1.Catheter-associated infection and influencing factors in anti-tumor chemo-therapy treated patients after indwelling peripherally inserted central ca-theter:analysis based on random forest model
Ju-Zhen ZHOU ; Li-Hua WANG ; Qiu-Ping CHEN ; Yang JU
Chinese Journal of Infection Control 2024;23(2):201-207
		                        		
		                        			
		                        			Objective To analyze the influencing factors for catheter-associated infection(CAI)in chemotherapy treated patients after indwelling peripherally inserted central catheter(PICC)based on a random forest model.Methods 400 tumor patients who received chemotherapy and PICC were selected and divided into the training set(n=300)and the test set(n=100)in a 3∶1 ratio through computer-generated random number.Patients in the training set were subdivided into the non-infection group and the infection group based on the occurrence of infec-tion.Clinical data from two groups of patients were compared.Influencing factors for the occurrence of CAI after PICC were analyzed with multivariate logistic regression model and the integrated classification algorithm of random forest model,and the predictive performance of the two methods was compared.Results Among 300 chemotherapy treated patients in the training set,32 cases(10.67%)experienced CAI.Compared with the non-infection group,patients in the infection group had more single punctures for catheterization,longer PICC retention time,larger pro-portion of catheter movement,larger proportion of complication with diabetes,higher frequency of dressing chan-ges,lower white blood cell count and immune function(all P<0.05).PICC retention time,catheter movement,complication with diabetes,dressing change frequency,white blood cell(WBC)and immune function were inde-pendent influencing factors for CAI after PICC(all P<0.05).The random forest model showed that ranking by the importance of different influencing factors was as following:PICC retention time,catheter movement,complication with diabetes,WBC,dressing change frequency and immune function.The integrated classification algorithm of random forest model for predicting the occurrence of CAI in chemotherapy treated patients showed that the area un-der the receiver operating characteristic(ROC)curve(AUC)was 0.872,which had better prediction performance compared with the logistic regression model(AUC=0.791).Conclusion PICC retention time,catheter movement,complicated with diabetes,dressing change frequency,WBC level and immune function are independent influencing factors for CAI in chemotherapy treated patients.The integrated classification algorithm of random forest model can be used to predict CAI in chemotherapy treated patients,and its prediction performance is better than that of the logistic regression model.
		                        		
		                        		
		                        		
		                        	
2.How to Allocate the Total Price Adjustments for Medical Services:Exploring the Experience of the Pilot Cities for Medical Service Price Reform
Cancan JU ; Wei XU ; Ping LIU ; Yuhao WANG ; Jian ZHOU
Chinese Health Economics 2024;43(5):63-67
		                        		
		                        			
		                        			Based on introducing the total price adjustments in pilot cities and analyzing the existing problems,it further analyzes the objectives of the total price adjustment allocation of medical service items,the characteristics of various types of medical service items and the possible impact of price adjustment,concludes that the priority of the total price adjustment allocation should be as follows:new items,special tasks,complex items,general items,and medical services for special needs.It also combines the practical experience of the pilot cities to establish the total price adjustment allocation mechanism,and provides opinions on the total price adjustment allocation before the dynamic adjustment of medical service prices in the future.
		                        		
		                        		
		                        		
		                        	
3.Construction and verification of a risk prediction model for postoperative malnutrition in infants with congenital heart disease
Lin HAN ; Minmin LI ; Yuxin LI ; Liuyi LU ; Qi ZHANG ; Xueting WANG ; Ping JU ; Lijuan YANG
Chinese Journal of Nursing 2024;59(19):2396-2403
		                        		
