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.Safety analysis of Yttrium-90 resin microsphere selective internal radiation therapy on malignant liver tumors
Jia CAI ; Shiwei TANG ; Rongli LI ; Mingxin KONG ; Hongyan DING ; Xiaofeng YUAN ; Yuying HU ; Ruimei LIU ; Xiaoyan ZHU ; Wenjun LI ; Haibin ZHANG ; Guanwu WANG
Chinese Journal of Clinical Medicine 2025;32(1):24-29
Objective To explore the safety of Yttrium-90 resin microsphere selective internal radiation therapy (90Y-SIRT) on malignant liver tumors. Methods A retrospective analysis was conducted on 64 patients with malignant liver tumors who underwent 90Y-SIRT from February 2023 to November 2024 at Weifang People’s Hospital. The clinical characteristics of the patients and the occurrence of adverse reactions after treatment were analyzed to assess the safety of 90Y-SIRT. Results Among the 64 patients, there were 52 males (81.25%) and 12 females (18.75%); the average age was (56.29±11.08) years. Seven patients (10.94%) had tumors with maximum diameter of less than 5 cm, 38 patients (59.38%) had tumors with maximum diameter of 5-10 cm, and 19 patients (29.68%) had tumors with maximum diameter of greater than 10 cm. There were 47 cases (73.44%) of solitary lesions and 17 cases (26.56%) of multiple lesions; 53 cases (82.81%) were primary liver cancers and 11 cases (17.19%) were metastatic liver cancers. Of the 64 patients, 63 successfully completed the Technetium-99m macroaggregated albumin (99mTc-MAA) perfusion test and received the 90Y-SIRT; one patient received 90Y-SIRT after the second 99mTc-MAA perfusion test due to a work error. The most common adverse reactions included grade 1 alanine aminotransferase (ALT) elevation in 26 cases (40.62%) and grade 2 in 2 cases (9.37%), grade 1 aspartate aminotransferase (AST) elevation in 27 cases (42.18%) and grade 2 in 7 cases (10.93%); grade 1 nausea in 17 cases (26.56%) and grade 2 in 6 cases (9.37%); grade 1 abdominal pain in 12 cases (18.75%), grade 2 in 5 cases (7.81%), and grade 3 in 1 case (1.56%); grade 1 vomiting in 11 cases (17.18%), grade 2 in 5 cases (7.81%), and grade 3 in 1 case (1.56%). Conclusion The adverse reactions of 90Y-SIRT for treating malignant liver tumors are mild, indicating good safety.
3.Sequential Administration of Dihuang Baoyuan Granules and Fuling Yunhua Granules for Teating Type 2 Diabetes Mellitus in Mice
Huiyi XIE ; Junran CHEN ; Boning HUANG ; Xinrong YANG ; Fangle LIU ; Yuying ZHENG ; Haiyu ZHAO ; Tianbao HU ; Baoqin LIN
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(11):155-163
ObjectiveTo investigate the therapeutic effect of sequential administration of Dihuang Baoyuan granules (DHBY, the prescription for consolidating body resistance) and Fuling Yunhua granules (FLYH, the prescription for treating symptoms) on spontaneous type 2 diabetes mellitus (T2DM) in mice. MethodsAccording to the fasting blood glucose (FBG) level, 12-week-old db/db mice were randomized into six groups: model, DHBY (18.02 g·kg-1), FLYH (14.80 g·kg-1), sequential administration 1 (SEQ-1, DHBY 18.02 g·kg-1+FLYH 14.80 g·kg-1), sequential administration 2 (SEQ-2, FLYH 14.80 g·kg-1+DHBY 18.02 g·kg-1), and dapagliflozin (Dapa, 1.3 mg·kg-1). The m/m mice in the same litter were selected as the normal group. The mice were administrated with corresponding drugs by gavage for 8 consecutive weeks. During the 8 weeks of drug administration and 2 weeks after withdrawal, the retinal thickness, FBG, hemoglobin A1c (HbA1c), and insulin were determined, and histopathological changes of the pancreas, liver, kidney, and retina were observed by hematoxylin-eosin (HE) staining. ResultsCompared with the model group, SEQ-1 for 4 weeks lowered the FBG level (P<0.05), raised the insulin level, decreased the triglyceride (TG) level (P<0.05), increased the number of optic ganglion cells and diminished vacuolar degeneration of pancreatic islet and liver. SEQ-2 lowered FBG and HbA1c levels (P<0.05), rose the insulin level, increased the retinal thickness and the number of optic ganglion cells (P<0.05), and alleviated vacuolar degeneration of pancreatic islet and liver. Two weeks after drug withdrawal, Dapa tended to increase FBG and HbA1c compared with those at the time of drug withdrawal. However, the levels of FBG and HbA1c in the SEQ-2 group remained decreasing (P<0.05). ConclusionSEQ-1 and SEQ-2 can lower the blood glucose level and ameliorate diabetic retinopathy, and SEQ-2 outperformed DHBY and FLYH in lowering the blood glucose level. Moreover, SEQ-2 can maintain the blood glucose-lowering effect after drug withdrawal.
