1.Progress in method development and application of distributed learning for estimation of epidemiological effect
Junting YANG ; Xin GAO ; Xiaoxuan WANG ; Mengdi ZHANG ; Xin CHEN ; Yulin WANG ; Zhike LIU ; Siyan ZHAN
Chinese Journal of Epidemiology 2025;46(5):895-906
Objective:To systematically review the progress in the method development and application of distributed learning in the estimation of epidemiological effect and provide methodological reference for multi-center studies.Methods:We conducted a literature retrieval for English papers published up to December 31, 2023 by using keywords of "health/medical big data" and "distributed/federated learning". After consulting experts, we set criteria of paper inclusion and exclusion and created a framework for data extraction. We collected information about basic study details, including method, application, and evaluation. Two researchers independently screened the papers and extracted information. We used EndNote 20 for the management of literatures and EpiData for the management of data.Results:A total of 3 444 papers were collected, and 29 papers were included in the final analysis. Most of the papers (25, 86.2%) were published in or after 2019, and the papers were mainly from the United States (21/29, 72.4%). For the estimation of epidemiological effects, 22 distributed learning methods had been developed, including methods for logistic regression (8), Cox regression (8), Poisson regression (2), and generalized linear mixed model (GLMM) (4), as well as three platforms for distributed analysis (VLP, Vantage6, AusCAT). The 29 papers described 45 applications, with 20 (44.4%) focusing on the establishment of prediction model and 25 (55.6%) on association analysis. Importantly, except for GLMM, current distributed learning methods can estimate effects with little bias in 1-3 rounds of communication. These methods show less bias compared with meta-analysis, especially in the address of data heterogeneity and rare outcomes. However, less studies examined how differences in data structure and sparse data affect results, an area that requires further research.Conclusion:While distributed learning shows promise in epidemiological effect estimation, it is still in early development, requiring further research on data heterogeneity handling and communication efficiency improvement.
2.Analysis on Current Status of Outcome Indicators in Randomized Controlled Trials of TCM Intervention in Pediatric Myocarditis
Fengye JI ; Zhongyi ZHU ; Ling WANG ; Sihui SU ; Zhaoxin ZHOU ; Xiaoxuan XIE ; Yan YANG
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(8):31-37
Objective To summarize the current status of outcome indicators in randomized controlled trials of TCM intervention in pediatric myocarditis,to explore the existing problems,and to provide a reference for the construction of a core set of indicators for the treatment of pediatric myocarditis with TCM.Methods Randomized controlled trial literature on the treatment of pediatric myocarditis with TCM was retrieved from CNKI,Wanfang Data,VIP,SinoMed,PubMed,Embase,Cochrane Library and Web of Science from the establishment of the databases to 16th,Nov.2024.The basic characteristics,diagnostic criteria,TCM evidence,interventions and outcome indicators of the studies were extracted.The risk of bias was assessed for the selected studies using the Cochrane Collaboration's risk of bias tool(RoB 2.0),and the outcome indicators were statistically analyzed using Excel 2019.Results Finally,totally of 250 articles were included in the literature.The outcome indicators were counted to obtain 187 outcome indicators with a cumulative total of 1 540 occurrences,which were categorized into six indicator domains:symptoms and signs,physicochemical testing,TCM symptoms/signs,clinical efficacy evaluation,safety evaluation and quality of life evaluation;among them,the physicochemical testing indicators(112 types,926 times)had the highest frequency of occurrences,followed by the clinical efficacy evaluation(13 types.340 times),and safety evaluation(24 types,193 times).Conclusion The overall quality of randomized controlled trials of TCM treatment of pediatric myocarditis is low,and there are problems with primary and secondary differentiation of outcome indicators and lack of TCM characteristics.There is an urgent need to improve the core set of endpoint indicators that highlight the characteristics of TCM in order to improve the quality of clinical research.
