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.Experimental study on the effects of panobinostat on melanoma growth and immunogenicity mechanisms
LIANG Anjing1,2 ; CHENG Liang3 ; XIANG Su1,2 ; HOU Jue1 ; YUAN Rong1,2 ; CHEN Zhu1,2
Chinese Journal of Cancer Biotherapy 2025;32(9):957-967
[摘 要] 目的:探究组蛋白去乙酰化酶(HDAC)抑制剂帕比司他对黑色素瘤生长和免疫性的影响及其机制。方法:常规培养黑色素瘤细胞B16F0,用不同浓度的帕比司他处理细胞,WB法检测帕比司他对B16F0细胞中HDAC表达的影响,CCK-8法、划痕愈合实验、Transwell实验和流式细胞术分别检测帕比司他对B16F0细胞增殖、迁移和侵袭能力,以及细胞凋亡和周期的影响。转录组学检测帕比司他对B16F0细胞基因表达的影响,用qPCR法加以验证。流式细胞术检测帕比司他对B16F0细胞表面MHC Ⅰ/Ⅱ类分子表达的影响,B16F0与骨髓来源树突状细胞(BMDC)共培养检测帕比司他对BMDC细胞表达CD11c、CD80和CD86的影响,B16F0细胞移植瘤实验检测帕比司他对移植瘤生长和裸鼠免疫功能的影响。结果:帕比司他促进B16F0细胞中组蛋白3(H3)和α-微管蛋白(α-TUB)蛋白乙酰化(P < 0.01或P < 0.001或P < 0.000 1),抑制B16F0细胞增殖、迁移和侵袭能力,促进其凋亡,并使细胞周期阻滞于G1期(P < 0.05或P < 0.001或P < 0.000 1),促进B16F0细胞表面表达MHC Ⅰ/Ⅱ类分子表达并促进共培养BMDC成熟(均P < 0.01)。转录组学检测结果显示,帕比司他促进B16F0细胞中E-cadherin和抗原提呈相关基因的表达,抑制N-cadherin、vimentin、c-Myc和CDK1的表达,qPCR法验证了这些结果。帕比司他抑制裸鼠移植瘤的生长并增强荷瘤裸鼠的免疫功能(P < 0.05, P < 0.000 1)。结论:帕比司他可抑制B16F0细胞的恶性生物学行为,促进其凋亡,调控其免疫性,增强荷瘤裸鼠的免疫功能。
3.Pharmacological Mechanism of Traditonal Chinese Medicine in Prevention and Treatment of Breast Cancer: A Review
Xiaoli WEN ; Fangyan CAI ; Biting CHENG ; Xiang ZHANG ; Hongning LIU
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(22):252-263
Breast cancer, as one of the major cancers threatening women's health globally, is characterized by high aggressiveness, high malignancy, and poor prognosis. In 2022, according to the World Health Organization, breast cancer ranked second in the incidence of female cancers globally, accounting for 11.6% of all new cancer cases. Western medical doctors mainly use surgery, chemotherapy, radiotherapy, endocrine therapy, and molecular targeted therapy to treat breast cancer, which can effectively improve the recurrence rate and death rate of breast cancer patients and prolong the survival period of patients. However, its treatment process is often accompanied by a series of side effects, which bring challenges to patients' quality of life. However, traditional Chinese medicine (TCM) has demonstrated significant therapeutic effects in inhibiting the proliferation and metastasis of breast cancer cells, reducing toxic side effects produced by chemotherapy, and improving patients' survival rate and quality of life. It is therefore particularly necessary to investigate the pharmacological effects and mechanisms of TCM in breast cancer treatment. The authors combed the pharmacological effects and mechanisms of the etiology and pathogenesis of breast cancer, identification and treatment of breast cancer, TCM compound, TCM single medicine, TCM monomer, and external treatment of TCM to prevent and control breast cancer and found that TCM has a therapeutic effect on breast cancer. It can play a role in increasing the effectiveness, reducing the toxicity, and alleviating the adverse reactions. It can inhibit breast cancer cell proliferation, cell cycle, migration, invasion, immune escape, epithelial-mesenchymal transition (EMT), aerobic glycolysis, mitochondrial biosynthesis, aminoacyl-tRNA biosynthesis, reduce drug resistance, promote apoptosis, ferroptosis, cell autophagy, and regulate the tumor immune microenvironment by regulating signaling pathways. This paper aims to provide new ideas and methods for experimental research and clinical treatment of breast cancer.
