1.Influence of CYP2C19 gene polymorphism on platelet function and inflammatory cytokines and analysis of factors associated with poor prognosis in elderly patients with ischemic stroke
Hai LIANG ; Hong ZHANG ; Runan XIA ; Huijuan CHEN ; Mengyu JIANG ; Fanqin LI ; Panpan DI ; Miao YANG
China Pharmacy 2026;37(6):782-787
OBJECTIVE To investigate the influence of CYP2C19 gene polymorphism on platelet function and inflammatory cytokines in elderly patients with ischemic stroke, and to analyze potential factors associated with poor prognosis. METHODS A retrospective study was conducted on elderly patients with ischemic stroke admitted to our hospital from June 2024 to June 2025, wh o underwent CYP2C19 genotype testing and received antiplatelet therapy with clopidogrel. The levels of platelet function indicators and inflammatory cytokines before and after treatment were compared among patients with different metabolic phenotypes. Based on the prognosis at 6 months post-treatment, patients were divided into poor prognosis group and good prognosis group. Univariate analysis was performed on general data, metabolic phenotype, the levels of platelet function indicators and inflammatory cytokines. Variables with P <0.05 and the levels of inflammatory cytokines before treatment were included in a multivariate Logistic regression analysis to identify independent risk factors for poor prognosis. Multiple linear regression was used to further analyze the relationship between metabolic phenotypes and inflammatory cytokines. RESULTS A total of 448 elderly patients with ischemic stroke were included; among them, 162 cases were normal metabolic phenotype, 218 were intermediate metabolic phenotype, and 68 were poor metabolic phenotype. No rapid or ultrarapid metabolic phenotypes were observed. After treatment, platelet aggregation rate, the levels of P-selectin and platelet activated complex-1 (PAC-1), high-sensitivity C-reactive Protein (hs-CRP), interleukin-1β (IL-1β), IL-6 and tumor necrosis factor-α (TNF-α) in the normal metabolic phenotype group, intermediate metabolic phenotype group, and poor metabolic phenotype group (except for platelet aggregation rate, and the levels of P-selectin and PAC-1 in the poor metabolic phenotype group) were significantly lower than those before treatment in the same group. Moreover, the above indicators in the normal metabolic phenotype group were significantly lower than those in the intermediate and poor metabolic phenotype groups at the corresponding time, and the levels of platelet function indicators in the intermediate metabolic phenotype group were significantly lower than those in the poor metabol ic phenotype group at the corresponding time ( P <0.05). Univariate and multivariate Logistic regression analyses showed that combined with hypertension, combined with diabetes mellitus, and intermediate or poor metabolic genotypes were independent risk factors for poor prognosis in elderly patients with ischemic stroke ( P <0.05). Multiple linear regression analysis showed that serum levels of hs-CRP, IL-1β, IL-6 and TNF-α before treatment were significantly higher in patients with intermediate and poor metabolic genotypes compared to those with normal metabolic genotype ( P <0.05), with a greater magnitude of increase in inflammatory cytokines observed in the patients with poor metabolic genotype. CONCLUSIONS The elderly ischemic stroke patients with CYP2C19 intermediate and poor metabolic genotypes have poor inhibition effect on platelet and higher levels of inflammatory cytokines than normal metabolic genotype; CYP2C19 gene polymorphism, and in combination with hypertension and diabetes, can be used as independent predictors of poor prognosis.
