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.Verification of the Origin and Development of the Nomenclature and Location of Point Dingchuan (Ex-B1)
Lei FAN ; Yu WANG ; Leimiao YIN ; Yudong XU ; Jun RAN ; Wenqian WANG ; Zifeng MA ; Nan GUAN ; Na NI ; Yongqing YANG
Shanghai Journal of Acupuncture and Moxibustion 2015;(2):167-170
Point Dingchuan (Ex-B1) pertains to extraordinary points and often produces a good therapeutic effect on respiratory system diseases. Ancient Chinese medical books do not record point Dingchuan. Modern Chinese medical textbooks describe the location and efficacy of and indications for this point but do not state their provenances. In order to further popularize the clinical application of point Dingchuan, this article verifies the origin and development of the name and location of point Dingchuan so as to provide a certain reference for clinically correct selection and use of this point. The results show that point Dingchuan followed the course of development from ashi point to new point and then to extraordinary point. The development of point Dingchuan to the same acupoint name and location as now international use went mainly through four stages, that is, similar name and different location, similar name and location, same name and different location, and same name and location.
3.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.
4.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.
5.Establishment and verification of a mouse model of gene H435Y mutation.
Hui ZHANG ; Mingwu CHEN ; Tao FANG ; Tian ZHANG ; Wenqian NI
Journal of Southern Medical University 2018;38(10):1245-1249
OBJECTIVETo establish a mouse model of H435Y mutation of gene using CRISPR/Cas9- mediated gene targeting.
METHODSThe single-stranded guide RNA (sgRNA) specific to the H435Y loci of gene was designed based on the sequence of gene. After activity assessment, the active sgRNA and Cas9 were transcribed into RNA and microinjected along with the donor DNA fragment with point mutations into fertilized mouse eggs. The microinjected eggs were transferred into pseudopregnant mice to obtain the F0 generation mice with the target gene mutation confirmed by PCR and gene sequencing. gene mutations in the offsprings of the F0 generation mice were analyzed.
RESULTSGene sequencing confirmed the successful establishment of mouse models carrying H435Y mutation of gene in 4 of the F0 generation mice. The positive F0 generation mice were crossed with wild-type C57BL/6J mice to obtain the F1 generation mice, and PCR confirmed the presence of H435Y mutations of gene in 6 of the F1 mice. Then F2 generation mice were obtained by F1 generation matting with each other. PCR showed that H435Y mutation of gene in F2 mice was found, indicating the mousemodel of gene mutation in H435Y was established and propagated successfully.
CONCLUSIONSWe successfully established gene H435Y mutant mouse models using CRISPR/Cas9 technique.