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.
2.39 cases of malignant tumors originated from external and middle ear.
Ying XIN ; Sen YAN ; Weiming SONG ; Tao PAN ; Huashun XIE ; Jia KE ; Lijuan LI ; Qingchuan DUAN ; Yu SONG ; Furong MA
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2015;29(14):1260-1263
OBJECTIVE:
To describe our experience in the clinical manifestation and treatment of malignant tumors of the external and middle ear.
METHOD:
The study reviewed 39 patients between 1994-2011 in our hospital, including 15 pinna tumors, 18 external canal tumors and 6 middle ear tumors. 23 males and 16 females were enrolled in this study. The mean age of patients at the time of surgery was 59. Radiotherapy or radiotherapy and chemotherapy were the only possible treatment in 6 cases. Thirty-three patients were treated surgically, and 9 patients also received radiotherapy after surgery.
RESULT:
All of the patients had been followed up over 3 years, except for 1 case of external canal and 1 case of middle ear tumor. The 3-year survival of pinna, external canal and middle ear tumors were 86.7%, 82.4% and 60.0% respectively. At the last follow up, the pinna tumors showed that the survival rate was 100% in T1, T2 and Tx stage, and 0% in T4 stage; the external canal tumors showed that the survival rate was 90% in T1 stage, and 66.7% in T2, T3 stage; the middle ear tumors showed that the survival rate was 100% in T1 and T2 stage, 0% in T3 stage.
CONCLUSION
The T staging system is for an important prognostic factor, and it is important for an early diagnosis and radical surgery to achieve a better therapeutical result.
Ear Auricle
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pathology
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Ear Canal
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pathology
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Ear Neoplasms
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pathology
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Ear, Middle
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pathology
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Female
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Humans
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Male
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Neoplasm Staging
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Retrospective Studies
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Survival Rate
3.Metabolic characteristics of a fatty liver disease model induced by high-fat feeding in young rats.
Hui-Min SU ; Zhi-Xin ZHANG ; Lin PAN ; Yan-Ru GUO ; Ying-Ke LIU ; Qiong ZHANG
Chinese Journal of Hepatology 2010;18(1):54-58
OBJECTIVETo establish nonalcoholic fatty liver disease (NAFLD) in young rats, and to investigate the metabolic characteristics of these rats.
METHODSFifteen male and fifteen female SD rats of 3 weeks old were randomly divided into three groups, normal group (N), 20% high fat group (HF1) and 30% high fat group (HF2). All the rats were fed under Specific pathogen Free (SPF) condition for 6 weeks and executed at the end of the 6th week. Body length and weight of each rat as well as their liver weight were measured for calculating Liver Index (LI). ALT, AST, TG, TC, INS, Glu and HOMA-IR in the blood were measured. Liver tissue homogenate was prepared for detecting TG level. The liver section was stained with HE and oil red. The expression of SPEBP-1 and leptin in liver was detected by immunostaining.
RESULTSThe typical pathological change of NAFLD was found in the rats of HF groups. In HF2 group, no rats died during the experiment and the degree of fat degeneration is homogeneous. Comparing with those in N group, TC (mmol/L), liver TG (mmol/L) and ALT levels in HF2 group were significantly elevated (2.50+/-0.39 vs 1.82+/-0.43, P less than 0.01; 25.38+/-13.29 vs 12.09+/-9.59, P less than 0.01 and 69.80+/-18.22 vs 48.00+/-10.45, P less than 0.01, respectively). Comparing with those in N group, TG level in HF1 group was significantly decreased (0.17+/-0.10 vs 0.32+/-0.12, P less than 0.05), Glu level in HF1 group was significantly elevated (12.33+/-3.48 vs 8.13+/-2.53, P less than 0.05). There were no significant difference between the results of AST, INS and HOMA-IR among the groups. The expression level of SREBP-1 and leptin increased in HF groups.
CONCLUSIONNAFLD can be induced by 30% high-fat feeding for 6 weeks in young rats, high-fat feeding induces the expression of SREBP-1 and leptin expression and fat synthesis.
