1.Comparison of small-sample multi-class machine learning models for plasma concentration prediction of valproic acid
Xi CHEN ; Shen’ao YUAN ; Hailing YUAN ; Jie ZHAO ; Peng CHEN ; Chunyan TIAN ; Yi SU ; Yunsong ZHANG ; Yu ZHANG
China Pharmacy 2025;36(11):1399-1404
		                        		
		                        			
		                        			OBJECTIVE To construct three-class (insufficient, normal, excessive) and two-class (insufficient, normal) models for predicting plasma concentration of valproic acid (VPA), and compare the performance of these two models, with the aim of providing a reference for formulating clinical medication strategies. METHODS The clinical data of 480 patients who received VPA treatment and underwent blood concentration test at the Xi’an International Medical Center Hospital were collected from November 2022 to September 2024 (a total of 695 sets of data). In this study, predictive models were constructed for target variables of three-class and two-class models. Feature ranking and selection were carried out using XGBoost scores. Twelve different machine learning algorithms were used for training and validation, and the performance of the models was evaluated using three indexes: accuracy, F1 score, and the area under the working characteristic curve of the subject (AUC). RESULTS XGBoost feature importance scores revealed that in the three-class model, the importance ranking of kidney disease and electrolyte disorders was higher. However, in the two-class model, the importance ranking of these features significantly decreased, suggesting a close association with the excessive blood concentration of VPA. In the three-class model, Random Forest method performed best, with F1 score of 0.704 0 and AUC of 0.519 3 on the test set; while in the two-class model, CatBoost method performed optimally, with F1 score of 0.785 7 and AUC of 0.819 5 on the test set. CONCLUSIONS The constructed three-class model has the ability to predict excessive VPA blood concentration, but its prediction and model generalization abilities are poor; the constructed two-class model can only perform classification prediction for insufficient and normal blood concentration cases, but its model performance is stronger.
		                        		
		                        		
		                        		
		                        	
2.Associations of metabolic score for insulin resistance with chronic kidney disease and albuminuria in the Chinese population
Hailing LIN ; Shanhu QIU ; Hao HU ; Yu LIU ; Juan CHEN ; Tingting LI ; Jianing LIU ; Yang YUAN ; Zilin SUN
Chinese Journal of Internal Medicine 2023;62(3):281-289
		                        		
		                        			
		                        			Objective:To explore the relationship between metabolic score for insulin resistance (METS-IR) and chronic kidney disease (CKD) and albuminuria in the Chinese population.Methods:This cross-sectional study was conducted from January to December 2018 among residents aged 20 to 70 years in ten regions of eight provinces in China; all residents had lived in their region for more than 5 years. Various parameters were measured, included fasting blood glucose, 2-hour postprandial blood glucose, glycosylated hemoglobin (HbA 1c), blood lipids, renal function, urinary albumin/creatinine ratio (UACR), etc. Data of 5 060 subjects meeting the criteria were included in the study. CKD was defined as estimated glomerular filtration rate (eGFR)<60 ml·min -1·1.73 m -2 or UACR≥30 mg/g. Albuminuria was defined as UACR≥30 mg/g. METS-IR was calculated and categorized into quartiles: Q1, METS-IR≤32.19; Q2, METS-IR 32.20-37.10; Q3, METS-IR 37.11-42.58; and Q4, METS-IR>42.58. The correlation between METS-IR and CKD and albuminuria was analyzed by binary logistic regression, and subgroup analyses were performed. Results:There were 1 266, 1 266, 1 265, and 1 263 participants included in Q1-Q4 groups, respectively. With the increase of METS-IR quartile, various parameters increased, including age, fasting blood glucose, HbA 1c, triglycerides, serum uric acid, waist circumference, body mass index, and systolic and diastolic blood pressure, and the proportion of males also increased (all P<0.05). The proportion of patients with CKD and albuminuria increased significantly with the increase in interquartile range (Q) of METS-IR (all P<0.05). Logistic regression analysis showed that for every 1-unit increment of METS-IR, the risk of CKD and albuminuria were both increased by 2% [for both: odds ratio ( OR)=1.02, 95% confidence interval ( CI) 1.01-1.03]. Compared with the lowest METS-IR group (Q1), the ORs for CKD and albuminuria in the highest METS-IR group (Q4) were 1.57 (95% CI 1.17-2.10) and 1.46 (95% CI 1.09-1.96), respectively. In the subgroup analyses, increased METS-IR was significantly associated with CKD and albuminuria among women (CKD: OR=1.62, 95% CI 1.14-2.31; albuminuria: OR=1.53, 95% CI 1.07-2.18), individuals with HbA 1c<7% ( OR=1.64, 95% CI 1.21-2.23; OR=1.55, 95% CI 1.14-2.11), individuals with eGFR≥90 ml·min -1·1.73 m -2 ( OR=1.78, 95% CI 1.27-2.49; OR=1.80, 95% CI 1.28-2.53), and the Chinese Han population ( OR=1.56, 95% CI 1.13-2.17; OR=1.41, 95% CI 1.01-1.96). Conclusions:METS-IR is significantly associated with CKD and albuminuria in a Chinese population. Furthermore, the higher the METS-IR, the higher the risk of CKD and albuminuria.
		                        		
