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.Analysis of clinical and imaging features in patients with recent small subcortical infarcts of different etiologies
Rumei LEI ; Jing ZHONG ; Yajun CHENG ; Yuying YAN ; Simiao WU ; Bo WU ; Shuai JIANG
Chinese Journal of Neurology 2025;58(11):1169-1178
Objective:To investigate the differences in clinical and imaging characteristics of patients with recent small subcortical infarct (RSSI) stratified by different etiological subtypes.Methods:A retrospective, consecutive analysis was conducted on 696 RSSI patients admitted to the West China Hospital, Sichuan University, from January 2019 to May 2024. Based on clinical and imaging data, patients were stratified into 3 etiological subgroups: presumed cerebral small vessel disease (CSVD)-related RSSI, coexisting carrier large artery stenosis, and coexisting proximal extracranial/intracranial large artery stenosis. The clinical characteristics, vascular risk factors, infarct imaging features, and CSVD markers were compared across the 3 groups. Additionally, the differences in clinical and imaging features based on the location of infarcts (anterior vs posterior circulation) and infarct size (<15 mm vs ≥15 mm) were examined. Results:Among the 696 patients, 557 (80.0%) had presumed CSVD-related RSSI, 68 (9.8%) had coexisting carrier large artery stenosis, and 71 (10.2%) had coexisting proximal extracranial/intracranial large artery stenosis. The patients with presumed CSVD-related RSSI were the youngest [60 (53, 69) years], followed by those with coexisting carrier large artery stenosis [64 (55, 69) years] and those with coexisting proximal extracranial/intracranial large artery stenosis [69 (55, 75) years; H=9.523, P=0.013]. Among RSSI patients with coexisting proximal extracranial/intracranial large artery stenosis, the proportion of those with diabetes (38/71, 53.5%) was the highest, whereas the proportion was 210/557 (37.7%) in the presumed CSVD-related group and 31/68 (45.6%) in the group with coexisting carrier large artery stenosis (χ 2=8.027, P=0.023). Patients with RSSI combined with proximal extracranial/intracranial large artery stenosis had more infarction sites in the pons and a higher proportion of proximal infarction. However, there were no significant differences among the 3 groups in terms of infarct size, or CSVD imaging markers. In the anterior versus posterior circulation comparison, patients with posterior circulation RSSI ( n=360) had a significantly higher age of onset [63(55, 72) years vs 60(52, 59) years, U=51 335.500, P<0.001], had higher prevalence of hypertension and diabetes, and showed higher NIHSS scores [3(2, 6) vs 3(1, 5), U=57 840.500, P=0.028]. The anterior circulation group ( n=366) showed a higher proportion of lacunas [152/336 (45.2%) vs 118/360 (32.8%), χ2=11.364, P<0.001], while the posterior circulation group had a greater prevalence of severe perivascular spaces in the basal ganglia [254/360 (70.6%) vs 203/336 (60.4%), χ2=7.879, P=0.005] and deep white matter hyperintensities grading≥2 [124/360 (34.4%) vs 90/336 (26.8%), χ2=4.787, P=0.029]. There were no statistically significant differences in the distribution of infarcts between anterior and posterior circulations or in CSVD imaging markers between RSSI patients with infarction lesions ≥15 mm ( n=290) and <15 mm ( n=406). Conclusions:Approximately 20% of RSSI cases are related to large artery stenosis. These patients tend to be older at onset and have a higher prevalence of diabetes. Compared to presumed CSVD-related RSSI cases, RSSI cases related to large artery stenosis show no significant differences in infarct imaging features and CSVD imaging markers, suggesting that large artery stenosis in RSSI may be an epiphenomenon rather than a direct causative factor.