4.Sequential Administration of Dihuang Baoyuan Granules and Fuling Yunhua Granules for Teating Type 2 Diabetes Mellitus in Mice
Huiyi XIE ; Junran CHEN ; Boning HUANG ; Xinrong YANG ; Fangle LIU ; Yuying ZHENG ; Haiyu ZHAO ; Tianbao HU ; Baoqin LIN
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(11):155-163
ObjectiveTo investigate the therapeutic effect of sequential administration of Dihuang Baoyuan granules (DHBY, the prescription for consolidating body resistance) and Fuling Yunhua granules (FLYH, the prescription for treating symptoms) on spontaneous type 2 diabetes mellitus (T2DM) in mice. MethodsAccording to the fasting blood glucose (FBG) level, 12-week-old db/db mice were randomized into six groups: model, DHBY (18.02 g·kg-1), FLYH (14.80 g·kg-1), sequential administration 1 (SEQ-1, DHBY 18.02 g·kg-1+FLYH 14.80 g·kg-1), sequential administration 2 (SEQ-2, FLYH 14.80 g·kg-1+DHBY 18.02 g·kg-1), and dapagliflozin (Dapa, 1.3 mg·kg-1). The m/m mice in the same litter were selected as the normal group. The mice were administrated with corresponding drugs by gavage for 8 consecutive weeks. During the 8 weeks of drug administration and 2 weeks after withdrawal, the retinal thickness, FBG, hemoglobin A1c (HbA1c), and insulin were determined, and histopathological changes of the pancreas, liver, kidney, and retina were observed by hematoxylin-eosin (HE) staining. ResultsCompared with the model group, SEQ-1 for 4 weeks lowered the FBG level (P<0.05), raised the insulin level, decreased the triglyceride (TG) level (P<0.05), increased the number of optic ganglion cells and diminished vacuolar degeneration of pancreatic islet and liver. SEQ-2 lowered FBG and HbA1c levels (P<0.05), rose the insulin level, increased the retinal thickness and the number of optic ganglion cells (P<0.05), and alleviated vacuolar degeneration of pancreatic islet and liver. Two weeks after drug withdrawal, Dapa tended to increase FBG and HbA1c compared with those at the time of drug withdrawal. However, the levels of FBG and HbA1c in the SEQ-2 group remained decreasing (P<0.05). ConclusionSEQ-1 and SEQ-2 can lower the blood glucose level and ameliorate diabetic retinopathy, and SEQ-2 outperformed DHBY and FLYH in lowering the blood glucose level. Moreover, SEQ-2 can maintain the blood glucose-lowering effect after drug withdrawal.