3.Development and application of a three-dimensional digital visualization system for children's neck acupoints
Xiaojing AO ; Kun LI ; Yuhang LIU ; Xiaoxuan YANG ; Xing WANG ; Zhijun LI ; Xiaoyan REN ; Shaojie ZHANG
Chinese Journal of Tissue Engineering Research 2025;29(9):1834-1840
BACKGROUND:Currently,there have been studies on three-dimensional digitalization and visualization systems for adult acupoints,but there are not many reports on the visualization of pediatric acupoints based on real pediatric digital sectional anatomical datasets. OBJECTIVE:To design and develop a digital three-dimensional visualization system for children's neck acupoints,to provide a basis for acupuncture and moxibustion,meridian and acupoint science teaching,clinical practice,acupuncture manipulation practice,and acupuncture safety research,and to provide a basis for the development of children's acupoint simulation system. METHODS:Based on a real cross-sectional anatomical dataset of pre-school boys,a three-dimensional digital virtual anatomical model of the neck region of children and internal multi-organ three-dimensional reconstruction were completed using PhotoShop 2021 and Digihuman Reconstruction System software.A database of 11 acupoints was compiled,including Fengfu and Fengchi,using the Unity database language.A three-dimensional model of children's neck anatomy,acupoint database,and writing acupuncture operation codes were integrated in Unity3D software.A three-dimensional digital visualization system for children's neck acupoints was successfully created,which integrated simulation acupoint positioning,three-dimensional acupoint anatomy,acupuncture training,clinical teaching,and acupuncture safety research. RESULTS AND CONCLUSION:(1)This study was based on real child specimens.Manual layer by layer segmentation of cross-sectional images was used to ensure the accuracy of the three-dimensional model to the greatest extent possible.The 3D software Digihuman Reconstruction System was utilized to extract and save independent segmentation data.PhotoShop 2021 software was collaborated with to complete dozens of three-dimensional reconstruction anatomical models of the outer skin of the neck and its internal bone structure,cervical spinal cord,blood vessels and nerves,muscles,and ligaments in children.The basic morphology and overall contour integrity verification of each independent structure were completed in MeshLab software.The 3-material research 13.0 software was applied for final fine tuning and anatomical position confirmation,successfully simulating and restoring the true anatomical morphology of the neck of preschool children.(2)Based on and referring to the national standards of the People's Republic of China,a database of commonly used acupoints in children's neck region was collected and organized,including their names,meridians,positioning,local anatomy,needle insertion levels,acupuncture methods,acupuncture accidents and prevention,acupoint indications,and two-dimensional anatomical sectional images.(3)Unity3D software was employed to integrate the three-dimensional model of children's neck,acupuncture simulation operation,and acupoint database,and a three-dimensional digital children's neck acupoint acupuncture visualization system was successfully constructed.The system displayed information on children's neck acupoints,two-dimensional and three-dimensional anatomical structures,and achieved two-dimensional and three-dimensional acupuncture simulation functions and acupuncture safety research functions for children's neck acupoints.Based on the ultra-thin sectional anatomical dataset of real child specimens,the first three-dimensional digital and visualization system for acupoints in the neck region of children had been constructed.Compared with previous acupoint acupuncture systems,it is more in line with the anatomical and morphological development characteristics of Asian children and has high application value in the fields of acupuncture safety research,clinical teaching,and acupuncture simulation training.
4.Zfp335 regulates the proportion of effector Treg and tumor immunity.