		                        			
		                        			Objective To develop a risk prediction model for postoperative malnutrition in children with congenital heart disease(CHD)and to verify it both internally and externally.Methods By a convenience sampling method,300 CHD children treated at a tertiary hospital in Shandong Province from January 2018 to December 2021 were selected as a modeling group,and 129 children from January 2022 to June 2023 were selected as a validation group.Data on patient demographics,disease-specific variables,therapeutic interventions,and nursing care parameters were collected.Single factor and logistic regression were employed to construct a risk prediction model for postoperative malnutrition in CHD children,and the nomogram was drawn and its prediction effect was evaluated.Results The incidence of postoperative malnutrition among CHD children was 33.10%.Logistic regression analysis revealed that risk factors for malnutrition in children included birth weight<2.5 kg,preoperative malnutrition,negative fluid balance 1 week after surgery,and long duration of cardiopulmonary bypass(P<0.05).The area under the receiver operating characteristic curve of the modeling group was 0.933;the sensitivity was 83.30%;the specificity was 90.90%.The Hosmer-Lemeshow test showed that x2=7.765(P=0.457).The AUC of the validation group was 0.918;the sensitivity was 87.20%;the specificity was 90.00%.The Hosmer-Lemeshow test showed that x2=4.947(P=0.763).Calibration curves for both groups indicated good calibration of the model,and the clinical decision curves demonstrated its practical clinical utility.Conclusion The risk prediction model developed in this study exhibits good predictive ability,which can provide a reference for medical staff to early identify high-risk infants for postoperative malnutrition following CHD surgery and to formulate targeted intervention measures.
		                        		
		                        		
		                        		
		                        	
4.Changes in the Non-targeted Metabolomic Profile of Three-year-old Toddlers with Elevated Exposure to Polycyclic Aromatic Hydrocarbons
Yang LI ; Dan LIN ; Qin Xiu ZHANG ; Xiu Guang JU ; Ya SU ; Qian ZHANG ; Ping Hai DUAN ; Sen Wei YU ; Ling Bing WANG ; Tao Shu PANG
Biomedical and Environmental Sciences 2024;37(5):479-493
		                        		
		                        			
		                        			Objective To investigate changes in the urinary metabolite profiles of children exposed to polycyclic aromatic hydrocarbons(PAHs)during critical brain development and explore their potential link with the intestinal microbiota. Methods Liquid chromatography-tandem mass spectrometry was used to determine ten hydroxyl metabolites of PAHs(OH-PAHs)in 36-month-old children.Subsequently,37 children were categorized into low-and high-exposure groups based on the sum of the ten OH-PAHs.Ultra-high-performance liquid chromatography coupled with quadrupole time-of-flight mass spectrometry was used to identify non-targeted metabolites in the urine samples.Furthermore,fecal flora abundance was assessed by 16S rRNA gene sequencing using Illumina MiSeq. Results The concentrations of 21 metabolites were significantly higher in the high exposure group than in the low exposure group(variable importance for projection>1,P<0.05).Most of these metabolites were positively correlated with the hydroxyl metabolites of naphthalene,fluorine,and phenanthrene(r=0.336-0.531).The identified differential metabolites primarily belonged to pathways associated with inflammation or proinflammatory states,including amino acid,lipid,and nucleotide metabolism.Additionally,these distinct metabolites were significantly associated with specific intestinal flora abundances(r=0.34-0.55),which were mainly involved in neurodevelopment. Conclusion Higher PAH exposure in young children affected metabolic homeostasis,particularly that of certain gut microbiota-derived metabolites.Further investigation is needed to explore the potential influence of PAHs on the gut microbiota and their possible association with neurodevelopmental outcomes.
		                        		
		                        		
		                        		
		                        	
5.How to Allocate the Total Price Adjustments for Medical Services:Exploring the Experience of the Pilot Cities for Medical Service Price Reform
Cancan JU ; Wei XU ; Ping LIU ; Yuhao WANG ; Jian ZHOU
Chinese Health Economics 2024;43(5):63-67
		                        		
		                        			
		                        			Based on introducing the total price adjustments in pilot cities and analyzing the existing problems,it further analyzes the objectives of the total price adjustment allocation of medical service items,the characteristics of various types of medical service items and the possible impact of price adjustment,concludes that the priority of the total price adjustment allocation should be as follows:new items,special tasks,complex items,general items,and medical services for special needs.It also combines the practical experience of the pilot cities to establish the total price adjustment allocation mechanism,and provides opinions on the total price adjustment allocation before the dynamic adjustment of medical service prices in the future.
		                        		