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.Expression of alcohol dehydrogenase 1 A and vascular endothelial growth factor-A in hepatocellular carcinoma
Lele XUE ; Yuying JING ; Kaige YANG ; Liwen QI ; Tong WU ; Yilin REN ; Yichen ZANG ; Lianghai WANG ; Haijun ZHANG ; Weihua LIANG ; Jianming HU
Acta Universitatis Medicinalis Anhui 2024;59(3):499-505
Objective To investigate the expression,synergistic relationship and clinical significance of alcohol de-hydrogenase(ADH1A)and vascular endothelial growth factor-A(VEGFA)in hepatocellular carcinoma(HCC).Methods The expression and correlation of ADH1A and VEGFA in HCC and adjacent normal tissues were ana-lyzed by GEPIA.TCGA and GSEA were used to analyze the pathway of ADH1A in HCC.The clinical and patho-logical data of 84 patients with HCC were collected,and 54 patients with paracancer normal tissue samples were se-lected as controls to analyze the correlation between ADH1A and VEGFA and clinicopathological parameters of HCC.Immunohistochemistry was used to detect the protein expression of ADH1A and VEGFA in cases and con-trols,and the correlation between the expression of ADH1A and VEGFA and the clinical progression and prognosis of patients with HCC was analyzed based on clinical pathological parameters and Kaplan-Meier.Results Bioinfor-matics analysis found that ADH1A was low-expressed in HCC and VEGFA was highly expressed in HCC,and there was a negative correlation between the two(P<0.001);immunohistochemical detection results showed that the expression of ADH1A in HCC tissue was lower than that in normal tissue adjacent to cancer(P<0.01)while the expression rate of VEGFA in HCC tissue was significantly higher than that of normal tissue adjacent to cancer(P<0.01);The recurrence rate of vascular thrombus and HCC patients in HCC group with high expression of ADH1A was lower(P<0.05).The proportion of tumor diameter>5 cm,high TNM stage,microsatellite and G2-G3 dif-ferentiation in HCC tissues in VEGFA high expression group was higher(P<0.05).Kaplan-Meier survival analy-sis showed that patients with high ADH1A expression and low VEGFA expression had a higher five-year survival rate.Conclusion Low expression of ADH1A and high expression of VEGFA in tumor tissues of patients with HCC indicate tumor progression and can be used as one of the prognostic evaluation indicators for patients with HCC.
8.Expression and significance of miR-223-3p in serum of pregnant women with preterm premature rupture of membranes
Yuying HU ; Jinming ZHU ; Jie LIU ; Yawen PAN ; Qian ZHANG ; Jinqiu FENG
The Journal of Practical Medicine 2024;40(9):1275-1279
Objective Investigate the expression level and clinical significance of microRNA-223-3p(miR-223-3p)in the serum of pregnant women with preterm premature rupture of membranes(PPROM).Methods A total of 91 pregnant women who underwent cesarean delivery at the Xuzhou Maternal and Child Health Hospital affiliated with Xuzhou Medical University between April and September 2023 were selected for the study.This included 60 cases of PPROM and 31 cases of term normal pregnant women as the research subjects.The study group was divided based on the pathological results of the membranes into:PPROM group without histological chorioamnionitis(HCA)(PPROM group,n = 37),and PPROM group with HCA(PPROM+HCA group,n = 23).Serum samples from pregnant women were collected before hospital treatment,and the expression level of miR-223-3p in the serum was detected by quantitative real-time PCR(qRT-PCR).The levels of inflammatory factors such as IL-1β,IL-6,IL-8,and TNF-α in the serum were measured by enzyme-linked immunosorbent assay(ELISA).Results The expression level of miR-223-3p in the serum of the PPROM+HCA group was significantly higher than that of the PPROM group and the normal group(P<0.05).The expression levels of IL-1β,IL-6,IL-8,and TNF-α in the serum of the PPROM+HCA group were also significantly higher than those of the PPROM group and the normal group(P<0.05).There was a positive correlation between the expression level of miR-223-3p in the serum of the PPROM+HCA group and the expression levels of IL-1β,IL-6,IL-8,and TNF-α(r = 0.553,0.505,0438,0.656,P<0.05).Conclusion The upregulation of miR-223-3p in the serum of pregnant women with PPROM+HCA is associated with the severity of inflammation in PPROM.