3.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
4.A qualitative study on the work experience among nutrition specialist nurses
Xiaowei XU ; Xiaoqiong PENG ; Yuying CHEN ; Yanfen LI ; Xiaoying LIN ; Ping XIAO ; Tianwen HUANG ; Shouzhen CHENG
Modern Clinical Nursing 2025;24(3):48-54
Objective To explore the work experiences and needs of nutrition specialist nurses,so as to provide a basis in career development and management practices among the nutrition specialist nurses.Methods A method of descriptive phenomenological research was adopted in this study.Purposive sampling was used to select 12 nutrition specialist nurses who came from different regions across the country with over one year of clinical working experiences as well as had completed the specialist training and been qualified by the Nutrition Committee of Guangdong Nursing Association between January and February 2024.Semi-structured on-line interviews were conducted among the participants and the data acquired from the interviews were analysed and summarised.Themes were extracted using NVivo12 and Colaizzi's seven-step analysis from the data from interview.Results Three main themes and eight sub-themes were identified regarding the work experience of nutrition specialist nurses:growth and gains(continuously learning in nutrition therapy-related knowledge to enhance professional skills;actively practice in nutrition therapy to achieve the self-worth);sense of responsibility and mission(increased awareness of responsibility and proactive services;sense of mission to cultivate talents and promotion of the development of nutrition nursing discipline);challenges(lack of an established role in nutrition nursing,conflict in responsibilities;insufficient communication in a medical team regarding nutrition therapy;limited resource to support the development of nutrition nursing;and the professional knowledge and skills unable to fully meet the job demands).Conclusion Hospitals managers should strengthen the support and training for nutrition specialist nurses,clarify their roles,leverage their professional value and promote the career development.
5.A qualitative study on the work experience among nutrition specialist nurses
Xiaowei XU ; Xiaoqiong PENG ; Yuying CHEN ; Yanfen LI ; Xiaoying LIN ; Ping XIAO ; Tianwen HUANG ; Shouzhen CHENG
Modern Clinical Nursing 2025;24(3):48-54
Objective To explore the work experiences and needs of nutrition specialist nurses,so as to provide a basis in career development and management practices among the nutrition specialist nurses.Methods A method of descriptive phenomenological research was adopted in this study.Purposive sampling was used to select 12 nutrition specialist nurses who came from different regions across the country with over one year of clinical working experiences as well as had completed the specialist training and been qualified by the Nutrition Committee of Guangdong Nursing Association between January and February 2024.Semi-structured on-line interviews were conducted among the participants and the data acquired from the interviews were analysed and summarised.Themes were extracted using NVivo12 and Colaizzi's seven-step analysis from the data from interview.Results Three main themes and eight sub-themes were identified regarding the work experience of nutrition specialist nurses:growth and gains(continuously learning in nutrition therapy-related knowledge to enhance professional skills;actively practice in nutrition therapy to achieve the self-worth);sense of responsibility and mission(increased awareness of responsibility and proactive services;sense of mission to cultivate talents and promotion of the development of nutrition nursing discipline);challenges(lack of an established role in nutrition nursing,conflict in responsibilities;insufficient communication in a medical team regarding nutrition therapy;limited resource to support the development of nutrition nursing;and the professional knowledge and skills unable to fully meet the job demands).Conclusion Hospitals managers should strengthen the support and training for nutrition specialist nurses,clarify their roles,leverage their professional value and promote the career development.