Xiaonan SHEN ; Wenhua LI ; Xiaoxuan JIA ; Biao YANG ; Xin WANG ; Haiyan LIU ; Anjun JIAO ; Lei LEI ; Xiaofeng YANG ; Baojun ZHANG
Chinese Journal of Cellular and Molecular Immunology 2025;41(5):385-390
Objective Zinc finger protein 335 (Zfp335) plays a crucial role in the early development of thymic T cells and the differentiation of peripheral T cell subpopulations. The objective of this study is to investigate the role and underlying mechanisms of Zfp335 in the regulation of regulatory T cell (Treg) within tumor immunity. Methods The Zfp335 gene was specifically knocked out in Treg using tamoxifen (Zfp335fl/fl FOXP3creERT2), and the MC38 tumor model was established. On the 7th day after tumor inoculation, tumor size was observed and measured. Tumor size was monitored and recorded daily starting from day 7 post-inoculation. On day 12, tumors were harvested, and the proportions of CD4+ T cells, CD8+ T cells, and Treg were analyzed by flow cytometry. Additionally, the mitochondrial function of effector regulatory T cell (eTreg) was assessed. Results From day 10 post-tumor inoculation, tumor volume in the Zfp335CKO group was significantly reduced compared to that of the wild-type (WT) group. Furthermore, the infiltration of CD4+ and CD8+ T cells, along with their respective effector cells, was significantly higher in the Zfp335CKO group than in the WT group. The proportions of CD4+ and CD8+ T cells producing interferon-gamma (IFN-γ) and tumor necrosis factor-alpha (TNF-α) were also significantly increased in the Zfp335CKO group compared to that of the WT group. In addition, the percentage of CD8+ T cells secreting granzyme B (GzmB) was significantly higher in the Zfp335CKO group than that in the WT group. In contrast, the proportion of Treg and inducible T cell co-stimulator (ICOS)+ Treg in the Zfp335CKO group was significantly lower than that in the WT group. Finally, the expression level of Mitotracker Deep Red in eTreg from the Zfp335CKO group was significantly reduced compared to that in the WT group. Conclusion During tumorigenesis, the specific deletion of Zfp335 impairs Treg activation, which is related to decreased mitochondrial function in eTreg. In Zfp335CKO mice. Tumors exhibit increased infiltration of effector T cells, accompanied by elevated levels of cytotoxic cytokines, ultimately enhancing resistance to tumor progression.
Animals
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T-Lymphocytes, Regulatory/metabolism*
;
Mice
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CD8-Positive T-Lymphocytes/immunology*
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Neoplasms/genetics*
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Cell Line, Tumor
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Mice, Inbred C57BL
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Mice, Knockout
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DNA-Binding Proteins/genetics*
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Female
5.Characteristics of Yang Dan and Yin Dan Method to Identify and Treat Insomnia Based on Latent Structure Analysis
Yuanjun LIANG ; Jiamin YUAN ; Xiaoxuan ZHANG ; Xinyan CHEN ; Shiya HUANG ; Zhimin YANG
World Science and Technology-Modernization of Traditional Chinese Medicine 2025;27(10):2986-2998
Objective To explore the syndrome differentiation rules of the Yin Dan and Yang Dan method,and summarize Professor Yang Zhimin's valuable experience in the treatment of insomnia.Methods The case data of 11390 insomnia patients treated by Professor Yang Zhimin was retrospectively analyzed,and the distribution of symptoms,signs,pathogenesis and syndrome differentiation rules of insomnia patients was examined based on latent structure analysis.Result A total of 44 symptoms and signs can explain the overall situation of insomnia patients,showing the characteristics of both excess and deficiency,cold and heat.A total of 36 hidden categories(symptom clusters and pathogenesis)was composed.Symptoms and signs such as fear of wind and cold can explain the overall situation of insomnia patients with cold syndrome due to weakness of Wei Qi,symptoms and signs such as pale eyelid can explain the overall situation of insomnia patients with heat syndrome due to weakness of Ying Xve,and established diagnostic criteria for insomnia patients with cold syndrome due to weakness of Wei Qi and heat syndrome due to weakness of Ying Xve.Conclusion Based on the Yang Dan and Yin Dan method to distinguish and treat insomnia from the perspective of disharmony between Ying and Wei,it is in line with the basic understanding of the pathogenesis of insomnia in the classics of traditional Chinese medicine.The pattern differentiation rules obtained through the latent structure analysis method are helpful to summarize valuable clinical experience and provide a certain reference and basis for clinical practice.