2.Extraction,Separation and Hypoglycemic Activity Analysis of Polysaccharides from Brassica rapa
Mengyu HOU ; Ruina XU ; Qingsong LI ; Shaoxuan LI ; Xinying MA ; Yaohui YE
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(10):219-228
ObjectiveTo optimize the extraction method for polysaccharides from turnip(Brassica rapa), and analyze and evaluate the primary structure of the isolated and purified turnip polysaccharide fraction(BP-1) and its hypoglycemic effects in diabetic zebrafish. MethodsTaking polysaccharide yield as the evaluation index, a semi-bionic extraction method was employed. Single-factor experiments and Box-Behnken response surface methodology were used to investigate three factors of solid-to-liquid ratio, extraction time and extraction temperature, in order to optimize the extraction process. BP-1 was isolated and purified using the Sevage method and DEAE-52 cellulose column chromatography. Structural characterization of the turnip polysaccharides was performed using ultraviolet-visible spectrophotometry(UV), gas chromatography-mass spectrometry(GC-MS), Congo red assay, and Fourier-transform infrared spectroscopy(FT-IR) to determine purity, monosaccharide composition, triple-helix structure, and functional groups. The microstructure of the polysaccharides was observed using scanning electron microscopy(SEM) and atomic force microscopy(AFM). Zebrafish were divided into the blank group(adding E3 medium), and BP-1-1, BP-1-10, BP-1-50, BP-1-200, BP-1-1 000 groups(adding BP-1 solutions at concentrations of 1, 10, 50, 200, 1 000 mg·L-1, respectively), and zebrafish embryos were subjected to a 96-hour exposure experiment. The maximum tolerated concentration of BP-1 in zebrafish was determined by evaluating its effects on phenotype, survival rate, malformation rate, and heart rate. Experimental animals were randomly divided into the blank group, model group, BP-1-10 group(10 mg·L-1), BP-1-50 group(50 mg·L-1), and BP-1-200 group(200 mg·L-1). The blank group was cultured in E3 medium, the model and treatment groups were induced to establish a diabetic model in 4 day-post-fertilization(dpf) zebrafish embryos using 10 g·L-1 of glucose combined with 500 µmol·L-1 of alloxan. The treatment groups received corresponding doses of BP-1 solution, while the blank and model groups received an equal volume of saline. Glucose and insulin(INS) levels were measured using enzyme-linked immunosorbent assay(ELISA) kits, the effects on the liver were observed by hematoxylin-eosin(HE) histopathological sections. The mRNA expression levels of glucagon(Glucagon), insulin(Insa), and phosphoenolpyruvate carboxykinase 1(PCK1) were detected with real-time fluorescence quantitative polymerase chain reaction(Real-time PCR). ResultsThe optimized extraction conditions were determined as follows:solid-to-liquid ratio of 1∶40(g·mL-1), extraction time of 66 min, and extraction temperature of 79 ℃. Under these conditions, the yield of turnip polysaccharides was (10.34±0.96)%. UV analysis indicated that BP-1 contained no proteins or nucleic acids, GC-MS analysis revealed that BP-1 consisted of six monosaccharides(arabinose, rhamnose, ribose, mannose, galactose and glucose). Congo red assay indicated that the molecular conformation did not exhibit a triple-helix structure, FT-IR analysis showed the presence of α-glycosidic bonds and uronic acids, SEM analysis revealed an irregular flaky structure with a flat and smooth surface, AFM analysis suggested that the aggregated structure might be formed by the entanglement of molecular chains and intramolecular hydrogen bonding. The maximum tolerated concentration of BP-1 in zebrafish over 96 h was determined to be 200 mg·L-1. Pharmacodynamic results showed that, compared with the blank group, the model group exhibited significantly increased glucose levels and significantly decreased INS levels(P<0.01). Compared with the model group, the BP-1-50 group significantly reduced glucose levels and increased INS levels(P<0.05). Histopathological examination of liver tissue revealed that various doses of BP-1 had a certain reparative effect on damaged liver tissue. The liver tissue structure in the BP-1-200 group was nearly normal, with hepatocytes appearing plump. Real-time PCR results showed that, compared with the blank group, the model group exhibited significantly upregulated mRNA expressions of Glucagon and PCK1, and significantly downregulated mRNA expression of Insa(P<0.01). Compared with the model group, the BP-1-50 and BP-1-200 groups showed significantly downregulated mRNA expressions of Glucagon and PCK1, and significantly upregulated mRNA expression of Insa(P<0.01). ConclusionThe semi-bionic extraction method for turnip polysaccharides yields a high extraction rate, is simple to operate, has low costs, making it suitable for large-scale industrial production. BP-1 consists of six monosaccharides, contains α-glycosidic bonds and uronic acids, exhibits hypoglycemic activity, and provides a certain protective effect on the liver of alloxan-induced diabetic model zebrafish.
