1.Health literacy prediction models based on machine learning methods: a scoping review
PAN Xiang ; TONG Yingge ; LI Yixuan ; NI Ke ; CHENG Wenqian ; XIN Mengyu ; HU Yuying
Journal of Preventive Medicine 2025;37(2):148-153
Objective:
To conduct a scoping review on the types, construction methods and predictive performance of health literacy prediction models based on machine learning methods, so as to provide the reference for the improvement and application of such models.
Methods:
Publications on health literacy prediction models conducted using machine learning methods were retrieved from CNKI, Wanfang Data, VIP, PubMed and Web of Science from inception to May 1, 2024. The quality of literature was assessed using the Prediction Model Risk of Bias ASsessment Tool. Basic characteristics, modeling methods, data sources, missing value handling, predictors and predictive performance were reviewed.
Results:
A total of 524 publications were retrieved, and 22 publications between 2007 and 2024 were finally enrolled. Totally 48 health literacy prediction models were involved, and 25 had a high risk of bias (52.08%), with major issues focusing on missing value handling, predictor selection and model evaluation methods. Modeling methods included regression models, tree-based machine learning methods, support vector machines and neural network models. Predictors primarily encompassed factors at four aspects: individual, interpersonal, organizational and society/policy aspects, with age, educational level, economic status, health status and internet use appearing frequently. Internal validation was conducted in 14 publications, and external validation was conducted in 4 publications. Forty-two models reported the areas under the receiver operating characteristic curve, which ranged from 0.52 to 0.983, indicating good discrimination.
Conclusion
Health literacy prediction models based on machine learning methods perform well, but have deficiencies in risk of bias, data processing and validation.
2.Functional mechanism of curcumin inhibiting growth of malignant glioma by regulating TGF-β1/Smad signaling pathway
Gang ZHAO ; Guo-Dong ZHANG ; Li-Xiang WANG ; Yuan-Chao LI ; Hu ZHOU ; Zhen-Guo CHENG
Chinese Pharmacological Bulletin 2024;40(11):2113-2118
Aim To explore the effect of curcumin on the growth of malignant glioma and the possible mecha-nism.Methods Human glioblastoma cell U87 was taken as the study object.They were randomly separa-ted into the blank control group(without any interven-tion)and low,medium and high curcumin group(10,20 and 40 μmol·L-1),temozolomide group(40μmol·L-1),curcumin 40 μmol·L-1+LY210976110 μmol·L-1,curcumin 40 μmol·L-1+SRI-011381 10 μmol·L-1,then they were intervened for 48 h.The activity,migration and invasion ability of U87 cells in each group were measured by CCK-8 method and Transwell method.The cell cycle changes of U87 cells were measured by flow cytometry.The ex-pression levels of TGF-β1/Smad signaling pathway in U87 cells were measured by Western blotting.Results After 48 h intervention,the percentage of U87 cell activity,cell migration and invasion number in curcu-min group and temozolomide group were lower than those in the blank control group(P<0.05),and all decreased with the increase of curcumin dose(P<0.05).Compared with the blank control group,the number of cells increased in Sub-G0 stage in the curcu-min group and temozolomide group(P<0.05),and decreased in G2/M stage(P<0.05).The protein rel-ative expression levels of TGF-β1,p-Smad 3,N-cad-herin,matrix metalloproteinase(MMP)-2 and MMP-9 in U87 cells in high curcumin group and temozolomide group were lower than those in the blank control group(P<0.05),and the protein relative expression levels of Smad 7 and E-cadherin were higher than those in the blank control group(P<0.05).There was no statisti-cally significant difference between the high curcumin group and temozolomide group(P>0.05).Compared with the high curcumin group,inhibition of TGF-β1/Smad pathway could further inhibit the activity,migra-tion and invasion of U87 cells,reduce the relative ex-pression levels of TGF-β1,P-Smad 3,MMP-2 and MMP-9 proteins(P<0.05),and increase the relative expression levels of Smad 7 and E-cadherin protein(P<0.05),while the TGF-β1/Smad pathway activator was vice versa(P<0.05).Conclusions Curcumin can inhibit the growth of malignant glioma U87 cells,and the mechanism may be related to the regulation of TGF-β1/Smad signaling pathway.