6.Progress in method development and application of distributed learning for estimation of epidemiological effect
Junting YANG ; Xin GAO ; Xiaoxuan WANG ; Mengdi ZHANG ; Xin CHEN ; Yulin WANG ; Zhike LIU ; Siyan ZHAN
Chinese Journal of Epidemiology 2025;46(5):895-906
Objective:To systematically review the progress in the method development and application of distributed learning in the estimation of epidemiological effect and provide methodological reference for multi-center studies.Methods:We conducted a literature retrieval for English papers published up to December 31, 2023 by using keywords of "health/medical big data" and "distributed/federated learning". After consulting experts, we set criteria of paper inclusion and exclusion and created a framework for data extraction. We collected information about basic study details, including method, application, and evaluation. Two researchers independently screened the papers and extracted information. We used EndNote 20 for the management of literatures and EpiData for the management of data.Results:A total of 3 444 papers were collected, and 29 papers were included in the final analysis. Most of the papers (25, 86.2%) were published in or after 2019, and the papers were mainly from the United States (21/29, 72.4%). For the estimation of epidemiological effects, 22 distributed learning methods had been developed, including methods for logistic regression (8), Cox regression (8), Poisson regression (2), and generalized linear mixed model (GLMM) (4), as well as three platforms for distributed analysis (VLP, Vantage6, AusCAT). The 29 papers described 45 applications, with 20 (44.4%) focusing on the establishment of prediction model and 25 (55.6%) on association analysis. Importantly, except for GLMM, current distributed learning methods can estimate effects with little bias in 1-3 rounds of communication. These methods show less bias compared with meta-analysis, especially in the address of data heterogeneity and rare outcomes. However, less studies examined how differences in data structure and sparse data affect results, an area that requires further research.Conclusion:While distributed learning shows promise in epidemiological effect estimation, it is still in early development, requiring further research on data heterogeneity handling and communication efficiency improvement.
7.Level of vitamin D in children with cholestatic liver disease and its clinical features
Ziyun GUO ; Lina DU ; Xiaoxuan XIE ; Yan YANG
Journal of Clinical Hepatology 2025;41(1):99-103
ObjectiveTo investigate vitamin D level in children with cholestatic liver disease, and to provide a theoretical basis for vitamin D supplementation therapy in children with this disease. MethodsA total of 116 children with cholestatic liver disease who attended Department of Traditional Chinese Medicine, Beijing Children’s Hospital, Capital Medical University, for the first time from January 2022 to January 2024 were enrolled and divided into groups for comparison based on sex, age, vitamin D supplementation dose, course of the disease, and etiology. The data on the serum level of 25-hydroxyvitamin D (25-OH-D) and related biochemical parameters were collected to assess the correlation between vitamin D level and biochemical parameters. The chi-square test or the Fisher’s exact test was used for comparison of categorical data between groups, and the Spearman rank correlation test was used for correlation analysis. ResultsAmong the 116 children, 76 (65.5%) had vitamin D deficiency or insufficiency. The children with vitamin D deficiency or insufficiency accounted for 65.7% (46/70) among boys and 65.2% (30/46) among girls, with no significant difference between boys and girls (χ2=0.003, P=0.956). The children with vitamin D deficiency or insufficiency accounted for 83.3% (25/30) among the children who had never received vitamin D supplementation, 58.7% (27/46) among the children with a daily supplementation dose of 500 IU, 64.3% (18/28) among the children with a daily supplementation dose of 700 IU, and 50.0% (6/12) among