		                        		
		                        		
		                        	
3.Long-term Complete Remission of Decitabine-Primed Tandem CD19/CD22 CAR-T Therapy with PD-1 and BTK Inhibitors Maintenance in a Refractory Primary Central Nervous System Lymphoma Patient
Rui ZOU ; Xiao ZHOU ; Hailing LIU ; Peng WANG ; Fan XIA ; Liqing KANG ; Lei YU ; Depei WU ; Zhengming JIN ; Changju QU
Cancer Research and Treatment 2023;55(4):1363-1368
		                        		
		                        			
		                        			 Primary central nervous system lymphoma (PCNSL) is a rare and aggressive non-Hodgkin’s lymphoma that affects the brain, eyes, cerebrospinal fluid, or spinal cord without systemic involvement. The outcome of patients with PCNSL is worse compared to patients with systemic diffuse large B-cell lymphoma. Given potential mortality associated with severe immune effector cell-associated neurotoxicity syndrome (ICANS), patients with PCNSL have been excluded from most clinical trials involving chimeric antigen receptor T-cell (CAR-T) therapy initially. Here, we report for the first time to apply decitabine-primed tandem CD19/CD22 dual-targeted CAR-T therapy with programmed cell death-1 (PD-1) and Bruton’s tyrosine kinase (BTK) inhibitors maintenance in one patient with multiline-resistant refractory PCNSL and the patient has maintained complete remission (CR) for a 35-month follow-up period. This case represents the first successful treatment of multiline resistant refractory PCNSL with long-term CR and without inducing ICANS under tandem CD19/CD22 bispecific CAR-T therapy followed by maintenance therapy with PD-1 and BTK inhibitors. This study shows tremendous potential in the treatment of PCNSL and offers a look toward ongoing clinical studies. 
		                        		
		                        		
		                        		
		                        	
4.Effects of advance care planning on fatigue symptom and psychological condition among patients with chronic heart failure
Xiaoming SI ; Man YU ; Yun ZHANG ; You WU ; Hailing ZHANG ; Xiaoyan GUO ; Tongfeng CHEN
Chinese Journal of Practical Nursing 2022;38(2):81-86
		                        		
		                        			
		                        			Objective:To investigate the application value of advance care planning among patients with chronic heart failure, so as to provide reference for the clinical practice of advance care planning.Methods:A total of 62 chronic heart failure patients from October 2017 to November 2019 in Fuwai Central China Cardiovascular Hospital were assigned to control group and experimental group according to the enrolled time, with 31 cases in each group. The patients in the control group from October 2017 to October 2018 recieved routine nursing, the experimental group from November 2018 to November 2019 carried out advance care planning based on the routine care. Before and after 3 weeks of intervention, the fatigue symptom and psychological condition were assessed by the Multidimensional Fatigue Inventory (MFI-20) and Symptom Checklist 90 (SCL-90), respectively.Results:There was no significant difference in the score of MFI-20 and SCL-90 before intervention between the two groups( P>0.05). After 3 weeks of intervention, the mental fatigue scores and total scores in MFI-20 were (8.23 ± 2.77), (51.00 ± 5.03) points in the experimental group, significantly lower than those in the control group (10.23 ± 2.58), (54.06 ± 5.50) points, the differences were statistically significant ( t=2.94, 2.29, all P<0.05). After 3 weeks of intervention, the somatization, obsessive symptoms, depression, anxiety, hostility scores and total score of SCL-90 were (1.28 ± 0.14), (1.43 ± 0.09), (1.19 ± 0.12), (1.13 ± 0.08), (1.33 ± 0.07), (121.00 ± 3.68) points in the experimental group, significantly lower than those in the control group (1.82 ± 0.44), (1.73 ± 0.58), (1.69 ± 0.12), (1.78 ± 0.13), (1.39 ± 0.10), (144.69 ± 9.09) points, the differences were statistically significant ( t values were 2.76-23.06, all P<0.05). Conclusions:Advance care planning can effectively alleviate fatigue symptom and improve psychological condition of patients with chronic heart failure.
		                        		