3.Long-term therapeutic efficacy and prognosis analysis of complex high-risk coronary heart disease patients undergoing elective percutaneous coronary intervention with extracorporeal membrane oxygenation combined with intra-aortic balloon pump
Tian-Tong YU ; Shuai ZHAO ; Yan CHEN ; You-Hu CHEN ; Gen-Rui CHEN ; Huan WANG ; Bo-Hui ZHANG ; Xi ZHANG ; Bo-Da ZHU ; Peng HAN ; Hao-Kao GAO ; Kun LIAN ; Cheng-Xiang LI
Chinese Journal of Interventional Cardiology 2024;32(9):501-508
Objective We aimed to compare the efficacy and prognosis of percutaneous coronary intervention(PCI)in complex and high-risk patients with coronary heart disease(CHD)treated with extracorporeal membrane oxygenation(ECMO)combined with intra-aortic balloon pump(IABP)assistance,and explore the application value of combined use of mechanical circulatory support(MCS)devices in complex PCI.Methods A total of patients who met the inclusion criteria and underwent selective PCI supported by MCS at the Department of Cardiology,the First Affiliated Hospital of the Air Force Medical University from January 2018 to December 2022 were continuously enrolled.According to the mechanical circulatory support method,the patients were divided into ECMO+IABP group and IABP group.Clinical characteristics,angiographic features,in-hospital outcomes,and complications were collected.The intra-hospital outcomes and major adverse cardiovascular events(MACE)at one month and one year after the procedure were observed.The differences and independent risk factors between the two groups in the above indicators were analyzed.Results A total of 218 patients undergoing elective PCI were included,of which 66 patients were in the ECMO+IABP group and 152 patients were in the IABP group.The baseline characteristics of the two groups of patients were generally comparable,but the ECMO+IABP group had more complex lesion characteristics.The proportion of patients with atrial fibrillation(6.1%vs.0.7%,P=0.030),left main disease(43.9%vs.27.0%,P=0.018),triple vessel disease(90.9%vs.75.5%,P=0.009),and RCA chronic total occlusion disease(60.6%vs.35.5%,P<0.001)was higher in the ECMO+IABP group compared to the IABP group.The proportion of patients with previous PCI history was higher in the IABP group(32.9%vs.16.7%,P=0.014).There was no statistically significant difference in the incidence of in-hospital complications between the two groups(P=0.176),but the incidence of hypotension after PCI was higher in the ECMO+IABP group(19.7%vs.9.2%,P=0.031).The rates of 1-month MACE(4.5%vs.2.6%,P=0.435)and 1-year MACE(7.6%vs.7.9%,P=0.936)were comparable between the two groups.Multivariate analysis showed that in-hospital cardiac arrest(OR 7.17,95%CI 1.27-40.38,P=0.025)and after procedure hypotension(OR 3.60,95%CI 1.10-11.83,P=0.035)were independent risk factors for the occurrence of 1-year MACE.Conclusions Combination use of ECMO+IABP support can provide complex and high-risk coronary heart disease patients with an opportunity to achieve coronary artery revascularization through PCI,and achieve satisfactory long-term prognosis.
4.Application of ultrasound in differential diagnosis of cystic biliary atresia and choledochal cyst in infants
Yujie HU ; Ting XIAO ; Feixiang XIANG ; Yao DENG ; Yunchao CHEN ; Mingxing XIE ; Cheng YU
Journal of Chinese Physician 2024;26(10):1456-1459
Objective:To evaluate the value of ultrasonography in the differential diagnosis of cystic biliary atresia (CBA) and choledochal cyst (CC) in infants.Methods:CBA or CC children <3 months of age diagnosed by surgery in Union Hospital, Tongji Medical College, Huazhong University of Science and Technology from 2015 to 2023 were collected, and the differences in general conditions and ultrasound manifestations between CBA group and CC group were retrospectively analyzed.Results:Among the 55 children, 30 were in CBA group and 25 were in CC group. The mean length diameter and width diameter of cysts in the CBA group were about (1.45±1.05)cm and (1.04±0.73)cm, respectively, which were significantly smaller than those in the CC group (5.41±2.98)cm and (3.21±2.90)cm ( P<0.001). The incidence of fibrous plaque (50.0%, 15/30) and abnormal gallbladder morphology (73.3%, 22/30) in the CBA group was significantly higher than that in the CC group [4.0%(1/25) and 16.0%(4/25), respectively]. The incidence of intrahepatic biliary mud deposition (52.0%, 13/25) and intrahepatic biliary duct dilation (64.0%, 16/25) in the CC group was significantly higher than that in the CBA group [0, 3.3%(1/30), respectively]. Conclusions:There are some differences in ultrasonography between CBA and CC children. The length and width of cysts in children with CC are significantly larger than those in children with CBA, and biliary mud deposits or intrahepatic bile duct dilatation are seen in the cysts. The incidence of fibrous plaque and abnormal gallbladder morphology in CBA children is significantly higher than that in CC children.