		                        		
		                        		
		                        	
6.How to Allocate the Total Price Adjustments for Medical Services:Exploring the Experience of the Pilot Cities for Medical Service Price Reform
Cancan JU ; Wei XU ; Ping LIU ; Yuhao WANG ; Jian ZHOU
Chinese Health Economics 2024;43(5):63-67
		                        		
		                        			
		                        			Based on introducing the total price adjustments in pilot cities and analyzing the existing problems,it further analyzes the objectives of the total price adjustment allocation of medical service items,the characteristics of various types of medical service items and the possible impact of price adjustment,concludes that the priority of the total price adjustment allocation should be as follows:new items,special tasks,complex items,general items,and medical services for special needs.It also combines the practical experience of the pilot cities to establish the total price adjustment allocation mechanism,and provides opinions on the total price adjustment allocation before the dynamic adjustment of medical service prices in the future.
		                        		
		                        		
		                        		
		                        	
7.How to Allocate the Total Price Adjustments for Medical Services:Exploring the Experience of the Pilot Cities for Medical Service Price Reform
Cancan JU ; Wei XU ; Ping LIU ; Yuhao WANG ; Jian ZHOU
Chinese Health Economics 2024;43(5):63-67
		                        		
		                        			
		                        			Based on introducing the total price adjustments in pilot cities and analyzing the existing problems,it further analyzes the objectives of the total price adjustment allocation of medical service items,the characteristics of various types of medical service items and the possible impact of price adjustment,concludes that the priority of the total price adjustment allocation should be as follows:new items,special tasks,complex items,general items,and medical services for special needs.It also combines the practical experience of the pilot cities to establish the total price adjustment allocation mechanism,and provides opinions on the total price adjustment allocation before the dynamic adjustment of medical service prices in the future.
		                        		
		                        		
		                        		
		                        	
8.How to Allocate the Total Price Adjustments for Medical Services:Exploring the Experience of the Pilot Cities for Medical Service Price Reform
Cancan JU ; Wei XU ; Ping LIU ; Yuhao WANG ; Jian ZHOU
Chinese Health Economics 2024;43(5):63-67
		                        		
		                        			
		                        			Based on introducing the total price adjustments in pilot cities and analyzing the existing problems,it further analyzes the objectives of the total price adjustment allocation of medical service items,the characteristics of various types of medical service items and the possible impact of price adjustment,concludes that the priority of the total price adjustment allocation should be as follows:new items,special tasks,complex items,general items,and medical services for special needs.It also combines the practical experience of the pilot cities to establish the total price adjustment allocation mechanism,and provides opinions on the total price adjustment allocation before the dynamic adjustment of medical service prices in the future.
		                        		
		                        		
		                        		
		                        	
9.How to Allocate the Total Price Adjustments for Medical Services:Exploring the Experience of the Pilot Cities for Medical Service Price Reform
Cancan JU ; Wei XU ; Ping LIU ; Yuhao WANG ; Jian ZHOU
Chinese Health Economics 2024;43(5):63-67
		                        		
		                        			
		                        			Based on introducing the total price adjustments in pilot cities and analyzing the existing problems,it further analyzes the objectives of the total price adjustment allocation of medical service items,the characteristics of various types of medical service items and the possible impact of price adjustment,concludes that the priority of the total price adjustment allocation should be as follows:new items,special tasks,complex items,general items,and medical services for special needs.It also combines the practical experience of the pilot cities to establish the total price adjustment allocation mechanism,and provides opinions on the total price adjustment allocation before the dynamic adjustment of medical service prices in the future.
		                        		
		                        		
		                        		
		                        	
10.How to Allocate the Total Price Adjustments for Medical Services:Exploring the Experience of the Pilot Cities for Medical Service Price Reform
Cancan JU ; Wei XU ; Ping LIU ; Yuhao WANG ; Jian ZHOU
Chinese Health Economics 2024;43(5):63-67
		                        		
		                        			
		                        			Based on introducing the total price adjustments in pilot cities and analyzing the existing problems,it further analyzes the objectives of the total price adjustment allocation of medical service items,the characteristics of various types of medical service items and the possible impact of price adjustment,concludes that the priority of the total price adjustment allocation should be as follows:new items,special tasks,complex items,general items,and medical services for special needs.It also combines the practical experience of the pilot cities to establish the total price adjustment allocation mechanism,and provides opinions on the total price adjustment allocation before the dynamic adjustment of medical service prices in the future.
		                        		
		                        		
		                        		
		                        	
            
Result Analysis
Print
Save
E-mail