4.Cloning and Transcriptional Activity Analysis of Endogenous U6 Promoters in Artemisia annua
Yuting PU ; Bohan CHENG ; Mengyue WANG ; Jun ZOU ; Ranran GAO ; Lan WU ; Qinggang YIN ; Li XIANG ; Yuhua SHI
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(24):161-167
ObjectiveThe U6 promoter is an essential element for driving sgRNA expression in the clustered regularly interspaced short palindromic repeat sequences/CRISPR-associated protein 9(CRISPR/Cas9)gene editing system in dicotyledonous plants. Endogenous U6 promoters typically exhibit higher transcriptional activity, which can significantly improve gene editing efficiency. This study aims to identify endogenous U6 promoters in Artemisia annua to optimize its CRISPR/Cas9 gene editing system, which holds significant importance for its molecular breeding. MethodsOn the basis of the highly conserved U6 snRNA sequences in Arabidopsis thaliana, endogenous U6 promoters were screened in the A. annua genome. Expression vectors were constructed with candidate AaU6 promoter driving the firefly luciferase (LUC) reporter gene, and then transiently transformed into Nicotiana benthamiana. Transcriptional activities of the promoters were measured and compared by in vivo imaging and the Dual Luciferase Reporter assay. ResultsEight endogenous U6 promoters were successfully cloned from A. annua. Sequences alignment revealed that all these promoters contained the two conserved cis-acting elements, upstream sequence element (USE) and TATA-box, which affected their transcriptional activity. Dual-luciferase activity assays indicated that the transcriptional activities of AaU6-3, AaU6-1, and AaU6-5 were significantly higher than that of the Arabidopsis AtU6-26 promoter, with AaU6-3 exhibiting the highest activity. ConclusionThis study identified three endogenous AaU6 promoters with high transcriptional activity in A. annua, providing key functional elements for establishing an efficient gene editing system in A. annua. These findings will contribute to advancing precision molecular breeding and high-quality germplasm innovation in A. annua.
5.Proficiency testing on determination of the content of geniposide in Gardeniae fructus by HPLC
Xiaohan GUO ; Yan CHANG ; Jiating ZHANG ; Kunzi YU ; Jianbo YANG ; Minghua LI ; Siyu MA ; Yiyun LU ; Xinhua XIANG ; Xianlong CHENG ; Feng WEI
Chinese Journal of Pharmacoepidemiology 2024;33(10):1115-1123
Objective To carry out a proficiency testing of content determination of geniposide in Gardeniae fructus,evaluate the content determination ability of index components in traditional Chinese medicine in the laboratory of inspection and detection in drug-related fields,and improve the quality control ability of content determination of related laboratories.Methods The laboratory's capability-verification activities were conducted based on the CNAS-RL02 Rules for Proficiency Testing and ISO/IEC 17043 Conformity Assessment-General Requirements for Proficiency Testing.After preparing the sample,the results of homogeneity and stability tests were analyzed according to CNAS-GL003 Guidance on Evaluating the Homogeneity and Stability of Samples Used for Proficiency Testing.After the test results were qualified,they were used as proficiency testing samples and randomly distributed to participants.The results were collected,and the robust statistical method and the Z scores were used to analyze the results of these laboratories'reports.Results 403 laboratories in this proficiency testing program reported the results,of which 367 results were acceptable,accounting for 91.07%,17(4.22%)laboratories obtained suspicious results,and 19 laboratories gave unsatisfactory results,with the dissatisfaction rate of 4.71%.Conclusion The majority of the 403 participant laboratories have the ability to determine the content of geniposide in Gardeniae fructus by HPLC and the laboratory testing ability and quality management level of the drug monitoring system are high.This proficiency testing provides a basis for understanding the technical reserve capacity and management level of China's pharmaceutical inspection and testing laboratories,and provides technical support for future government supervision.