6.Analysis of clinical and imaging features in patients with recent small subcortical infarcts of different etiologies
Rumei LEI ; Jing ZHONG ; Yajun CHENG ; Yuying YAN ; Simiao WU ; Bo WU ; Shuai JIANG
Chinese Journal of Neurology 2025;58(11):1169-1178
Objective:To investigate the differences in clinical and imaging characteristics of patients with recent small subcortical infarct (RSSI) stratified by different etiological subtypes.Methods:A retrospective, consecutive analysis was conducted on 696 RSSI patients admitted to the West China Hospital, Sichuan University, from January 2019 to May 2024. Based on clinical and imaging data, patients were stratified into 3 etiological subgroups: presumed cerebral small vessel disease (CSVD)-related RSSI, coexisting carrier large artery stenosis, and coexisting proximal extracranial/intracranial large artery stenosis. The clinical characteristics, vascular risk factors, infarct imaging features, and CSVD markers were compared across the 3 groups. Additionally, the differences in clinical and imaging features based on the location of infarcts (anterior vs posterior circulation) and infarct size (<15 mm vs ≥15 mm) were examined. Results:Among the 696 patients, 557 (80.0%) had presumed CSVD-related RSSI, 68 (9.8%) had coexisting carrier large artery stenosis, and 71 (10.2%) had coexisting proximal extracranial/intracranial large artery stenosis. The patients with presumed CSVD-related RSSI were the youngest [60 (53, 69) years], followed by those with coexisting carrier large artery stenosis [64 (55, 69) years] and those with coexisting proximal extracranial/intracranial large artery stenosis [69 (55, 75) years; H=9.523, P=0.013]. Among RSSI patients with coexisting proximal extracranial/intracranial large artery stenosis, the proportion of those with diabetes (38/71, 53.5%) was the highest, whereas the proportion was 210/557 (37.7%) in the presumed CSVD-related group and 31/68 (45.6%) in the group with coexisting carrier large artery stenosis (χ 2=8.027, P=0.023). Patients with RSSI combined with proximal extracranial/intracranial large artery stenosis had more infarction sites in the pons and a higher proportion of proximal infarction. However, there were no significant differences among the 3 groups in terms of infarct size, or CSVD imaging markers. In the anterior versus posterior circulation comparison, patients with posterior circulation RSSI ( n=360) had a significantly higher age of onset [63(55, 72) years vs 60(52, 59) years, U=51 335.500, P<0.001], had higher prevalence of hypertension and diabetes, and showed higher NIHSS scores [3(2, 6) vs 3(1, 5), U=57 840.500, P=0.028]. The anterior circulation group ( n=366) showed a higher proportion of lacunas [152/336 (45.2%) vs 118/360 (32.8%), χ2=11.364, P<0.001], while the posterior circulation group had a greater prevalence of severe perivascular spaces in the basal ganglia [254/360 (70.6%) vs 203/336 (60.4%), χ2=7.879, P=0.005] and deep white matter hyperintensities grading≥2 [124/360 (34.4%) vs 90/336 (26.8%), χ2=4.787, P=0.029]. There were no statistically significant differences in the distribution of infarcts between anterior and posterior circulations or in CSVD imaging markers between RSSI patients with infarction lesions ≥15 mm ( n=290) and <15 mm ( n=406). Conclusions:Approximately 20% of RSSI cases are related to large artery stenosis. These patients tend to be older at onset and have a higher prevalence of diabetes. Compared to presumed CSVD-related RSSI cases, RSSI cases related to large artery stenosis show no significant differences in infarct imaging features and CSVD imaging markers, suggesting that large artery stenosis in RSSI may be an epiphenomenon rather than a direct causative factor.
7.Analysis and Discussion of Clinical Features of Complete Androgen Insensitivity Syndrome Combined with Müllerian Duct Remnants
Shanjiao QIU ; Yuying XU ; Jun ZHANG ; Delu CHEN ; Cheng XU ; Huamei MA ; Juncheng LIU ; Shaobin LIN
Journal of Sun Yat-sen University(Medical Sciences) 2024;45(6):1026-1035
[Objective]To present a case of complete androgen insensitivity syndrome (CAIS) coexisting with Müllerian duct remnants (MDR) and to review previous reports in the literature to enhance the understanding of the clinical manifestations and pathophysiology of CAIS.[Methods]The study aimed to diagnose complete androgen insensitivity syndrome (CAIS) by conducting physical examinations,chromosomal analysis,whole exome sequencing,laboratory tests including follicle-stimulating hormone (FSH),luteinizing hormone (LH),total testosterone,estradiol,anti-Müllerian hormone (AMH),inhibin B,dehydroepiandrosterone sulfate (DHEAS),androstenedione,17-hydroxyprogesterone,and imaging studies such as pelvic ultrasound and pelvic magnetic resonance imaging (MRI). Laparoscopy revealed the presence of Müllerian duct structures. Additionally,the study reviewed similar cases of CAIS combined with Müllerian duct remnants reported in the literature.[Results]The child presented with female phenotype,elevated levels of FSH,LH,and testosterone. Pelvic MRI showed bilateral cryptorchidism without visible uterus or fallopian tubes. The chromosomal karyotype was 46,XY,and whole exome sequencing identified a pathogenic variant in the androgen receptor (AR) gene,c.2359C>T (p.Arg787*). No abnormalities were found in the AMH and AMHR2 gene tests. Laparoscopic exploration revealed underdeveloped testes and an underdeveloped uterus. Pathology showed the presence of fallopian tube-like structures next to the testicles. A total of 11 cases with genetically confirmed diagnosis of CAIS coexisting with MDR were retrieved from the database. The findings suggest that the initial clinical presentation,biochemical data,and gonadal pathology of CAIS with MDR are similar to those without MDR.[Conclusion]The study reports a patient with CAIS coexisting with MDR,which broadens the clinical spectrum of CAIS and provides a perspective for basic research on Müllerian duct regression that is independent of the AMH-AMHR2 signaling pathway.
