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.EZH2 promotes malignant biological behavior in esophageal squamous cell carcinoma via EMT.
Yuying JING ; Kaige YANG ; Yiting CHENG ; Tianping HUANG ; Sufang CHEN ; Kai CHEN ; Jianming HU
Journal of Central South University(Medical Sciences) 2025;50(2):155-166
OBJECTIVES:
Esophageal squamous cell carcinoma (ESCC) is characterized by complex pathogenesis and poor prognosis. In recent years, epithelial-mesenchymal transition (EMT) in tumor initiation and progression has attracted increasing attention. Enhancer of zeste homolog 2 (EZH2), which is aberrantly expressed in various tumors, may be closely related to the EMT process. This study aims to examine the expression and correlation of EZH2 and EMT markers in ESCC cells and tissues, evaluate the effects of EZH2 knockdown on ESCC cell proliferation, invasion, and migration, and explore how EZH2 contributes to the malignant biological behavior of ESCC.
METHODS:
Bioinformatics analyses were used to assess EZH2 expression levels in ESCC. Small interfering RNA was used to knock down EZH2 in ESCC cell lines EC109 and EC9706. Cell proliferation, invasion, and migration were evaluated using cell counting kit-8 (CCK-8), wound healing, and Transwell assays. Protein and mRNA expression levels of EZH2, E-cadherin (E-cad), and vimentin (Vim) were detected by Western blotting and real time fluorogenic quantitative PCR (RT-qPCR), respectively. Immunohistochemical (IHC) staining was performed on 70 ESCC tissue samples and 40 paired adjacent normal tissues collected from the First Affiliated Hospital of Shihezi University between 2010 and 2016 to assess the expression of EZH2, E-cad, and Vim, and to analyze their associations with clinicopathological feature and patient prognosis.
RESULTS:
Bioinformatics analysis showed that EZH2 was highly expressed in ESCC (P<0.001), and high EZH2 expression was associated with worse prognosis (P<0.001). CCK-8, wound healing, and Transwell assays demonstrated that EZH2 knockdown significantly suppressed the proliferation, invasion, and migration of ESCC cells (P<0.001). In addition, Vim expression was significantly reduced, while E-cad expression was significantly increased at both protein and mRNA levels in EZH2-silenced cells (all P<0.05). IHC staining analysis revealed higher expression of EZH2 and Vim and lower expression of E-cad in ESCC tissues compared to adjacent normal tissues. Kaplan-Meier survival analysis showed that low expression of EZH2 and Vim and high expression of E-cad were associated with longer survival (all P<0.05).
CONCLUSIONS
EZH2 promotes malignant biological behavior in ESCC by mediating EMT. Elevated EZH2 expression is associated with poor prognosis in ESCC patients.
Humans
;
Enhancer of Zeste Homolog 2 Protein/physiology*
;
Esophageal Squamous Cell Carcinoma/pathology*
;
Epithelial-Mesenchymal Transition/genetics*
;
Esophageal Neoplasms/metabolism*
;
Cell Proliferation
;
Cell Line, Tumor
;
Cell Movement
;
Cadherins/genetics*
;
Vimentin/genetics*
;
Male
;
Female
;
Middle Aged
;
Neoplasm Invasiveness
;
Prognosis
;
RNA, Small Interfering/genetics*
;
Gene Expression Regulation, Neoplastic
6.Ginsenoside Rb1 inhibits cardiomyocyte apoptosis and rescues ischemic myocardium by targeting Caspase-3.
Chenhui ZHONG ; Liyuan KE ; Fen HU ; Zuan LIN ; Shuming YE ; Ziyao ZHENG ; Shengnan HAN ; Zan LIN ; Yuying ZHAN ; Yan HU ; Peiying SHI ; Lei WEN ; Hong YAO
Journal of Pharmaceutical Analysis 2025;15(3):101142-101142
Image 1.
7.International clinical practice guideline on the use of traditional Chinese medicine for functional dyspepsia (2025).