		                        		
		                        		
		                        	
5.Effect of asbestos exposure on oxidative stress
XIA Hailing ; JIANG Zhaoqiang ; FENG Lingfang ; YU Min ; ZHANG Min ; CHEN Junqiang ; ZHANG Xing ; LOU Jianlin
Journal of Preventive Medicine 2022;34(1):1-6
		                        		
		                        			Objective :
		                        			To examine the effect of asbestos exposure on oxidative stress, so as to provide insights into the elucidation of pathogenesis and management of asbestos-related diseases. 
		                        		
		                        			Methods :
		                        			Totally 245 subjects were recruited from an asbestos manufacturing area in Zhejiang Province, and their gender, age and history of asbestos exposure were collected through a questionnaire survey. The serum levels of 8-hydroxy-2'deoxyguanosine ( 8-OHdG ), glutathione ( GSH ), malondialdehyde ( MDA ), superoxide dismutase ( SOD ) and total antioxidative capacity ( TAOC ) were measured using an enzyme-linked immunosorbent assay ( ELISA ), and the levels of catalase ( CAT ), peroxiredoxin 2 ( PRX2 ), SOD1, SOD2 and thioredoxin-1 ( TRX1 ) were detected in peripheral white blood cells ( WBCs ) using a liquid-chip assay. Multivariable linear regression analysis was performed to identify the association between asbestos exposure and oxidative stress parameters. 
		                        		
		                        			Results :
		                        			There were 50 subjects without a history of asbestos exposure (unexposed group), 102 subjects with asbestos exposure for less than 10 years ( AE<10-year group ) and 93 subjects with asbestos exposure for 10 years and more ( AE≥10-year group ). No significant differences were found among the three groups in terms of age, gender, proportion of smokers or proportion of alcohol consumers ( P>0.05 ). Significantly higher 8-OHdG and MDA in serum, and higher PRX2 in peripheral WBCs were detected in the AE≥10-year group than in the unexposed group ( P<0.05 ); lower GSH and TAOC in serum, and lower CAT in peripheral WBCs were detected in the AE≥10-year group than in the unexposed group ( P<0.05 ); higher 8-OHdG and MDA in serum, and higher PRX2 in peripheral WBCs were detected in the AE≥10-year group than in the AE<10-year group ( P<0.05 ). Multivariable linear regression analysis showed that asbestos exposure significantly correlated with 8-OHdG, MDA and TAOC in serum, and CAT and PRX2 in peripheral WBCs ( P<0.05 ). 
		                        		
		                        			Conclusion 
		                        			Asbestos exposure may induce the oxidative stress damage, suggesting that oxidative stress may be involved in asbestos-related diseases.
		                        		
		                        		
		                        		
		                        	
6.Ethacrynic acid targets GSTM1 to ameliorate obesity by promoting browning of white adipocytes.
Zhaomeng CUI ; Yang LIU ; Wei WAN ; Yuyan XU ; Yehui HU ; Meng DING ; Xin DOU ; Ruina WANG ; Hailing LI ; Yongmei MENG ; Wei LI ; Wei JIANG ; Zengxia LI ; Yiming LI ; Minjia TAN ; Dengke K MA ; Yu DING ; Jun O LIU ; Cheng LUO ; Biao YU ; Qiqun TANG ; Yongjun DANG
Protein & Cell 2021;12(6):493-501
		                        		
		                        		
		                        		
		                        	
7.Compliance with early Warfarin anticoagulation therapy after mechanical valve replacement and its influencing factors in elderly patients
Pei ZHANG ; Hailing JU ; Rongbin YU ; Ni LI ; Yan SHI
Chinese Journal of Geriatrics 2021;40(2):168-172
		                        		
