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.Application of urinary fistula classification standard after renal transplantation: Analysis of 68 cases
Qiansheng LI ; Zhilin NIE ; Fengshuo JIN ; Keqin ZHANG ; Fangqiang ZHU ; Wenqian HUO ; Xiaobin CHENG ; Jian HUANG ; Qiang MA ; Gang YUAN
Chinese Journal of Tissue Engineering Research 2007;0(31):-
1 313 patients who received renal transplantations at Department of Urology, Research Institute of Field Surgery, Daping Hospital, Third Military Medical University of Chinese PLA from December 1993 to October 2008 were selected in the experiment. Urinary fistula occurred in 68 patients of them after renal transplantation. In order to make diagnosis more standard, 68 patients was classified in accordance with diagnostic classification standards after renal transplantation. The 68 patients were divided into simple and complex urinary fistulas in accordance with lesion degree. They were divided into low, high and multiple fistulas in accordance with the position and etiology. 47 (69.1%) of 68 cases were simple urinary fistulas: 42 cases were because of terminal ureteral necrosis; 4 cases were because the anastomosis was mended unsuitably; 1 case was because of poor healing of anastomosis due to infections. 21(30.9 %) cases were complex urinary fistulas. The position of orificium fistula: orificium fistula located at renal pelvis, ureter and anastomosis were 2, 2 and 11 cases, respectively. 6 cases had ureteral necrosis longer than 2 cm. The times of repair: 11 cases had 1 time, 5 cases had 3 times, 3 cases had 3 times and 2 cases had 4 times. 2 cases (2.9%) died because of severe pulmonary infection caused by urinary fistula. Result suggests that there are two advantages of dividing urinary fistula into the simple and complex types after renal transplantation: one is that the diagnosis of urinary fistula is more carefully and standardized, and the other is that doctors can make the best choice for treatment in order to get the best efficacy.
3.Establishment of standards for classification of urinary fistula after kidney transplantation
Qiansheng LI ; Zhilin NIE ; Fengshuo JIN ; Wenqian HUO ; Fangqiang ZHU ; Xiaobin CHENG ; Jian HUANG ; Qiang MA ; Gang YUAN
Chinese Journal of Urology 2009;30(6):401-404
Objective To establish the standards for classification of urinary fistula after kidney transplantation. Methods From December 1993 to February 2009, 1313 cases of renal transplanta-tions were operated, out of which 102 cases of urinary fistulas occurred (7.8%). Based on the princi-ple of the urethral injury classification method, we divide urinary fistula into simple and complex clas-ses by the cause, location, and the severity of the disease. Results There were 81 cases (79.4%) of simple urinary fistulas, of those 76 cases were ureteral end necrosis,4 cases were due to ureter blad-der anastomosis suture,1 case was anastomotic problem caused by wound infection. There were 21 ca-ses(20.6%) of complex urinary fistulas, of these 2 cases had fistulas at renal pelvis, 11 cases at ure-ter-bladder interface and 6 cases had ureteral necrosis longer than 2 cm. For the 81 cases urinary fistu-las patients, 34 patients conservative treatments were cured and 47 patients need surgeries. For all complex urinary fistulas need surgeries: 11 cases had surgery once, 5 cases had 2 times, 3 cases had 3 times and 2 cases had 4 times. Among the 2 groups, three patients (2.9%) died of urinary fistulas which led to severe lung infection. Conclusions A "Five Steps Procedure" could be used for diagno-sis and treatment of post renal transplantation fistula. The urinary fistulas are divided into simple and complex types after renal transplantation. This provides a guidance for the best choice of treatment.
4.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.
5.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.
6.Synthesis and cytotoxicity study of cembrane triazole derivatives
Weihua CHENG ; Wenqian WANG ; Hai SHANG ; Hongwu ZHANG ; Qiang GUO ; Hong CHEN ; Zhongmei ZOU
Journal of China Pharmaceutical University 2018;49(1):56-63
A series of triazole derivatives were designed and synthesized based on a natural product cembrane separated from Croton laevigatus Vahl which showed potential antitumor activity against HeLa cells.Twelve novel compounds were synthesized and their structures were characterized by 1H NMR, 13C NMR and HRMS.Their cytotoxicities in vitro were evaluated for HeLa,K562 and K562/A02 cells by MTT assay.The results showed that some cembrane derivatives possessed antitumor activities.Substituted triazole connected to cembrane derivatives exhibited potent activity toward drug-resistant K562/A02 cells.