Sheng-Sheng ZHANG ; Lu-Qing ZHAO ; Xiao-Hua HOU ; Zhao-Xiang BIAN ; Jian-Hua ZHENG ; Hai-He TIAN ; Guan-Hu YANG ; Won-Sook HONG ; Yu-Ying HE ; Li LIU ; Hong SHEN ; Yan-Ping LI ; Sheng XIE ; Jin SHU ; Bin-Fang ZENG ; Jun-Xiang LI ; Zhen LIU ; Zheng-Hua XIAO ; Jing-Dong XIAO ; Pei-Yong ZHENG ; Shao-Gang HUANG ; Sheng-Liang CHEN ; Gui-Jun FEI
Journal of Integrative Medicine 2025;23(5):502-518
Functional dyspepsia (FD), characterized by persistent or recurrent dyspeptic symptoms without identifiable organic, systemic or metabolic causes, is an increasingly recognized global health issue. The objective of this guideline is to equip clinicians and nursing professionals with evidence-based strategies for the management and treatment of adult patients with FD using traditional Chinese medicine (TCM). The Guideline Development Group consulted existing TCM consensus documents on FD and convened a panel of 35 clinicians to generate initial clinical queries. To address these queries, a systematic literature search was conducted across PubMed, EMBASE, the Cochrane Library, China National Knowledge Infrastructure (CNKI), VIP Database, China Biology Medicine (SinoMed) Database, Wanfang Database, Traditional Medicine Research Data Expanded (TMRDE), and the Traditional Chinese Medical Literature Analysis and Retrieval System (TCMLARS). The evidence from the literature was critically appraised using the Grading of Recommendations Assessment, Development, and Evaluation (GRADE) approach. The strength of the recommendations was ascertained through a consensus-building process involving TCM and allopathic medicine experts, methodologists, pharmacologists, nursing specialists, and health economists, leveraging their collective expertise and empirical knowledge. The guideline comprises a total of 43 evidence-informed recommendations that span a range of clinical aspects, including the pathogenesis according to TCM, diagnostic approaches, therapeutic interventions, efficacy assessments, and prognostic considerations. Please cite this article as: Zhang SS, Zhao LQ, Hou XH, Bian ZX, Zheng JH, Tian HH, Yang GH, Hong WS, He YY, Liu L, Shen H, Li YP, Xie S, Shu J, Zeng BF, Li JX, Liu Z, Xiao ZH, Xiao JD, Zheng PY, Huang SG, Chen SL, Fei GJ. International clinical practice guideline on the use of traditional Chinese medicine for functional dyspepsia (2025). J Integr Med. 2025; 23(5):502-518.
Dyspepsia/drug therapy*
;
Humans
;
Medicine, Chinese Traditional/methods*
;
Practice Guidelines as Topic
;
Drugs, Chinese Herbal/therapeutic use*
8.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.
9.Bio-soft matter derived from traditional Chinese medicine:Characterizations of hierarchical structure,assembly mechanism,and beyond
Yang GUIYA ; Liu YUE ; Hu YUYING ; Yuan YUE ; Qin YUNAN ; Li QUAN ; Ma SHUANGCHENG
Journal of Pharmaceutical Analysis 2024;14(6):823-839
Structural and functional explorations on bio-soft matter such as micelles,vesicles,nanoparticles,ag-gregates or polymers derived from traditional Chinese medicine(TCM)has emerged as a new topic in the field of TCM.The discovery of such cross-scaled bio-soft matter may provide a unique perspective for unraveling the new effective material basis of TCM as well as developing innovative medicine and biomaterials.Despite the rapid rise of TCM-derived bio-soft matter,their hierarchical structure and as-sembly mechanism must be unambiguously probed for a further in-depth understanding of their pharmacological activity.In this review,the current emerged TCM-derived bio-soft matter assembled from either small molecules or macromolecules is introduced,and particularly the unambiguous elucidation of their hierarchical structure and assembly mechanism with combined electron microscopic and spectroscopic techniques is depicted.The pros and cons of each technique are also discussed.The future challenges and perspective of TCM-derived bio-soft matter are outlined,particularly the requirement for their precise in situ structural determination is highlighted.
10.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.


Result Analysis
Print
Save
E-mail