6.Prediction method of diopter based on sequence of ocular biological parameters
Luebiao XU ; Lan DING ; Chen LIANG ; Yuliang WANG ; Yujia LIU ; Jianmin SHANG ; Jun ZHU ; Huazhong XIANG ; Renyuan CHU ; Cheng WANG ; Xiaomei QU
International Journal of Biomedical Engineering 2024;47(5):417-422
Objective:To establish a prediction method of diopter based on sequence of ocular biological parameters.Methods:A stratified random cluster sampling method was used to extract the dataset. The dataset consisted of data collected from January 2022 to January 2023 by the Eye & ENT Hospital, Fudan University, from children aged 5 to 13 years in 2 key schools and 2 general schools of Yangpu District, Shanghai. Children’s ocular biological parameters, including sex, age, diopter, axial length, corneal curvature, and anterior chamber depth were collected. The slope of the optimally fitted straight line was calculated using the least squares method. The least square-back propagation (BP) neural network model was established by combining baseline data and the pre-processed rate of the change of ocular biological parameters. The dataset was divided into the training set and the validation set according to the ratio of 8:2 for five-fold cross-validation. The model performance was evaluated by using the mean absolute error (MAE), mean squared error (MSE), root mean square error (RMSE), correlation coefficient R, and coefficient of determination R2. Results:The optimal performances of R2, R, RMSE, MAE, and MSE of the least square-BP neural network model were 0.96, 0.981 9, 0.214 2, 0.139 9 D, 0.045 9, respectively. The regression equation between the predicted value and the true value of the diopter was y=0.97 x+ 0.014 8, R2=0.97, with good correlation. In the internal verification, MAE values of the diopter at three, six, nine, and twelve months of follow-up were 0.110 1, 0.136 0, 0.153 7, and 0.184 8 D, respectively, which achieved clinically acceptable performance (less than 0.25 D). In the external validation, the errors were less than 0.25 D at all ages. Conclusions:A prediction method of diopter based on sequence of ocular biological parameters was successfully developed.
7.N-butyl-9H-pyrimido4,5-bindole-2-carboxamide inhibits macrophage foaming and pyroptosis via NLRP3/caspase-1
Zhi-Yun SHU ; Zi-Xu HUYAN ; Wen-Qing ZHANG ; Shi-Shun XIE ; Hong-Yuan CHENG ; Guo-Xing XU ; Xiang-Jun LI
Chinese Pharmacological Bulletin 2024;40(6):1035-1041
Aim To design the pyrimidoindole deriva-tive N-butyl-9H-pyrimido[4,5-b]indole-2-carboxamide(BFPI)and synthesize it to investigate whether it in-hibits macrophage pyroptosis and foaming effects through the NLRP3/Caspase-1 pathway.Methods BFPI was synthesized using 2,4,6-triethoxycarbonyl-l,3,5-triazine and 2-aminoindole as starting materials and structurally characterized by 1H NMR,13C NMR,and ESI-MS.The in vitro cultured mouse monocyte macro-phage cell line RAW264.7 was divided into blank,model(PA)and therapeutic(BFPI)groups,and the cells in each group were treated with the corresponding culture medium for 24 h.The proliferative viability was detected by MTT assay,and the formation of intracel-lular lipid droplets was detected by oil red O staining,and NLRP3 was detected by Western-blot and RT-qPCR,caspase-1 and MCP-1 mRNA and protein ex-pression levels by Western blot and RT-qPCR.Results Compared with the blank group,the proliferation vi-ability of cells in the model group significantly de-creased and the formation of lipid droplets significantly increased;compared with the model group,the prolif-eration viability of cells in the treatment group signifi-cantly increased and the formation of lipid droplets sig-nificantly decreased,and the differences were statisti-cally significant(P<0.01);compared with the blank group,the cellular NLRP3,caspase-1 and MCP-1 mR-NA and protein expression levels of cells in the model group significantly increased;compared with the model group,the expression levels of the above indexes of the cells in the treatment group significantly decreased,and the difference was statistically significant(P<0.01).Conclusions BFPI contributes to delaying macrophage-derived foam cell formation during athero-genesis by inhibiting macrophage NLRP3,caspase-1,and MCP-1 expression and thereby promoting their pro-liferation and inhibiting lipid phagocytosis.
