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.Mid-long term follow-up reports on head and neck rhabdomyosarcoma in children
Chao DUAN ; Sidou HE ; Shengcai WANG ; Mei JIN ; Wen ZHAO ; Xisi WANG ; Zhikai LIU ; Tong YU ; Lejian HE ; Xiaoman WANG ; Chunying CUI ; Xin NI ; Yan SU
Chinese Journal of Pediatrics 2025;63(1):62-69
Objective:To analyze the clinical characteristics of children with head and neck rhabdomyosarcoma (RMS) and to summarize the mid-long term efficacy of Beijing Children′s Hospital Rhabdomyosarcoma 2006 (BCH-RMS-2006) regimen and China Children′s Cancer Group Rhabdomyosarcoma 2016 (CCCG-RMS-2016) regimen.Methods:A retrospective cohort study. Clinical data of 137 children with newly diagnosed head and neck RMS at Beijing Children′s Hospital, Capital Medical University from March 2013 to December 2021 were collected. Clinical characteristic of patients at disease onset and the therapeutic effects of patients treated with the BCH-RMS-2006 and CCCG-RMS-2016 regimens were compared. The treatments and outcomes of patients with recurrence were also summarized. Survival analysis was performed by Kaplan-Meier method, and Log-Rank test was used for comparison of survival rates between groups.Results:Among 137 patients, there were 80 males (58.4%) and 57 females (41.6%), the age of disease onset was 59 (34, 97) months. The primary site in the orbital, non-orbital non-parameningeal, and parameningeal area were 10 (7.3%), 47 (34.3%), and 80 (58.4%), respectively. Of all patients, 32 cases (23.4%) were treated with the BCH-RMS-2006 regimen and 105 (76.6%) cases were treated with the CCCG-RMS-2016 regimen. The follow-up time for the whole patients was 46 (20, 72) months, and the 5-year progression free survival (PFS) and overall survival (OS) rates for the whole children were (60.4±4.4)% and (69.3±4.0)%, respectively. The 5-year OS rate was higher in the CCCG-RMS-2016 group than in BCH-RMS-2006 group ((73.0±4.5)% vs. (56.6±4.4)%, χ2=4.57, P=0.029). For the parameningeal group, the 5-year OS rate was higher in the CCCG-RMS-2016 group (61 cases) than in BCH-RMS-2006 group (19 cases) ((57.3±7.6)% vs. (32.7±11.8)%, χ2=4.64, P=0.031). For the group with meningeal invasion risk factors, the 5-year OS rate was higher in the CCCG-RMS-2016 group (54 cases) than in BCH-RMS-2006 group (15 cases) ((57.7±7.7)% vs. (30.0±12.3)%, χ2=4.76, P=0.029). Among the 10 cases of orbital RMS, there was no recurrence. In the non-orbital non-parameningeal RMS group (47 cases), there were 13 (27.6%) recurrences, after re-treatment, 7 cases survived. In the parameningeal RMS group (80 cases), there were 40 (50.0%) recurrences, with only 7 cases surviving after re-treatment. Conclusions:The overall prognosis for patients with orbital and non-orbital non-parameningeal RMS is good. However, children with parameningeal RMS have a high recurrence rate, and the effectiveness of re-treatment after recurrence is poor. Compared with the BCH-RMS-2006 regimen, the CCCG-RMS-2016 regimen can improve the treatment efficacy of RMS in the meningeal region.