3.Extraction,Separation and Hypoglycemic Activity Analysis of Polysaccharides from Brassica rapa
Mengyu HOU ; Ruina XU ; Qingsong LI ; Shaoxuan LI ; Xinying MA ; Yaohui YE
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(10):219-228
ObjectiveTo optimize the extraction method for polysaccharides from turnip(Brassica rapa), and analyze and evaluate the primary structure of the isolated and purified turnip polysaccharide fraction(BP-1) and its hypoglycemic effects in diabetic zebrafish. MethodsTaking polysaccharide yield as the evaluation index, a semi-bionic extraction method was employed. Single-factor experiments and Box-Behnken response surface methodology were used to investigate three factors of solid-to-liquid ratio, extraction time and extraction temperature, in order to optimize the extraction process. BP-1 was isolated and purified using the Sevage method and DEAE-52 cellulose column chromatography. Structural characterization of the turnip polysaccharides was performed using ultraviolet-visible spectrophotometry(UV), gas chromatography-mass spectrometry(GC-MS), Congo red assay, and Fourier-transform infrared spectroscopy(FT-IR) to determine purity, monosaccharide composition, triple-helix structure, and functional groups. The microstructure of the polysaccharides was observed using scanning electron microscopy(SEM) and atomic force microscopy(AFM). Zebrafish were divided into the blank group(adding E3 medium), and BP-1-1, BP-1-10, BP-1-50, BP-1-200, BP-1-1 000 groups(adding BP-1 solutions at concentrations of 1, 10, 50, 200, 1 000 mg·L-1, respectively), and zebrafish embryos were subjected to a 96-hour exposure experiment. The maximum tolerated concentration of BP-1 in zebrafish was determined by evaluating its effects on phenotype, survival rate, malformation rate, and heart rate. Experimental animals were randomly divided into the blank group, model group, BP-1-10 group(10 mg·L-1), BP-1-50 group(50 mg·L-1), and BP-1-200 group(200 mg·L-1). The blank group was cultured in E3 medium, the model and treatment groups were induced to establish a diabetic model in 4 day-post-fertilization(dpf) zebrafish embryos using 10 g·L-1 of glucose combined with 500 µmol·L-1 of alloxan. The treatment groups received corresponding doses of BP-1 solution, while the blank and model groups received an equal volume of saline. Glucose and insulin(INS) levels were measured using enzyme-linked immunosorbent assay(ELISA) kits, the effects on the liver were observed by hematoxylin-eosin(HE) histopathological sections. The mRNA expression levels of glucagon(Glucagon), insulin(Insa), and phosphoenolpyruvate carboxykinase 1(PCK1) were detected with real-time fluorescence quantitative polymerase chain reaction(Real-time PCR). ResultsThe optimized extraction conditions were determined as follows:solid-to-liquid ratio of 1∶40(g·mL-1), extraction time of 66 min, and extraction temperature of 79 ℃. Under these conditions, the yield of turnip polysaccharides was (10.34±0.96)%. UV analysis indicated that BP-1 contained no proteins or nucleic acids, GC-MS analysis revealed that BP-1 consisted of six monosaccharides(arabinose, rhamnose, ribose, mannose, galactose and glucose). Congo red assay indicated that the molecular conformation did not exhibit a triple-helix structure, FT-IR analysis showed the presence of α-glycosidic bonds and uronic acids, SEM analysis revealed an irregular flaky structure with a flat and smooth surface, AFM analysis suggested that the aggregated structure might be formed by the entanglement of molecular chains and intramolecular hydrogen bonding. The maximum tolerated concentration of BP-1 in zebrafish over 96 h was determined to be 200 mg·L-1. Pharmacodynamic results showed that, compared with the blank group, the model group exhibited significantly increased glucose levels and significantly decreased INS levels(P<0.01). Compared with the model group, the BP-1-50 group significantly reduced glucose levels and increased INS levels(P<0.05). Histopathological examination of liver tissue revealed that various doses of BP-1 had a certain reparative effect on damaged liver tissue. The liver tissue structure in the BP-1-200 group was nearly normal, with hepatocytes appearing plump. Real-time PCR results showed that, compared with the blank group, the model group exhibited significantly upregulated mRNA expressions of Glucagon and PCK1, and significantly downregulated mRNA expression of Insa(P<0.01). Compared with the model group, the BP-1-50 and BP-1-200 groups showed significantly downregulated mRNA expressions of Glucagon and PCK1, and significantly upregulated mRNA expression of Insa(P<0.01). ConclusionThe semi-bionic extraction method for turnip polysaccharides yields a high extraction rate, is simple to operate, has low costs, making it suitable for large-scale industrial production. BP-1 consists of six monosaccharides, contains α-glycosidic bonds and uronic acids, exhibits hypoglycemic activity, and provides a certain protective effect on the liver of alloxan-induced diabetic model zebrafish.