9.Correlation of expression of GDF-8 and Sir4 with myocardial remodeling and cardiac dysfunction in elderly patients with CHF
Shenshen ZHU ; Yanmin HU ; Yuying WANG ; Yaping HUANG ; Zhaoke WU
Chinese Journal of Geriatric Heart Brain and Vessel Diseases 2024;26(11):1287-1291
Objective To explore the expression of serum growth differentiation factor-8(GDF-8)and silent information regulator 4(Sir4)in elderly patients with chronic heart failure(CHF)and their relationship with left ventricular remodeling and cardiac function.Methods A total of 300 CHF patients admitted in our hospital from Jan 2021 to Dec 2023 were recruited and assigned into an observation group,and 100 healthy individuals who took physical examination during the same period served as control group.Based on New York Heart Association(NYHA)heart function classification,the patients in the observation group were divided into Grade Ⅰ(60 cases),Ⅱ(72 cases),Ⅲ(102 cases),and Ⅳ(66 cases)subgroups.Their clinical data were collected,serum GDF-8 and Sir4 levels were detected,left ventricular remodeling was evaluated with echocardiography,and cardiac dysfunction was assessed with NYHA cardiac function grading.Pearson and Spearman correlation analyses were used to analyze the correlation of GDF-8 and Sir4 levels with left ven-tricular remodeling and myocardial injury.Results The observation group had significantly larger left atrial diameter(LAD)and left ventricular end diastolic diameter(LVEDD),thicker left ven-tricular posterior wall thickness(LVPWT)and interventricular septum thickness(IVST),and higher left ventricular mass index(LVMI)and serum Sir4 and GDF-8 levels(42.46±4.75 mm vs 36.39±5.33 mm,54.63±7.96 mm vs 47.42±8.08 mm,9.44±1.21 mm vs 8.49±0.88 mm,9.27±1.58 mm vs 8.66±1.71 mm,141.49±5.32 g/m2 vs 106.52±7.33 g/m2,3.69±1.06 g/L vs 1.48±0.42 g/L,33.75±10.64 g/L vs 19.08±5.13 g/L,P<0.01),but lower LVEF[(40.02±10.14)%vs(63.64±6.13)%,P<0.01]and left ventricular remodeling index(LVRI,1.05±0.24 g/ml vs 1.32±0.33 g/ml,P<0.01)when compared with the control group.The levels of Sir4 and GDF-8,as well as LVMI,were gradually increased,while the LVRI was decreased in Grades Ⅰ,Ⅱ,Ⅲ,and Ⅳ subgroups in turn,with statistical differences in the subgroups(P<0.01).Pearson and Spearman correlation analyses showed that Sir4 and GDF-8 levels were positively correlated with LAD,LVEDD,LVPWT,IVST,LVMI,and NHYA cardiac function grade(P<0.01),and nega-tively with LVEF and LVRI(P<0.01).Conclusion Serum Sir4 and GDF-8 levels are abnormally elevated in elderly CHF patients,and their levels are positively correlated with the severity of left ventricular remodeling and the severity of cardiac dysfunction.
10.Role of General Anesthesia and Rapid On-site Evaluation in the Diagnosis of Lung Cancer with EBUS-TBNA
Chinese Journal of Lung Cancer 2024;27(2):96-101
Background and objective Lung cancer is a common malignant tumor of respiratory system.Endo-bronchial ultrasound-guided transbronchial needle aspiration(EBUS-TBNA)is a valuable tool for the diagnosis and staging of lung cancer.EBUS-TBNA is predominantly performed under local anesthesia or conscious sedation.However,the diagnostic performance of EBUS-TBNA under general anesthesia and in conjunction with rapid on-site evaluation(ROSE)remains un-certain.This study aims to investigate the value of general anesthesia and ROSE in the diagnosis of lung cancer with EBUS-TB-NA.Methods A retrospective analysis was conducted on 164 patients treated in the Department of Respiratory and Critical Care Medicine of The Affiliated Hospital of Southwest Medical University from January 2018 to December 2022.All patients were preoperatively suspected of lung cancer and underwent EBUS-TBNA.Based on whether they received general anesthesia and ROSE,the patients were divided into three groups:local anesthesia group(LA group)(n=54),general anesthesia group(GA group)(n=67)and general anesthesia with ROSE group(GA-ROSE group)(n=43).The puncture characteristics and diagnostic differences were analyzed among the groups.Results The number of lymph node puncture needles in the LA group was higher than in GA-ROSE group(P<0.01).The overall diagnostic rates of EBUS-TBNA for the three groups were 87.04%,89.55%and 90.70%,respectively,with malignant tumor diagnostic rates of 88.24%,88.89%and 94.74%.No statistically significant differ-ences were observed among the three groups(P>0.05).There were no instances of severe complications or adverse anesthesia reactions in any of the groups.Conclusion Compared to the combination of local anesthesia with intravenous analgesia and sedation,the implementation of EBUS-TBNA under general anesthesia,with or without ROSE,achieves equally accurate re-sults,and general anesthesia combined with ROSE can reduce in the number of lymph node puncture needles.


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