3.Research progress on the action mechanism of monomer components and compound formulations of traditional Chinese medicine in the treatment of vitiligo
Gaoge FANG ; Tong WANG ; Qianyue NI ; Yuanhong WANG
China Pharmacy 2025;36(10):1271-1276
Vitiligo is a chronic and refractory pigmentary loss skin disease with a complex pathogenesis. Traditional Chinese medicine(TCM) offers advantages in treating vitiligo, such as multi-component and multi-target effects, delivering definite clinical efficacy. This article summarizes the action mechanisms of TCM monomer components and compound formulations in the treatment of vitiligo. It is found that pinostrobin, tribuloside and Erzhi pills can activate the cyclic adenosine monophosphate/protein kinase A (cAMP/PKA) signaling pathway; cannabidiol and tanshinone Ⅱ A can activate the p38 mitogen-activated protein kinase(p38 MAPK)signaling pathway; Ginkgo biloba extract EGb761 and astragaloside Ⅳ can activate the aryl hydrocarbon receptor(AhR) signaling pathway; escin and psoralen derivative BSP-1 can activate the Wnt/β-catenin signaling pathway; apigenin and Baiban granules can activate the nuclear factor erythroid 2-related factor 2/heme oxygenase-1(Nrf2/HO-1) signaling pathway; hyperoside and kaempferol can activate the phosphatidylinositol 3-kinase/protein kinase B(PI3K/Akt) signaling pathway; Ruyi heibai powder can activate the programmed death-1/programmed death-ligand 1(PD-1/PD-L1) signaling pathway; Compound honghua buji granules and demethylzeylasteral can inhibit the Janus kinase/signal transducer and activator of transcription (JAK/STAT) signaling pathway. These mechanisms promote melanin production and deposition, reduce oxidative stress, inhibit the destruction of melanocytes by autoimmunity, and reduce melanocyte apoptosis, thereby exerting therapeutic effects on vitiligo.
4.Vitamin D supplementation inhibits atherosclerosis through repressing macrophage-induced inflammation via SIRT1/mTORC2 signaling.
Yuli WANG ; Qihong NI ; Yongjie YAO ; Shu LU ; Haozhe QI ; Weilun WANG ; Shuofei YANG ; Jiaquan CHEN ; Lei LYU ; Yiping ZHAO ; Meng YE ; Guanhua XUE ; Lan ZHANG ; Xiangjiang GUO ; Yinan LI
Chinese Medical Journal 2025;138(21):2841-2843
5.Simultaneous content determination of eleven constituents in Tongxuan Lifei Pills by UPLC and their chemometric investigation
Wan-jun JIN ; Wen-ting HAO ; Jing LIU ; Ming-tong ZHANG ; Lin NI
Chinese Traditional Patent Medicine 2025;47(9):2840-2848
AIM To establish a UPLC method for the simultaneous content determination of liquiritin,ammonium glycyrrhizate,naringin,neohesperidin,hesperidin,rosmarinic acid,baicalin,wogonoside,baicalein,wogonin and praeruptorin A in Tongxuan Lifei Pills,and to make chemometric investigation.METHODS The analysis was performed on a 30 ℃ thermostatic SVEA C18 column(2.1 mm×150 mm,2.5 μm),with the mobile phase comprising of acetonitrile-0.1%phosphoric acid flowing at 0.5 mL/min in a gradient elution manner,and the detection wavelength was set at 250 nm.Subsequently,cluster analysis,principal component analysis and partial least square discriminant analysis were performed.RESULTS Eleven constituents showed good linear relationships within their own ranges(R2>0.990 0),whose average recoveries were 90.00%-98.32%with the RSDs of 0.35%-1.89%.Forty batches of samples were clustered into 3 types.Baicalein,baicalin,liquiritin,wogonin,wogonoside and neohesperidin were taken as quality differential markers.CONCLUSION This simple and reproducible method can provide the basis for quality control and evaluation of Tongxuan Lifei Pills.