4.Diagnostic value of serum lncRNA H19 and miR-22-3p in patients with acute myocardial infarction
Sheng ZHAO ; Dinghong LIU ; Mengyu ZHU ; Li RONG ; Wei CHENG ; Yanlin GAO
Acta Universitatis Medicinalis Anhui 2026;61(5):855-860
ObjectiveTo explore the expression levels of long non-coding RNA (lncRNA) H19 and microRNA-22-3p (miR-22-3p) in the serum of patients with acute myocardial infarction (AMI) and their diagnostic value for AMI. MethodsA total of 176 AMI patients were selected as the experimental group and were divided into ST-segment elevation myocardial infarction (STEMI) group (n=95) and non-ST-segment elevation myocardial infarction (NSTEMI) group (n=81) based on their medical history and electrocardiogram. Meanwhile, 156 patients with negative angiography during the same period were selected as the control group (CON group). The relative expression levels of lncRNA H19 and miR-22-3p in the serum of the two groups were detected by real-time fluorescence quantitative polymerase chain reaction. The diagnostic value of miR-22-3p and lncRNA H19 in AMI was evaluated by receiver operating characteristic curve (ROC) analysis. The levels of serum cardiac troponin I (cTnI), creatine kinase (CK), creatine kinase MB isoenzyme (CK-MB), and high-sensitivity C-reactive protein (CRP) were detected in all study subjects. Spearman correlation analyses were used to evaluate the correlations between lncRNA H19 and miR-22-3p and cTnI, CK, CK-MB and CRP. ResultsCompared with the control group, the expression level of lncRNA H19 was upregulated and the expression level of miR-22-3p was downregulated in the AMI group (all P<0.01); compared with the NSTEMI group, the expression level of lncRNA H19 was upregulated and the expression level of miR-22-3p was downregulated in the STEMI group (P<0.01). The areas under the ROC curves (AUC) for the diagnosis of AMI by miR-22-3p, lncRNA H19 and their combination were 0.555, 0.977, and 0.983, respectively. lncRNA H19 was positively correlated with cTnI, CK, CK-MB and CRP (P<0.05), and negatively correlated with left ventricular ejection fraction (LVEF) (P<0.001); miR-22-3p was negatively correlated with cTnI, CK and CRP, and positively correlated with LVEF (P<0.05). ConclusionThe expression level of lncRNA H19 is elevated and the expression level of miR-22-3p decreased in AMI patients, and their levels may have potential value as an auxiliary biomarker for AMI diagnosis and cardiac function assessment.