8.Functional mechanism of curcumin inhibiting growth of malignant glioma by regulating TGF-β1/Smad signaling pathway
Gang ZHAO ; Guo-Dong ZHANG ; Li-Xiang WANG ; Yuan-Chao LI ; Hu ZHOU ; Zhen-Guo CHENG
Chinese Pharmacological Bulletin 2024;40(11):2113-2118
Aim To explore the effect of curcumin on the growth of malignant glioma and the possible mecha-nism.Methods Human glioblastoma cell U87 was taken as the study object.They were randomly separa-ted into the blank control group(without any interven-tion)and low,medium and high curcumin group(10,20 and 40 μmol·L-1),temozolomide group(40μmol·L-1),curcumin 40 μmol·L-1+LY210976110 μmol·L-1,curcumin 40 μmol·L-1+SRI-011381 10 μmol·L-1,then they were intervened for 48 h.The activity,migration and invasion ability of U87 cells in each group were measured by CCK-8 method and Transwell method.The cell cycle changes of U87 cells were measured by flow cytometry.The ex-pression levels of TGF-β1/Smad signaling pathway in U87 cells were measured by Western blotting.Results After 48 h intervention,the percentage of U87 cell activity,cell migration and invasion number in curcu-min group and temozolomide group were lower than those in the blank control group(P<0.05),and all decreased with the increase of curcumin dose(P<0.05).Compared with the blank control group,the number of cells increased in Sub-G0 stage in the curcu-min group and temozolomide group(P<0.05),and decreased in G2/M stage(P<0.05).The protein rel-ative expression levels of TGF-β1,p-Smad 3,N-cad-herin,matrix metalloproteinase(MMP)-2 and MMP-9 in U87 cells in high curcumin group and temozolomide group were lower than those in the blank control group(P<0.05),and the protein relative expression levels of Smad 7 and E-cadherin were higher than those in the blank control group(P<0.05).There was no statisti-cally significant difference between the high curcumin group and temozolomide group(P>0.05).Compared with the high curcumin group,inhibition of TGF-β1/Smad pathway could further inhibit the activity,migra-tion and invasion of U87 cells,reduce the relative ex-pression levels of TGF-β1,P-Smad 3,MMP-2 and MMP-9 proteins(P<0.05),and increase the relative expression levels of Smad 7 and E-cadherin protein(P<0.05),while the TGF-β1/Smad pathway activator was vice versa(P<0.05).Conclusions Curcumin can inhibit the growth of malignant glioma U87 cells,and the mechanism may be related to the regulation of TGF-β1/Smad signaling pathway.
9.Early gait analysis after total knee arthroplasty based on artificial intelligence dynamic image recognition
Ming ZHANG ; Ya-Nan SUI ; Cheng WANG ; Hao-Chong ZHANG ; Zhi-Wei CAI ; Quan-Lei ZHANG ; Yu ZHANG ; Tian-Tian XIA ; Xiao-Ran ZU ; Yi-Jian HUANG ; Cong-Shu HUANG ; Xiang LI
China Journal of Orthopaedics and Traumatology 2024;37(9):855-861
Objective To explore early postoperative gait characteristics and clinical outcomes after total knee arthroplasty(TKA).Methods From February 2023 to July 2023,26 patients with unilateral knee osteoarthritis(KOA)were treated with TKA,including 4 males and 22 females,aged from 57 to 85 years old with an average of(67.58±6.49)years old;body mass in-dex(BMI)ranged from 18.83 to 38.28 kg·m-2 with an average of(26.43±4.15)kg·m-2;14 patients on the left side,12 pa-tients on the right side;according to Kellgren-Lawrence(K-L)classification,6 patients with grade Ⅲ and 20 patients with grade Ⅳ;the courses of disease ranged from 1 to 14 years with an average of(5.54±3.29)years.Images and videos of standing up and walking,walking side shot,squatting and supine kneeling were taken with smart phones before operation and 6 weeks after operation.The human posture estimation framework OpenPose were used to analyze stride frequency,step length,step length,step speed,active knee knee bending angle,stride length,double support phase time,as well