6.Analysis of clinical features and prognosis in pediatric malignant solid tumors of head and neck in single-center
Peiyi YANG ; Chao DUAN ; Shengcai WANG ; Mei JIN ; Dawei ZHANG ; Libing FU ; Tong YU ; Zhikai LIU ; Xiaoli MA ; Xin NI ; Yan SU
Journal of Capital Medical University 2025;46(3):545-552
Objective To summarize the clinical features and prognosis of children suffered from malignant solid tumors of head and neck.Methods The clinical data of children with primary malignant solid tumors located in the head and neck was retrospectively analyzed from January 2007 to December 2021 in the Department of Oncology,Beijing Children's Hospital,Capital Medical University,and the clinical features,prognostic factors were summarized.Results A total of 234 children with malignant solid tumors of head and neck were included,with a male to female ratio of 1∶0.7,aged from 3 months to 17 years and 6 months(median age 51 months).173 cases(73.9%)were treated with local painless masses.Other symptoms included snoring and facial paralysis.The proportion of rhabdomyosarcoma(RMS)was the highest(145 cases,62.0%),followed by neuroblastoma(NB)(25 cases,10.7%),Ewing sarcoma(19 cases,8.1%),etc.A total of 47 cases(20.1%)had distant metastasis.The patients received surgery,chemotherapy and radiotherapy under the mode of multidisciplinary treatment(MDT).The 3-year and 5-year overall survival(OS)were 80.8%and 75.8%,respectively,and the 3-year and 5-year progression free survival(PFS)were 64.0%and 58.9%,respectively.Tumor survivors had abnormal appearance or facial motor function(49 cases,41.2%),developmental problems or abnormal tooth loss(18 cases,15.1%),and other long-term complications that may be related to the tumor or treatment.Conclusion There are various pathologic types of pediatric head and neck malignant solid tumors,RMS and NB are the most common.Local painless mass was the most common complaint.Distant metastasis is an independent risk factor for the prognosis of head and neck malignant solid tumors.Under the MDT model,the prognosis of malignant solid tumors of the head and neck in our center was generally good.In the treatment of the tumors,the side effects and sequelae should be controlled as small as possible under the premise of long-term survival.
7.Syndrome Element Distribution and Complication Risks in Type 2 Diabetic Patients:A Retrospective Cross-Sectional Study
Yu WEI ; Lili ZHANG ; Ling ZHOU ; Linhua ZHAO ; Qing NI ; Xiaolin TONG
Journal of Traditional Chinese Medicine 2025;66(13):1363-1368
ObjectiveTo investigate the distribution of traditional Chinese medicine (TCM) syndrome elements in type 2 diabetes mellitus (T2DM) patients based on maximum body mass index (maxBMI) and explore their association with complication risks. MethodsA retrospective cross-sectional study was used to collect clinical data from hospitalized T2DM patients, extracting age, gender, smoking history, alcohol consumption history, duration of disease, HbA1c level, complications, and TCM syndromes, and extracting the syndrome elements of disease location and disease nature based on their TCM syndromes. MaxBMI was calculated by telephone survey of patients' self-reported maximum body weight; patients with maxBMI ≥24 kg/m2 were classified into spleen-heat syndrome group, and those with maxBMI <24 kg/m2 were classified into consumptive-heat syndrome group. The distribution of TCM syndrome types and syndrome elements of patients in the two groups were analysed. Then the propensity score matching method was used to balance the baseline characteristics between the two groups and compare the differences in the distribution of syndrome types and syndrome elements and the risk of macrovascular and microvascular complications between the two groups. ResultsAmong the 1178 T2DM patients, syndrome elements in spleen-heat patients (1034 cases) were primarily located in the spleen (351 cases, 33.95%), liver (240 cases, 23.21%), and stomach (139 cases, 13.44%), while in consumptive-heat patients (144 cases), they were concentrated in the spleen (57 cases, 39.58%), liver (34 cases, 23.61%), and kidneys (17 cases, 11.81%); regarding syndrome elements of disease nature, spleen-heat patients were predominantly characterized by qi deficiency (481 cases, 46.52%), phlegm (353 cases, 22.73%), and dampness (241 cases, 23.31%), whereas consumptive-heat patients showed more qi deficiency (84 cases, 58.33%) and yin deficiency (44 cases, 30.56%). After propensity score matching, 132 cases were included in each group, and no statistically significant differences were observed in the distribution of syndrome elements of disease location between the two groups (P>0.05), but the phlegm element was significantly more prevalent in spleen-heat patients than in consumptive-heat patients (P = 0.006). Regarding the risk of complications, spleen-heat patients had a significantly higher risk of developing macrovascular complications compared to consumptive-heat patients (OR=2.04, P=0.010), while no significant differences were found between groups in the occurrence of microvascular complications (P>0.05). ConclusionThe spleen-heat T2DM patients show a more frequent syndrome element of disease nature of phlegm, and a higher risk of developing macrovascular complications compared to consumptive-heat patients.
8.A computational medicine framework integrating multi-omics, systems biology, and artificial neural networks for Alzheimer's disease therapeutic discovery.