		                        			
		                        			Objective:To investigate the compliance with early Warfarin anticoagulation therapy after cardiac mechanical valve replacement(MHVR)and its related factors in elderly patients.Methods:The convenience sampling method was used to prospectively recruit 210 patients undergone MHVR at the Ningbo Medical Center of Lihuili Hospital from January 2017 to October 2019.Six months after discharge, face-to-face interviews or telephone follow-ups were conducted to assess general information, warfarin anticoagulation knowledge, anticoagulant treatment compliance and social support.Results:The overall compliance of early Warfarin anticoagulation therapy was excellent, with 99.5% of patients compliant with medication and 99.0% compliant with INR monitoring, both higher than the rate of compliance with advised lifestyle adjustment(92.1%). Anticoagulation knowledge and age were the main influencing factors for compliance in elderly patients after MHVR.Conclusions:The compliance with early Warfarin anticoagulation therapy after MHVR is good in elderly patients in the Ningbo area.The correlation analysis suggests that medical professionals need to promote education on anticoagulation knowledge and pay more attention to anticoagulation compliance in elderly people.
		                        		
		                        		
		                        		
		                        	
8.Twelve-week of sofosbuvir/velpatasvir therapeutic regimen for chronic hepatitis C patients in northwest region of China: a real-world multicenter clinical study
Qiang XU ; Wei ZHANG ; Yuxiu MA ; Caini HE ; Liting ZHANG ; Yilihamu ABULITIFU ; Yu LI ; Nan WANG ; Hongli WANG ; Yunyu ZHAO ; Xu GAO ; Peigen GAO ; Xingyang SU ; Shen LI ; Yuanyuan LIU ; Feng GUO ; Zhangqian CHEN ; Hailing LIU ; Xiaoqin GAO ; Jianjun FU ; Guoying YU ; Xiaozhong WANG ; Jiuping WANG ; Yongping ZHANG ; Fanpu JI
Chinese Journal of Hepatology 2021;29(11):1046-1052
		                        		
		                        			
		                        			Objective:To study the real-world outcome of China FDA-approved Sofosbuvir (SOF)/Velpatasvir (VEL) in Northwest China.Methods:In this multicenter, prospective, real-world cohort study, we recruited patients from 10 sites from Northwest China, who were chronically infected with HCV GTs 1-6 from 06/2018 to 09/2019. Patients received SOF (400mg)/VEL (100mg) for 12 weeks, and with ribavirin 900-1200 mg for GT3 cirrhosis and for any genotype decompensated cirrhosis. The primary endpoint was sustained virological response at 12-weeks post-treatment (SVR12) and safety. The secondary endpoint was the change of liver function after the achievement of SVR12.Results:Totally, 143 patients were enrolled in the study, four patients were lost to follow-up and one died during the follow-up, 138 patients were included in per-protocol analysis. Of the 138 patients, the mean age 53 years, 53.6% male, 94.2% Han nationality, 53.6% liver cirrhosis, 10.1% HBsAg +, 6.5% renal dysfunction, 5.1% treatment-experienced, and 16.7% patients received ribavirin treatment. The genotype distribution was as follows: 35.5% GT1, 42.8% GT2, 15.9% GT3, and 5.8% un-typed. The SVR12 rate was 96.5% (138/143, 95% CI: 93.5%-99.6%) for intention-to-treat analysis, and in per-protocol analysis, all 138 patients obtained SVR12 (100%). Compared with baseline, the serum total bilirubin, ALT and AFP levels decreased (all P < 0.05), as well as increased ALB and platelet count (all P < 0.001) at post-treatment 12-weeks. Overall adverse events (AEs) rate is 29.0%, and the most common AEs were anemia (14.5%) and fatigue (8.0%). Severe side effects (edema and fatigue) occurred in 2 patients, one of whom needed a short-term interruption of treatment due to fatigue. Conclusion:In this real-world cohort study, 12-week SOF/VEL regimen with or without ribavirin achieved high SVR12 rates (96.5%-100% overall) with excellent safety profile among patients with HCV GT1/2/3 infection including patients with GT3 and cirrhosis, and led to improvement of liver function.
		                        		