the children with a daily supplementation dose of>700 IU, and there was no significant difference between these groups (χ2=6.460, P=0.091). Comparison between the groups with different etiologies showed that the children with vitamin D deficiency or insufficiency accounted for 57.7% (15/26) in the infectious disease group, 66.7% (10/15) in the inherited metabolic disease group, 66.7% (6/9) in the drug-induced liver injury group, 100.0% (8/8) in the group with abnormal structure of the biliary system, and 63.8% (37/58) in the group with unknown etiology, and there was no significant difference between these groups (χ2=5.304, P=0.252). Comparison between the groups with different courses of the disease showed that the children with vitamin D deficiency or insufficiency accounted for 78.4% (29/37) in the<1 month group, 54.3% (25/46) in the 1 — 3 months group, 53.3% (8/15) in the 3 — 6 months group, and 77.8% (14/18) in the>6 months group, with no significant difference between these groups (χ2=7.432, P=0.059). Comparison between different age groups showed that compared with the infant group, the children group had a significantly higher proportion of children with vitamin D deficiency or insufficiency (χ2=9.504, P=0.018). The correlation analysis showed that serum aspartate aminotransferase and alanine aminotransferase had no significant correlation with 25-OH-D (P>0.05); serum alkaline phosphatase (ALP) (r=-0.286, P=0.002), gamma-glutamyl transpeptidase (GGT) (r=-0.248, P=0.007), total bilirubin (TBil) (r=-0.353, P<0.001), direct bilirubin (DBil) (r=-0.299, P=0.001), and total bile acid (r=-0.236, P=0.011) were negatively correlated with 25-OH-D, while serum calcium (r=0.263, P=0.004) and phosphorus (r=0.385, P<0.001) were positively correlated with 25-OH-D. ConclusionMost children with cholestatic liver disease have vitamin D deficiency or insufficiency, and the increase in serum ALP, GGT, TBil, DBil or total bile acid and the reduction in calcium or phosphorus may suggest vitamin D deficiency or insufficiency.
8.Visualized Analysis of Research on Traditional Chinese Medicine in Treating Chronic Refractory Wounds in the Recent 10 Years
Ziyou FENG ; Yu LI ; Yu YAN ; Chengfeng XU ; Xiaoxuan LI ; Wenyi HUANG ; Chenfan YANG ; Genning MAI ; Chun LI
Journal of Guangzhou University of Traditional Chinese Medicine 2025;42(6):1545-1552
Objective To analyze the current status and hotspots of domestic research on traditional Chinese medicine(TCM)in treating chronic refractory wounds(CRW)over the past 10 years using bibliometric and visualized analysis methods.Methods Articles about TCM therapy for CRW issued by the core periodicals in recent 10 years were retrieved from CNKI,Wanfang and VIP databases.The parameters of annual issued papers,authors,institutions and keywords of the articles were counted with the bibliometric methods.And then the statistical results were presented as visualized graphs by using VOSviewer and CiteSpace software.Results A total of 404 articles were included in the study,and 313 institutions and 1 340 scholars participated in the research on the treatment of CRW with TCM.However,there was limited collaboration between the authors and institutions.Research hotspots mainly focused on the efficacy of TCM external therapies for diabetic foot and pressure ulcers,and discussions on syndrome differentiation,treatment principles and methods about internal treatment by various medical experts.The development and application of Chinese patent medicines,exploration of TCM medication patterns,and the evidence-based medical research on TCM are future research trends in the treatment of CRW with TCM.Conclusion Research on TCM treatment of CRW has attracted significant attention in recent years,but academic barriers exist between the authors and institutions.In the future,it is necessary to promote multicenter research collaboration,strengthen the exploration of experiences in acupoint selection,and conduct higher-level research,thus to provide more compelling evidence and enhance the efficacy of TCM in treating CRW.