Yisheng YANG ; Yizhu DIAO ; Lulu JIANG ; Fanlu LI ; Liye CHEN ; Ming NI ; Zheng WANG ; Hai FANG
Acta Pharmaceutica Sinica B 2025;15(9):4411-4426
The translation of genetic findings from genome-wide association studies into actionable therapeutics persists as a critical challenge in Alzheimer's disease (AD) research. Here, we present PI4AD, a computational medicine framework that integrates multi-omics data, systems biology, and artificial neural networks for therapeutic discovery. This framework leverages multi-omic and network evidence to deliver three core functionalities: clinical target prioritisation; self-organising prioritisation map construction, distinguishing AD-specific targets from those linked to neuropsychiatric disorders; and pathway crosstalk-informed therapeutic discovery. PI4AD successfully recovers clinically validated targets like APP and ESR1, confirming its prioritisation efficacy. Its artificial neural network component identifies disease-specific molecular signatures, while pathway crosstalk analysis reveals critical nodal genes (e.g., HRAS and MAPK1), drug repurposing candidates, and clinically relevant network modules. By validating targets, elucidating disease-specific therapeutic potentials, and exploring crosstalk mechanisms, PI4AD bridges genetic insights with pathway-level biology, establishing a systems genetics foundation for rational therapeutic development. Importantly, its emphasis on Ras-centred pathways-implicated in synaptic dysfunction and neuroinflammation-provides a strategy to disrupt AD progression, complementing conventional amyloid/tau-focused paradigms, with the future potential to redefine treatment strategies in conjunction with mRNA therapeutics and thereby advance translational medicine in neurodegeneration.
9.Correction to: A Virtual Reality Platform for Context-Dependent Cognitive Research in Rodents.
Xue-Tong QU ; Jin-Ni WU ; Yunqing WEN ; Long CHEN ; Shi-Lei LV ; Li LIU ; Li-Jie ZHAN ; Tian-Yi LIU ; Hua HE ; Yu LIU ; Chun XU
Neuroscience Bulletin 2025;41(5):932-932
10.Changes in Esophageal Cancer Survival: A Global Review of Survival Analysis from Cancer Registration Data over the Past Three Decades.
Zhuo Jun YE ; Dan Ni YANG ; Yu JIANG ; Yu Xuan XIAO ; Zhuo Ying LI ; Yu Ting TAN ; Hui Yun YUAN ; Yong Bing XIANG
Biomedical and Environmental Sciences 2025;38(5):571-584
OBJECTIVE:
To describe survival trends and global patterns of esophageal cancer (EC) using survival data from population-based cancer registries.
METHODS:
We systematically searched PubMed, EMBASE, Web of Science, SEER, and SinoMed databases for articles published up to 31 December 2023. Eligible EC survival estimates were evaluated according to country or region, period, sex, age group, pathology, and disease stage.
RESULTS:
After 2010, Jordan exhibited the highest age-standardized 5-year relative survival rates (RSRs)/net survival rates (NSRs) at 41.1% between 2010 and 2014, while India had the lowest, at 4.1%. Survival rates generally improved with diagnostic age across most countries, with significant increases in South Korea and China, of 12.7% and 10.5% between 2000 and 2017, respectively. Survival was higher among women compared to men, ranging from 0.4%-10.9%. Survival rates for adenocarcinoma and squamous cell carcinoma were similar, differing by about 4%. In China, the highest age-standardized RSRs/NSRs was 33.4% between 2015 and 2017. Meanwhile, the lowest was 5.3%, in Qidong (Jiangsu province) between 1992-1996.
CONCLUSION
Global EC survival rates have improved significantly in recent decades, but substantial geographical, sex, and age disparities still exist. In Asia, squamous cell carcinoma demonstrated superior survival rates compared to adenocarcinoma, while the opposite trend was observed in Western countries. Future research should clarify the prognostic factors influencing EC survival and tailor prevention and screening strategies to the changing EC survival patterns.
Humans
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Esophageal Neoplasms/mortality*
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Registries
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Male
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Female
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Survival Analysis
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Middle Aged
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Survival Rate
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Aged
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Global Health


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