5.Rationality and economic evaluation of Compound amino acid injection (14AA-SF) in the perioperative period of neurosurgery
Hai LIANG ; Jingjing WANG ; Huijuan CHEN ; Runan XIA ; Panpan DI ; Mengyu JIANG ; Fanqin LI ; Jinghe MA
China Pharmacy 2026;37(17):2303-2309
OBJECTIVE To establish standards for the rational use of Compound amino acid injection (14AA-SF) (hereinafter referred to as “14AA-SF”), and evaluate its rationality and cost-effectiveness.METHODS The standards for the rational use of 14AA-SF were established based on the Delphi method. Archived medical records of patients who used 14AA-SF in the Dept. of Neurosurgery of People’s Hospital of Bozhou from January 2024 to December 2025 were randomly selected. On the basis of the established standards for the rational use, the attribute hierarchical model was applied to evaluate the use rationality of 14AA-SF in the included medical records. The decision tree model was applied to calculate the incremental cost-effectiveness ratio (ICER), so as to evaluate the cost-effectiveness of 14AA-SF administered via single-bottle infusion versus “all-in-one” infusion, and the robustness of the cost-effectiveness evaluation results was verified through sensitivity analysis.RESULTS A total of 205 medical records were collected, among which 163 records (79.51%) were qualified with medical record score (MRS) ≥90, and 42 records (20.49%) were unqualified with MRS <90. The main irrational types of 14AA-SF use included unreasonable infusion method (67 case-times, accounting for 32.68%), unreasonable amino acid dosage (62 case-times, accounting for 30.24%) and unreasonable non-protein calorie-nitrogen ratio (55 case-times, accounting for 26.83%). Compared wtih single-bottle infusion, the incremental cost of “all-in-one” infusion for each 1% increase in effective rate was 165.40 yuan. The one-way sensitivity analysis showed that the effective rate of single-bottle infusion had the greatest impact on ICER. The probabilistic sensitivity analysis showed that under the willingness-to-pay (WTP) threshold (89 358 yuan) set in this study, the cost-effectiveness probability of “all-in-one” infusion relative to single-bottle infusion was 89.9%. When the WTP threshold exceeds 17 871.60 yuan, the “all-in-one” infusion is more cost-effective than the single-bottle infusion.CONCLUSIONS The established standards for the rational use of 14AA-SF are practical and feasible. There are phenomena of irrational use of 14AA-SF in Dept. of Neurosurgery of the hospital in terms of indications, nutritional risk screening, infusion methods and other aspects, which need to be further standardized. The “all-in-one” infusion is more cost-effective than the single-bottle infusion.
6.Quantitative research on general practitioner policies in China from 1997 to 2023
Xinru MA ; Yanxin ZHOU ; Mengyu YAN ; Jing LI ; Shujie SONG ; Mei SUN
Shanghai Journal of Preventive Medicine 2025;37(1):4-10
ObjectiveTo understand the development stages and use of policy tools of general practitioner policies in China since it was first proposed, to summarize the experience and explore the shortcomings, so as to provide references for the adjustment and optimization of China’s general practitioner policies. MethodsContent analysis and mathematical statistics analysis were used to conduct a quantitative research on 111 policy documents with 422 policy items involving general practitioners at the national level from 1997 to 2023, through a three-dimensional analysis framework integrating policy tools, human capital process and policy development stages. ResultsCapacity‑building policy tools were most frequently used in general practitioner policies, and the policy tools gradually shifted from mandate to inducement. The general practitioner policies paid less attention to the career selection link, but paid full attention to every segment of human capital links, with a comprehensive application of policy tools observed in the integrated development stage, despite the existence of unbalanced internal distribution. ConclusionIt is suggested to promote the use of incentive policy tools and to explore multiple approaches based on incentive theory; pay attention to the career selection link for guiding the employment of general practitioners; take the appropriateness between the policy tools and human capital process into comprehensive consideration, striking a dynamic balance of the internal structure of general practitioner policies.
7.Policy texts analysis of the physician periodic assessment system in China
Yingqi CHEN ; Shujie SONG ; Yanxin ZHOU ; Mengyu YAN ; Jing LI ; Mei SUN
Shanghai Journal of Preventive Medicine 2025;37(1):11-17
ObjectiveTo analyze the characteristics of policy texts related to the physician periodic assessment system in China, providing references for the improvement of the system. MethodsContent analysis was employed, examining 116 policy documents from three dimensions: policy process, policy themes, and policy tools. ResultsA total of 298 codes were obtained. The number of policies related to the periodic assessment of physicians showed an overall trend of increasing first and then decreasing, with the peak annual issuance period between 2011 and 2021, and the average number of policy texts showing a downward trend. Policy documents were summarized into 3 levels: physician periodic assessment work, individual behavior, and institutional systems, encompassing a total of 8 categories of themes. The proportion of supply-oriented, environmental-oriented, and demand-oriented policy tools were 4.03%, 60.40%, and 35.57%, respectively. Moreover, environmental-oriented tools continued to dominate over time, followed by demand-oriented tools, with supply-oriented tools being the least. ConclusionThe policy themes are relatively broad and difficult to implement, focusing on establishing regulations while neglecting resource provision, and failing to continuously improve the construction of the system. It is recommended to clearly define the scope of the periodic assessment management, improve supporting systems, increase resource supply, and continuously promote the execution of assessments and policy revisions.