Animals ; Blood Glucose ; metabolism ; Body Mass Index ; Cholesterol ; blood ; Dietary Fats ; administration & dosage ; Disease Models, Animal ; Fatty Liver ; blood ; etiology ; pathology ; Female ; Immunohistochemistry ; Insulin ; blood ; Insulin Resistance ; Leptin ; metabolism ; Liver ; metabolism ; pathology ; Male ; Non-alcoholic Fatty Liver Disease ; Random Allocation ; Rats ; Rats, Sprague-Dawley ; Sterol Regulatory Element Binding Protein 1 ; metabolism ; Triglycerides ; blood
4.A pilot study of repair of periodontal bone defects with carbonated phosphate bone cement modified with synthesized peptides in dogs.
Jiang-hai NING ; Hong-chen LIU ; Ke-ya MAO ; He-ping PAN ; Hui-xin WANG
Chinese Journal of Stomatology 2003;38(6):464-466
OBJECTIVETo explore the possibility of repairing periodontal defects with carbonated calcium phosphate bone cement (CCPBC) modified with synthesized peptides.
METHODSPeriodontal bone defects in 4 dogs were surgically created and then restored directly with hydroxyapatite (HA), Perioglass, CCPBC and CCPBC modified with peptides. The results were compared at different levels.
RESULTSBone replacement materials were lost in HA and Perioglass groups. In the HA group defects were restored with connective tissue. Perioglass group had only a little new bone around materials by alveolar bone. CCPBC could firmly stay in bone defects to maintain the space of bone defects even without membrane use. CCPBC modified with peptides was superior to HA, Perioglass, and CCPBC, surrounded by a great deal of new bone.
CONCLUSIONUnder limitation of this study, CCPBC modified with peptides has some osteoinuctive activity and may have good prospect for the clinical application in periodontal defect repair.
Alveolar Bone Loss ; therapy ; Animals ; Bone Cements ; Bone Regeneration ; Bone Substitutes ; Calcium Phosphates ; Dogs ; Durapatite ; Male
5.The experimental study on porous calcium phosphate cement with bone marrow stromal cells for bone tissue engineering.
Lei WANG ; Yao-jun LI ; Yan ZHANG ; Ke-feng PAN ; Yuan-liang HUANG ; Chang-sheng LIU ; Xin-quan JIANG
West China Journal of Stomatology 2010;28(3):315-318
OBJECTIVETo observe the biocompatibility of new biomaterials porous calcium phosphate (CPC) and ectopic bone formation of CPC with bone marrow stromal cells (BMSCs).
METHODSThe BMSCs were cultured from Beagle dog and combined with the porous CPC with the best concentration after transfect green fluorescent protein (GFP). The adhesion and growth of BMSCs on CPC were observed under inversion, fluorescence and scanning electron microscopy. The ectopic bone formation were observed at the 8th week after CPC and BMSCs were implanted subcutaneously into nude mice.
RESULTSWhen BMSCs with CPC were cultured at the 1st day, cells were climbing out from CPC with normal morphology. At the 7th day cells can be seen protruding pseudopods, secretion of matrix. Bone formation could be seen histomorphologically at the 8th week.
CONCLUSIONPorous CPC has good biocompatibility and is an ideal scaffold material for bone tissue engineering.
Animals ; Biocompatible Materials ; Bone Cements ; Bone and Bones ; Calcium Phosphates ; Dental Cementum ; Dogs ; Mesenchymal Stromal Cells ; Mice ; Mice, Nude ; Tissue Engineering
6.Effects of intranasal administration of nimodipine on cerebral hemodynamics of dogs.
Qi-zhi ZHANG ; Xin-guo JIANG ; Zhen-qi SHI ; Ke-pan GAO
Acta Pharmaceutica Sinica 2005;40(5):466-469
AIMTo investigate the effect of nimodipine (NM) on cerebral blood flow (CBF) in dogs following intranasal administration.
METHODSNM solution was administered intranasally, intravenously (i.v.), and orally to dogs and the change of CBF was determined by using electromagnetic blood flowmeter. MFLab experimental program was applied to monitor the experimental process and analyze data.