5.Progress in research on health literate schools
Chinese Journal of School Health 2024;45(3):448-451
Abstract
Health literate schools (HeLit-Schools) play a significant role in fostering students health literacy. The paper elucidates the background and conceptual connotations of HeLit-Schools, and analyzes how HeLit-Schools effectively integrate and enhance the health literacy of schools in three aspects: philosophy and core drivers, strategy and method implementation, as well as evaluation mechanisms and standard setting. Furthermore, the paper explores the implications of foreign HeLit-Schools research and practice for China under the context of "Healthy China" construction, as well as the key strategies for Chinese schools in the implementation of HeLit-Schools, aiming to provide a new perspective and theoretical support for Chinese schools to practice the "Healthy China initiative" and strengthen school construction from the perspective of health literacy.
6.Research progress on food literacy assessment tools for children and adolescents
QIAN Jinwei, TONG Yingge, PAN Xiang, YAO Lan, NI Ke, XIN Mengyu, CHENG Wenqian, HU Yuying
Chinese Journal of School Health 2024;45(6):891-894
Abstract
As dietary issues of children and adolescents become increasingly complex, the assessment of food literacy (FL) is increasingly importance. FL involves a comprehensive cognition and practical ability concerning food among children, playing a key role in fostering healthy eating habits and improving health levels. The article explores the definition and connotations of FL, and introduces eight FL assessment tools in terms of theoretical foundations, dimensions, assessment methods, and their reliability and validity. Moreover, it provides a comparative analysis of these tools by examining their dimensional design, evaluation indicators, strengths, and weaknesses, as well as their applicable subjects and scenarios, aiming to offer references for implementing relevant policies and developing more comprehensive and effective FL assessment tools.
7.Determination of Selenium in Organic Matrices Using Hydride Generation Atomic Fluorescence Spectrometry Combined with Online Oxygen Combustion
Yuan-Yuan MA ; Xiao-Hui HU ; Yong-Yu DING ; Xiang-Dong GAO ; Tai-Cheng DUAN
Chinese Journal of Analytical Chemistry 2024;52(10):1602-1608
An online sample decomposition and detection method for high-throughput determination of Se content in organic samples was established based on oxygen combustion combined with hydride generation atomic fluorescence spectrometry.The sole product of Se in oxygen combustion,SeO2,was quantitatively captured on the walls of the combustion flask in an open system.It was then eluted online and reacted in situ with 10%(V/V)HC1 carrier solution and 2%(m/V)NaBH4 reductant solution within the combustion flask.After optimization,for a maximum sample processing amount of 0.2 g,the sample analysis throughput was 20 sample/h.The detection limit(LOD,3SD)for Se reached 0.012 mg/kg,and the relative standard deviations for parallel determinations(RSDs,n=6)was 1.7%.The analytical results of certified reference materials,scallop(GBW10024)and chicken(GBW10018),were consistent with the certified values,and the analytical results of real samples were in good agreement with those obtained by traditional wet digestion.
8.Genomic epidemiology of Vibrio parahaemolyticus from acute diarrheal patients in Shenzhen City from 2013 to 2021.