as maximum hip flexion angle and maximum knee bending angle on squatting position.Western Ontario and McMaster Universities(WOMAC)arthritis index and Knee Society Score(KSS)were used to evaluate clinical efficacy of knee joint.Results All patients were followed up for 5 to 7 weeks with an average of(6.00±0.57)weeks.The total score of WOMAC decreased from(64.85±11.54)before op-eration to(45.81±7.91)at 6 weeks after operation(P<0.001).The total KSS was increased from(101.19±9.58)before opera-tion to(125.50±10.32)at 6 weeks after operation(P<0.001).The gait speed,stride frequency and stride length of the affected side before operation were(0.32±0.10)m·s-1,(96.35±24.18)steps·min-1,(0.72±0.14)m,respectively;and increased to(0.48±0.11)m·s 1,(104.20±22.53)steps·min-1,(0.79±0.10)m at 6 weeks after operation(P<0.05).The lower limb support time and active knee bending angle decreased from(0.31±0.38)sand(125.21±11.64)° before operation to(0.11±0.04)s and(120.01±13.35)° at 6 weeks after operation(P<0.05).Eleven patients could able to complete squat before operation,13 patients could able to complete at 6 weeks after operation,and 9 patients could able to complete both before operation and 6 weeks after operation.In 9 patients,the maximum bending angle of crouching position was increased from 76.29° to 124.11° before operation to 91.35° to 134.12° at 6 weeks after operation,and the maximum bending angle of hip was increased from 103.70° to 147.25° before operation to 118.61° to 149.48° at 6 weeks after operation.Conclusion Gait analysis technology based on artificial intelligence image recognition is a safe and effective method to quantitatively identify the changes of pa-tients'gait.Knee pain of KOA was relieved and the function was improved,the supporting ability of the affected limb was im-proved after TKA,and the patient's stride frequency,stride length and stride speed were improved,and the overall movement rhythm of both lower limbs are more coordinated.
10.Genetic characterization of varicella-zoster virus in Jilin province from 2010 to 2023
Xiang LI ; Leilei WEI ; Biao HUANG ; Tao CHENG ; Yuanchun SHAN ; Guixiang QIN ; Hongyan SUN ; Shangwei JI ; Xin TIAN ; Simei FU ; Shuang WANG
Chinese Journal of Experimental and Clinical Virology 2024;38(5):521-526
Objective:This study aimed to analyze the genomic characteristics of Varicella-Zoster Virus (VZV) strains circulating in Jilin province from 2010 to 2023.Methods:Vesicle fluid from 78 sporadic cases with VZV infection were collected in Jilin province from 2010 to 2023, after detecting by Real-time PCR, 26 specimens (CT<25) were detected by PCR. Open reading frame 22(ORF22), ORF38 and ORF62 were amplified and analyzed. Genotyping was confirmed by SNPs ORF22 (37902, 38019, 38055, 38081 and 38177) and ORF38 (69424). Vaccine strains were indentified from wild-type strains according to ORF38 (69349) and ORF62 (106262, 107252, and 108111). Sequences were analyzed by homologous comparison and phylogenetic analysis.Results:The comparison with Dumas sequence revealed that SNPs (37902, 38055, 38081 and 38177) in ORF22 and ORF38 (69424) have mutations similar to the pOka strain, which belong to clade 2. Compared to the Dumas and Baike strains, all 26 samples were wild-type strains. JL2016-4 strain changes from threonine to asparaginyl at position 38059, JL2021-4 strain changes from arginine to proline at position 37933, from aspartic acid to tyrosine at position 37935, and from aspartic acid at base 38031 to tyrosine. JL2023-1 strain changes from arginine to leucine at position 37933.Conclusions:VZV has been prevalent for 14 years in Jilin province. The main epidemic strains belong to the clade 2. We should strengthen the monitoring of VZV outbreaks and raise the coverage rate of VZV vaccination.


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