RESULTSCBF markedly increased after iv and intranasal application, while large variance was observed after oral dosing. CBF in dogs after three administrations increased by 26.4%, 28.0% and 8.5%, respectively, compared with that of baseline. Following intranasal administration, the onset of action was slightly slower than that after iv injection [(5 +/- 4) min vs (2.2 +/- 1.2) min], however the duration of improvement was the longest [ (25 +/- 17) min].
CONCLUSIONIntranasal delivery for NM can be a promising alternative to parenteral or oral administration.
Administration, Intranasal ; Administration, Oral ; Animals ; Blood Flow Velocity ; drug effects ; Cerebrovascular Circulation ; drug effects ; Dogs ; Female ; Injections, Intravenous ; Male ; Nimodipine ; administration & dosage ; pharmacology ; Vasodilator Agents ; administration & dosage ; pharmacology
7.T cell receptor rearrangement excision circles ( TRECs) and CD31+ regulatory T cells for assessing recent thymic output in patients with chronic hepatitis B
Yongle ZHANG ; Ke'nyu PAN ; Xinping SHI ; Juan WANG ; Xin JIN ; Shourong LIU ; Ke CHEN
Chinese Journal of Microbiology and Immunology 2019;39(7):514-518
Objective To evaluate the clinical value of combined detection of T cell receptor rear-rangement excision circles ( TRECs) and CD31+ regulatory T ( Treg) cells for accessing the recent thymic output in patients with chronic hepatitis B. Methods Four groups involving 135 subjects were set up in this study as follows: mild chronic hepatitis B ( Mild CHB, n=35 ) , moderate chronic hepatitis B ( Moderate CHB, n=35 ) , severe chronic hepatitis B ( Severe CHB, n=35 ) and healthy control ( HCs, n=30 ) groups. CD4+CD25+Treg cells in these subjects were sorted out using magnetic cell separation. The ratio of peripheral CD31+Treg cells to Treg cells in each group was analyzed by flow cytometry. Real-time PCR was performed to detect TRECs in CD4+CD25+Treg cells. The percentages of CD3+, CD4+ and CD8+T cell sub-sets were also measured. Results The ratios of CD31+Treg/Treg cells and the numbers of TRECs in pe-ripheral blood of the Moderate CHB and Severe CHB groups were significantly lower than those of the Mild CHB and HCs groups (P<0. 05), while no statistical difference was found between the mild CHB and HC groups (P>0. 05). No significant difference in the percentages of CD3+, CD4+ or CD8+ T cell subsets was observed between the four groups (P>0. 05). CD31+ Treg/Treg cell ratio had a positive correlation with the number of TRECs (r=0. 551, P=0. 014). Conclusions Both CD31+Treg/Treg cell ratio and the number of TRECs were reduced in the peripheral blood of patients with moderate or severe CHB. CD31+Treg/Treg cell ratio and the number of TRECs were positively correlated and could be used as new indices to evaluate recent thymus output.
8.Study on the correlation of Xinjiang endometrial tumor and vascular endothelial growth factor
Xin-Ling WANG ; Ze-Min PAN ; A Na Gu Li.A-Ba Bai Ke Li ; Ming-Yue ZHU
Chinese Journal of Experimental and Clinical Virology 2010;24(2):98-100
Objective To explore the relationships of serum vascular endothelial growth factor (VEGF) and endometrial cancer of Uighur Women in Xinjiang.Methods The serum of 50 endometrial cancer patient's and 70 healthy women's were collected.VEGF expressions were tested by ELISA method and the correlations of endometrial cancer with VEGF were analysed.The variety of serum VEGF in different clinical stages of endometriat cancer was analyzed.Results Serum VEGF expressions on endometrial cancer were significantly higher than normal ones (P<0.01);The serum VEGF level in late stage was significantly higher than early stage (P<0.01).The serum VEGF level significantly increased from well differentiated to the poorly differentiated cases (P<0.05).Conclusion high level expressions of VEGF are related to the endometrial cancer.Uighur Women in Xinjiang,particularly high expressed in advanced and poorly differentiated endometrial cancer.
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.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.