		                        		
		                        		
		                        	
9.microRNA-30d can inhibit the proliferation, migration and invasion of human mesothelial cell MSTO-211H
Xiuyuan YUAN ; Fangfang ZHANG ; Yali HUANG ; Zhenyu JIA ; Li JU ; Yun XIAO ; Hailing XIA ; Yanan GAO ; Min YU ; Man YU ; Xing ZHANG ; Lijin ZHU
Chinese Journal of Industrial Hygiene and Occupational Diseases 2021;39(2):99-104
		                        		
		                        			
		                        			Objective:To investigate the inhibitory effect and molecular mechanism of microRNA-30d (miR-30d) in the process of proliferation, migration and invasion of malignant mesothelioma cell line MSTO-211H.Methods:In April 2017, the human MSTO-211H cells was used to establish miR-30d overexpressed MSTO-211H cell model by transfection of miR-30d mimics. The qRT-PCR was performed to detect the expression level of miR-30d in the cells transfected miR-30d mimics. The effects of miR-30d on the proliferation, apoptosis, migration and invasion of MSTO-211H cells were analyzed by CCK-8 experiment, flow cytometry, cell scratch experiment and Transwell method.Results:After transfection of miR-30d, the expression level of miR-30d in the MSTO-211H+miR-30d cells group was significantly higher than MSTO-211H+miR NC cells group ( P<0.01) . The cell activity of MSTO-211H+miR-30d group (105.13%±2.35%) was significantly lower than MSTO-211H+miR NC cells group (115.40%±1.35%) , and the level of apoptosis (3.97%±0.36%) was significantly higher than MSTO-211H+miR NC cells group (1.47%±0.10%) ( P<0.01) . The relative migration areas at 12 and 24 h of MSTO-211H+miR-30d cells group (9.35±3.16 μm 2 and 58.19±1.82 μm 2) were significantly lower than MSTO-211H+miR NC cells group (54.42 ±5.26 μm 2 and 88.32 ±1.96 μm 2) ( P<0.01) . Compared with the MSTO-211H+miR NC cells group, the numbers of cell migration and cell invasion were reduced in the MSTO-211H+miR-30d cells group ( P<0.01) . Conclusion:miR-30d can regulate the progression of malignant pleural mesothelioma by inhibiting the proliferation, apoptosis, migration and invasion of MSTO-211H cells.
		                        		
		                        		
		                        		
		                        	
10.microRNA-30d can inhibit the proliferation, migration and invasion of human mesothelial cell MSTO-211H
Xiuyuan YUAN ; Fangfang ZHANG ; Yali HUANG ; Zhenyu JIA ; Li JU ; Yun XIAO ; Hailing XIA ; Yanan GAO ; Min YU ; Man YU ; Xing ZHANG ; Lijin ZHU
Chinese Journal of Industrial Hygiene and Occupational Diseases 2021;39(2):99-104
		                        		
		                        			
		                        			Objective:To investigate the inhibitory effect and molecular mechanism of microRNA-30d (miR-30d) in the process of proliferation, migration and invasion of malignant mesothelioma cell line MSTO-211H.Methods:In April 2017, the human MSTO-211H cells was used to establish miR-30d overexpressed MSTO-211H cell model by transfection of miR-30d mimics. The qRT-PCR was performed to detect the expression level of miR-30d in the cells transfected miR-30d mimics. The effects of miR-30d on the proliferation, apoptosis, migration and invasion of MSTO-211H cells were analyzed by CCK-8 experiment, flow cytometry, cell scratch experiment and Transwell method.Results:After transfection of miR-30d, the expression level of miR-30d in the MSTO-211H+miR-30d cells group was significantly higher than MSTO-211H+miR NC cells group ( P<0.01) . The cell activity of MSTO-211H+miR-30d group (105.13%±2.35%) was significantly lower than MSTO-211H+miR NC cells group (115.40%±1.35%) , and the level of apoptosis (3.97%±0.36%) was significantly higher than MSTO-211H+miR NC cells group (1.47%±0.10%) ( P<0.01) . The relative migration areas at 12 and 24 h of MSTO-211H+miR-30d cells group (9.35±3.16 μm 2 and 58.19±1.82 μm 2) were significantly lower than MSTO-211H+miR NC cells group (54.42 ±5.26 μm 2 and 88.32 ±1.96 μm 2) ( P<0.01) . Compared with the MSTO-211H+miR NC cells group, the numbers of cell migration and cell invasion were reduced in the MSTO-211H+miR-30d cells group ( P<0.01) . Conclusion:miR-30d can regulate the progression of malignant pleural mesothelioma by inhibiting the proliferation, apoptosis, migration and invasion of MSTO-211H cells.
		                        		
		                        		
		                        		
		                        	
            

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