8.Metabolite identification and metabolic pathway analysis of pirtobrutinib in rats
Meijuan ZHANG ; Jie LI ; Hang YIN ; Mengyu HOU ; Jiangshuo LI ; Jingxuan WU ; Ruihua DONG
China Pharmacy 2025;36(9):1076-1081
OBJECTIVE To analyze and identify the metabolites of pirtobrutinib (PTN) in rats, and clarify the possible metabolic pathways of PTN in rats. METHODS Six rats were intragastrically administered with 10 mg/kg PTN suspension. Blood samples were collected from the rats 30 minutes before administration and at 0.25, 0.5, 1, 2, 4, 6, 8, 12, 24 hours after administration. Urine and feces samples were collected 12 hours before administration and 24 hours after administration. UHPLC- Orbitrap Exploris 240 system combined with Compound Discoverer 3.0 and Xcalibur 2.0 software were adopted for structural identification and metabolic pathway analysis of PTN metabolites in rat plasma, urine, and feces. RESULTS A total of 29 PTN metabolites were identified, including 17, 19 and 22 metabolites in plasma, urine and feces, respectively. The metabolic pathways of PTN mainly included oxidation, sulfation, glucuronidation, etc., and its metabolites were mostly combination products of two or more different metabolic forms. In detail, a total of 26 metabolites were associated with phase Ⅰ metabolic reactions (14 oxidation metabolites, 9 reduction/dehydrogenation metabolites, 8 demethylation metabolites, and 5 hydrolysis metabolites). Meanwhile, a total of 20 products were involved in phase Ⅱ metabolites (14 sulfation metabolites and 8 glucuronic acid binding metabolites). CONCLUSIONS PTN exhibits a diverse range of metabolites in rat fecal samples, with the primary metabolic pathways being oxidation, sulfation, glucuronidation, and others.
9.Autophagy Abnormalities in PCOS and Targeted Treatment with Traditional Chinese Medicine: A Review
Xinxin YANG ; Zhicheng JIA ; Mengyu SHI ; Yongqian LI ; Peixuan WANG ; Ying GUO
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(3):313-322
Polycystic ovary syndrome (PCOS) is a common gynecological endocrine and reproductive disorder,with the main clinical manifestations including ovulation failure,insulin resistance,hyperandrogenism,and obesity. Its occurrence and development are closely related to cellular regulatory mechanisms such as apoptosis,autophagy,oxidative stress,and inflammatory response. Autophagy,as a clearance mechanism that maintains cellular homeostasis,plays a crucial role in maintaining the growth,development,and maturation of oocytes. Exploring the mechanism of autophagy during the occurrence and development of diseases can help develop treatment methods for PCOS by regulating autophagy. Studies have shown that autophagy plays an important role in the pathogenesis of PCOS,and it can affect the occurrence and development of PCOS through multiple pathways,levels,and targets. Traditional Chinese medicine (TCM) regulates autophagy in ovarian granulosa cells or endometrium of patients with PCOS by targeting the expression of autophagy signaling pathways,regulatory factors,and non-coding single-stranded RNA molecules,thereby alleviating inflammation,regulating metabolism disorders,and balancing hormone levels in PCOS. Accordingly,TCM can ameliorate pathological conditions such as insulin resistance,hyperandrogenism,and ovulation failure in PCOS. This article summarizes the TCM formulas and extracts for the treatment of PCOS,as well as the main autophagy pathways and regulatory factors involved,aiming to provide reference and suggestions for the future treatment of PCOS with TCM by regulating autophagy.
10.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.


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