7.Multi-slice CT imaging characteristics of distal tibiofibular syndesmosis in healthy adults
Cheng ZHANG ; Wenqian DING ; Chenxue XIE ; Guotao ZHENG ; Yang LI ; Shihao ZHAO ; Jinsong BIAN
Chinese Journal of Trauma 2023;39(1):55-61
Objective:To measure the morphological parameters of distal tibiofibular syndesmosis in healthy adults using multi-slice CT (MSCT) so as to provide a reference for the diagnosis of distal tibiofibular syndesmosis injury.Methods:The ankle MSCT imaging data in 110 normal adults were retrieved from the image report database of Cangzhou People′s Hospital from May 2019 to May 2021, including 56 males and 54 females; aged 18-60 years [(38.2±11.0)years]. There were 51 patients with imaging on the right ankle and 59 on the left ankle. Picture archiving and communication system (PACS) was used to measure parameters at 10 mm above the articular surface of the distal tibia on MSCT, including the anterior tibiofibular space (L1), posterior tibiofibular space (L2), middle tibiofibular space (L3), depth of fibula in notch (L4), distance of anterior tibiofibular edge (L5), distance of posterior tibiofibular edge (L6), anterior tibiofibular syndesmosis angle (A1), and fibular rotation angle (A2), and the measurements were compared by sex, age and side. The positive rate of "tibiofibular line" was observed. The morphological classification of distal tibiofibular syndesmosis was performed.Results:There was no significant difference in L1-L6, A1 and A2 among different age and side (all P>0.05). No significant difference was found in L4, L5, A1 and A2 between males and females ( P>0.05), but L1, L2, L3 and L6 were larger in males than in females ( P<0.05 or 0.01). The positive rate of "tibiofibular line" was 80.4% (45/56) in males compared to 74.1% (40/54) in females ( P>0.05), 77.2% (44/57) in the youth compared to 77.4% (41/53) in the middle-aged, and 78.0% (46/59) in the left ankle compared to 76.5% (39/51) in the right ankle (all P>0.05). Morphological classification of distal tibiofibular syndesmosis was crescent in 61 patients (55.5%), trapezoid in 14 (12.7%), I-shaped in 3 (2.7%), M-shaped in 17 (15.5%), V-shaped in 10 (9.1%), Г-shaped in 5 (4.5%). Conclusions:When L1, L2, L3 and L6 are used as references in the diagnosis of adult distal tibiofibular syndesmosis injury, gender factors rather than age or side factors should be considered. Males have wider distal tibiofibular space than females, with the fibula more forward. The "tibiofibular line" has a high positive rate and is not affected by gender, age or sides, providing a new idea for the diagnosis of distal tibiofibular syndesmosis injury and anatomical reduction. There are many variations in the morphology of distal tibiofibular syndesmosis, so it is easy to be misdiagnosed as the separation of distal tibiofibular syndesmosis on X-ray, which should be noted.
8.Molecular biomarkers for gestational diabetes mellitus and postpartum diabetes.
Chinese Medical Journal 2022;135(16):1940-1951
Gestational diabetes mellitus (GDM) is a growing public health problem worldwide that threatens both maternal and fetal health. Identifying individuals at high risk for GDM and diabetes after GDM is particularly useful for early intervention and prevention of disease progression. In the last decades, a number of studies have used metabolomics, genomics, and proteomic approaches to investigate associations between biomolecules and GDM progression. These studies clearly demonstrate that various biomarkers reflect pathological changes in GDM. The established markers have potential use as screening and diagnostic tools in GDM and in postpartum diabetes research. In the present review, we summarize recent studies of metabolites, single-nucleotide polymorphisms, microRNAs, and proteins associated with GDM and its transition to postpartum diabetes, with a focus on their predictive value in screening and diagnosis.
Pregnancy
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Female
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Humans
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Diabetes, Gestational/genetics*
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Proteomics
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Postpartum Period
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Biomarkers/metabolism*
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MicroRNAs/genetics*
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Diabetes Mellitus, Type 2
9.mTOR signaling pathway of spinal cord is involved in peripheral nerve injury-induced hyperalgesia in rats.
Wenqian YANG ; Qulian GUO ; Zhigang CHENG ; Yunjiao WANG ; Nianyue BAI ; Zhenghua HE
Journal of Central South University(Medical Sciences) 2019;44(4):377-385
To investigate whether mammalian target of rapamycin (mTOR) signaling pathway is involved in peripheral nerve injury-induced hyperalgesia through activation of spinal dorsal astrocytes in rats.
Methods: A total of 30 male Sprague-Dawley (SD) rats were randomly divided into 6 groups (n=5): the 1 day group (D1 group), the 4 days group (D4 group), the 7 days group (D7 group), the 14 days group (D14 group), the normal group and the sham group. The sciatic nerve chronic constriction injury (CCI) model was established in the D1, D4, D7 and D14 group. The normal group received no treatment while the sham group was only exposed the sciatic nerve. Paw withdrawal mechanical threshold (PWMT) and paw withdrawal thermal latency (PWTL) were measured at the 1st, 4th, 7th, and 14th day after CCI in the different groups. Lumbar spinal cord were harvested on the 1st, 4th, 7th and 14th day in the D1, D4, D7, D14 group correspondingly, which were harvested on the 14th day in the normal group and the sham group. Distribution of mTOR in rat spinal cord was assessed by immunohistochemistry. The expressions of mTOR mRNA and protein in the spinal cord in different groups were determined by real-time PCR and Western blotting, respectively. Another 30 male intrathecal catheterized SD rats were randomly divided into 6 groups (n=5): a blank group, a CCI group, a CCI+early rapamycin (RAPA) group, a CCI+early dimethylsulfoxide (DMSO) group, a CCI+ later RAPA group, and a CCI+later DMSO group. The blank group didn't received any treatment; The CCI group was carried out the treatment of CCI model in the left hind limbs. 10 μL of 1% RAPA was given to the CCI+early RAPA group intrathecally at 4 hours after CCI for 3 days; the CCI+later RAPA group were treated with the same dose of RAPA on the 7th days after CCI for 3 days; the CCI+early DMSO group and the CCI+later DMSO group were injected with the same volume of 4% DMSO at the corresponding time as controls. The PWTL and PWMT were measured before and after intrathecal catheterization, and every other day after CCI. The lumbar spinal cords were selected and the expression of glial fibrillary acidic protein (GFAP) in spinal dorsal horn were examined by immunohistochemistry in the 14th day after CCI.