Li XIE ; Chao YANG ; Min JIANG ; Ya Qun QIU ; Rui CAI ; Lu Lu HU ; Yi Xiang JIANG ; Lei WANG ; Qiong Cheng CHEN ; Shuang WU ; Xiao Lu SHI ; Qing Hua HU ; Ying Hui LI
Chinese Journal of Preventive Medicine 2023;57(3):386-392
Objective: To characterize the prevalence and genomic epidemiology of Vibrio parahaemolyticus from acute diarrheal patients in Shenzhen City from 2013 to 2021. Methods: Based on the Shenzhen Infectious Diarrhea Surveillance System, acute diarrheal patients were actively monitored in sentinel hospitals from 2013 to 2021. Whole-genome sequencing (WGS) of Vibrio parahaemolyticus isolates was performed, and the genomic population structure, serotypes, virulence genes and multilocus sequence typing were analyzed. Outbreak clusters from 2019 to 2021 were explored based on single-nucleotide polymorphism analysis. Results: A total of 48 623 acute diarrhea cases were monitored in 15 sentinel hospitals from 2013 to 2021, and 1 135 Vibrio parahaemolyticus strains were isolated, with a positive isolation rate of 2.3%. Qualified whole-genome sequencing data of 852 isolates were obtained. Eighty-nine serotypes, 21 known ST types and 5 new ST types were identified by sequence analysis, and 93.2% of strains were detected with toxin profile of tdh+trh-. 8 clonal groups (CGs) were captured, with CG3 as the absolute predominance, followed by CG189. The CG3 group was dominated by O3:K6 serotype and ST3 sequence type, while CG189 group was mainly O4:KUT, O4:K8 serotypes and ST189a and ST189 type. A total of 13 clusters were identified, containing 154 cases. About 30 outbreak clusters with 29 outbreak clusters caused by CG3 strains from 2019 to 2021. Conclusion: Vibrio parahaemolyticus is a major pathogen of acute infectious diarrhea in Shenzhen City, with diverse population structures. CG3 and CG189 have been prevalent and predominant in Shenzhen City for a long time. Scattered outbreaks and persistent sources of contamination ignored by traditional methods could be captured by WGS analysis. Tracing the source of epidemic clone groups and taking precise prevention and control measures are expected to significantly reduce the burden of diarrhea diseases caused by Vibrio parahaemolyticus infection in Shenzhen City.
Humans
;
Vibrio parahaemolyticus/genetics*
;
Diarrhea/epidemiology*
;
Foodborne Diseases/epidemiology*
;
Serogroup
;
Genomics
;
Dysentery
;
Vibrio Infections/epidemiology*
;
Serotyping
9.Survey on the awareness and application of radiation shielding specifications for γ-ray radiotherapy room
Chenzhi JIA ; Chuanpeng HU ; Xiaojun CHENG ; Yongzhong MA ; Xiang DU ; Zechen FENG ; Zipo ZHAI ; Wei LI ; Zhen ZHANG
China Occupational Medicine 2023;50(1):94-98
10.Clinical efficacy of radiofrequency ablation guided by CT hepatic arteriography in the treatment of multiple nodular liver metastases of colorectal cancer
Xiang GENG ; Hailiang LI ; Chenyang GUO ; Hongtao HU ; Hongtao CHENG ; Quanjun YAO ; Lin ZHENG ; Ke ZHAO
Chinese Journal of Hepatobiliary Surgery 2023;29(6):423-427
Objective:To evaluate the safety and efficacy of radiofrequency ablation guided by CT hepatic arteriography (CTHA) in the treatment of multiple nodular liver metastases of colorectal cancer.Methods:Clinical data of 32 patients with liver metastasis of colorectal cancer who underwent femoral arterial catheterization and percutaneous radiofrequency ablation guided by CT hepatic arteriography (CTHA) at the Affiliated Cancer Hospital of Zhengzhou University from March 2020 to September 2021 were retrospectively analyzed, including 21 males and 11 females, aged (53.2±9.9) years old. Before ablation, the angiography catheter were placed in the common or proper hepatic artery under the digital subtraction angiography (DSA). The patients were then transferred to a CT operating room. Under general anesthesia, contrast agent was injected into the indwelling angiography catheter and percutaneous radiofrequency ablation guided by CTHA was performed. The presentation of lesions, the dosage of contrast agent and complications during ablation were analyzed, and the treatment outcome was followed up outpatient or inpatient review.Results:All 32 patients uneventfully underwent DSA-guided angiography catheter placement, and CTHA-guided radiofrequency ablation was successfully performed in 97 lesions, with a technical success rate of 100% (97/97). The difference between CT values at the lesion enhancement site and peri-tumor hepatic parenchyma were greater than 25 HU. The total amount of contrast agent used during the procedure was 63.9±14.7 ml. All ablation-related complications were graded as A or B according to the Society of Interventional Radiology classification system. The complete ablation rate assessed by CTHA after the ablation was 100% (97/97). The rate of lesion necrosis was 100% evaluated by MRI one month after ablation. All patients were followed up and no recurrence was observed in 97 ablated lesions by the end of follow-up period.Conclusion:Radiofrequency ablation guided by CTHA is safe and feasible for the treatment of multiple nodular liver metastases of colorectal cancer, which could reduce the local recurrence of lesions after ablation.


Result Analysis
Print
Save
E-mail