9.Endothelial cell proliferation and extracellular matrix-related pathways regulate pulmonary arterial hypertension in rat models
Xiaoxuan LU ; Lina GUO ; Hong ZHANG ; Wanlu SONG ; Yufei HU ; Peiran YANG
Basic & Clinical Medicine 2025;45(6):770-776
Objective To identify mechanisms regulating disease progression in rat models of pulmonary arterial hy-pertension(PAH).Methods Rat PAH models were established using subcutaneous monocrotaline(MCT)injec-tion and the SU5416/hypoxia(SU/Hx)method.Transcriptomic sequencing of lung tissues was performed to identify gene expression and pathway alterations in PAH rats,followed by a comparative analysis with transcriptomic data of patients with idiopathic pulmonary arterial hypertension(IPAH)in NCBI database.Results Inflammatory-related genes such as CXCL9,CCL24,and SECTM1 were upregulated in both PAH rat models and IPAH patient lungs,while genes such as DGKG and DOCK9 were downregulated(P<0.05).Pathways related to endothelial cell proliferation regulation and extracellular matrix(ECM)remodeling were significantly upregulated(P<0.05).Conclusions The imbalance in endothelial cell proliferation and abnormal ECM remodeling may collectively contribute to PAH pathogenesis.Further exploration of these signaling pathways may provide deep in-sights for early diagnosis and targeted therapy of PAH.
10.Exploration of Rat Fetal Lung Tissue Fixation Methods
Liyu LIU ; Bo JI ; Xiaoxuan LIU ; Yang FANG ; Ling ZHANG ; Tingting GUO ; Ye QUAN ; Hewen LI ; Yitian LIU
Laboratory Animal and Comparative Medicine 2025;45(4):432-438
ObjectiveThis study explores the methods of lung tissue extraction and fixation required for pathological studies of fetal rats, based on the unique physiological structure of fetal rat lung tissue and existing lung tissue fixation techniques for adult rats. MethodsSix pregnant adult SD rats at 20.5 days of gestation were subjected to cesarean section to obtain fetal rats. Four healthy fetal rats with similar body weight, vital signs, and respiratory status were selected from each pregnant rat, and they were randomly divided into the following groups using a random number table: direct lung infiltration group, lung infiltration group after intratracheal infusion, whole-body infiltration group of fetal rats, and whole-body infiltration group after intratracheal infusion of fetal rats. To systematically compare and analyze the anatomical morphology under different fixation methods, lung tissues from four groups of fetal rats were harvested, perfused, and fixed, and the gross morphology of lung tissues in each group was observed. Paraffin sections were prepared and stained with Hematoxylin-Eosin (H&E). The histological morphology of the whole lung, alveoli, and bronchi was further examined under optical microscopy. ResultsIn the direct lung infiltration group, the hilar structures were unclear, lung lobation was indistinct, the shape was irregular, lung cavities were small, and alveoli and bronchi were shrunken. In the lung infiltration group after intratracheal infusion, the hilar structures were clear, lobation was pronounced, the shape was regular, lung cavities were large, and alveoli and bronchi were full. Both the whole-body infiltration group and whole-body infiltration group after intratracheal infusion of fetal rats exhibited visible lungs, hearts, skins, and other organs. The lung tissues of both groups showed obvious lobulation, irregular shape, and damage at the margins of lung lobes. In the whole-body infiltration group, the thoracic cavities of the fetus were flattened, lung cavities were small, and alveoli and bronchi were shrunken. In the whole-body infiltration group after intratracheal infusion of fetal rats, the fetal thoracic cavities were full, lung cavities were large, and alveoli and bronchi were relatively full. ConclusionThe lung infiltration after intratracheal infusion method for fetal rat lung tissue fixation outperforms direct lung infiltration, whole-body infiltration of fetal rats, and whole-body infiltration after intratracheal infusion of fetal rats in terms of preservation of the lung tissue's original morphology, paraffin sectioning, staining, and pathological observation and analysis. The embedding, sectioning, and staining processes are also simple and save consumables. Therefore, intratracheal infusion followed by lung infiltration method is recommended for fixation in histopathological observation of fetal rat lung tissue.

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