Results: The immunohistochemistry positive particles of mTOR were widely distributed in the cytoplasm of the normal spinal neurons. Compared with the base line, the PWMT in the D14 group on the 1st, 4th, 7th and 14th day after CCI were significantly lower, and the PWTL on the 4th, 7th and 14th day after CCI were also significantly lower (P<0.05 or P<0.01). The expressions of mTOR mRNA and protein in the CCI groups (D1, D4, D7 and D14 group) were significantly increased than those in the normal group (P<0.05 or P<0.01). Compared with the CCI+early DMSO group, the PWMT and PWTL in the CCI+early RAPA group were obviously increased on 4th, 6th, 8th, 10th, 12th or 14th day after CCI (P<0.05 or P<0.01); compared with the CCI+later DMSO group, the PWMT and PWTL in the CCI+later RAPA group were also significantly increased at the 8th, 10th or 14th day after CCI (P<0.01 or P<0.05). The GFAP immunohistochemistry positive area and absorbance value in the dorsal horn of the lumbar spinal cord in the CCI rats were decreased in the CCI+early RAPA group compared with the CCI+early DMSO group (P<0.05 or P<0.01), and which were also decreased in the CCI+later RAPA group compared with the CCI+later DMSO group (P<0.05 or P<0.01).
Conclusion: mTOR signaling pathway may be involved in hyperalgesia induced by peripheral nerve injury via spinal astrocyte activation in the dorsal horn of the spinal cord.
Animals
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Hyperalgesia
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Male
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Neuralgia
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Peripheral Nerve Injuries
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Rats
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Rats, Sprague-Dawley
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Signal Transduction
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Spinal Cord
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TOR Serine-Threonine Kinases
10.Comparison of the microbiota diversity between autogenous and anautogenous Culex pipiens pallens
Jingjing LEI ; Wenxiang LÜ ; Wenqian WANG ; Haifang WANG ; Xiuxia GUO ; Peng CHENG ; Maoqing GONG ; Lijuan LIU
Chinese Journal of Schistosomiasis Control 2024;36(1):52-58
Objective To investigate the microbiota composition and diversity between autogenous and anautogenous Culex pipiens pallens, so as to provide insights into unraveling the pathogenesis of autogeny in Cx. pipiens pallens. Methods Autogenous and anautogenous adult Cx. pipiens pallens samples were collected at 25 ℃, and the hypervariable regions of the microbial 16S ribosomal RNA (16S rRNA) gene was sequenced on the Illumina NovaSeq 6000 sequencing platform. The microbiota abundance and diversity were evaluated using the alpha diversity index, and the difference in the microbiota structure was examined using the beta diversity index. The microbiota with significant differences in the abundance between autogenous and anautogenous adult Cx. pipiens pallens samples was identified using the linear discriminant analysis effect size (LEfSe). Results The microbiota in autogenous and anautogenous Cx. pipiens pallens samples belonged to 18 phyla, 28 classes, 70 orders, 113 families, and 170 genera, and the dominant phyla included Proteobacteria, Bacteroidetes, and so on. At the genus level, Wolbachia was a common dominant genus, and the relative abundance was (77.6 ± 11.3)% in autogenous Cx. pipiens pallens samples and (47.5 ± 8.5)% in anautogenous mosquito samples, while Faecalibaculum (0.4% ± 0.1%), Dubosiella (0.5% ± 0.0%) and Massilia (0.5% ± 0.1%) were specific species in autogenous Cx. pipiens pallens samples. Alpha diversity analysis showed that higher Chao1 index and ACE index in autogenous Cx. pipiens pallens samples than in anautogenous samples (both P values > 0.05), and lower Shannon index (P > 0.05) and Simpson index (P < 0.05) in autogenous Cx. pipiens pallens samples than in anautogenous samples. LEfSe analysis showed a total of 48 significantly different taxa between autogenous and anautogenous Cx. pipiens pallens samples (all P values < 0.05). Conclusion There is a significant difference in the microbiota diversity between autogenous and anautogenous Cx. pipiens pallens.