8.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.
9.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.
10.Discussion on Li Fazhi's medication law in the treatment of cough based on data mining
Cheng FU ; Ye PAN ; Meng LI ; Long MA ; Yuying PAN ; Mingli ZHANG ; Fazhi LI
International Journal of Traditional Chinese Medicine 2024;46(7):920-925
Objective:To analyze the medication law of Professor Li Fazhi in the prescriptions for the treatment of cough; To explore his academic thoughts.Methods:Medical cases of Professor Li about the treatment for cough from January 1, 2015 to October 31, 2022 were collected. Excel2016 and R language 4.2.1 were used to conduct multidimensional analysis on property and taste, and meridians of drugs. High-frequency efficacy classification was explored through factor analysis, clustering analysis was conducted to distinguish drug groups, and time-lapse analysis on proportion and meridian was conducted on high-frequency drugs.Results:4 746 prescriptions involved 270 kinds of Chinese materia medica, with a total frequency of 57 700 times. The most common property and taste was warm, followed by cold. Warm medicines were mainly pungent warm and cold warm, and cold medicines were mainly pungent cold, sweet cold and bitter cold, and the main meridians were lung, spleen, stomach, and liver meridians. The top 35 kinds of Chinese materia medica with frequency could be clustered into 9 groups. Group 1: Perillae Fructus, Armeniacae Semen Amarum and Ephedrae Herba; group 2: Magnoliae Flosmagnoliae Flos, Cicadae Periostracum and Glycyrrhizae Radix et Rhizoma; group 3: Peucedani Radix, Platycodonis Radix, Mori Cortex, Schizonepetae Herba, Saposhnikoviae Radix and Farfarae Flos; group 4: Angelicae Dahuricae Radix, Notopterygii Rhizoma et Radix, Citri Reticulatae Pericarpium, Astragali Radix, Cimicifugae Rhizoma and Coptidis Rhizoma; group 5: Coicis Semen, Phragmitis Rhizoma, Persicae Semen and Benincasae Semen; group 6: Perillae Folium; group 7: Bupleuri Radix, Mume Fructus, Aurantii Fructus Immaturus, Scutellariae Radix and Paeoniae Radix Alba; group 8: Asari Radix et Rhizoma, Cinnamomi Ramulus, Zingiberis Rhizoma, Schisandrae Chinensis Fructus and Pinelliae Rhizoma Praeparatum cum Alumine; group 9: Poria and Glycyrrhizae Radix et Rhizoma Praeparata cum Melle. The time-lapse analysis showed that the proportion of drugs used in the past three years such as Glycyrrhizae Radix et Rhizoma Praeparata cum Melle, Poria and Aurantii Fructus was gradually increasing.Conclusions:Professor Li's treatment of cough focuses on the lungs, spleen, and stomach. Clinical medication emphasizes the combination of ascending and descending factors, as well as the use of cold and warm. In recent years, there has been a greater emphasis on treating cough from the middle energizer.


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