1.377) was an environmental exposure factor of KRAS gene mutation (P<0.05). Conclusion EGFR gene mutation accounts for the highest proportion of NSCLC patients in Xi'an City, and is mainly female. Long-term cooking history, and fried smoked food intake are related to EGFR gene mutation. There is a certain association between smoking history and KRAS gene mutation.


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