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.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.
3.Clinical study of Shenbao tablet in the treatment of kidney-yang deficiency syndrome
Xiu-Dian LI ; Ping CHENG ; Zhe CAO ; Qiong HUA ; Xiang-Xin MENG ; Qing-Gang ZHOU
The Chinese Journal of Clinical Pharmacology 2024;40(4):524-528
Objective To evaluate the efficacy and safety of Shenbao tablet in the treatment of kidney-yang deficiency syndrome.Methods Patients with kidney-yang deficiency syndrome,will were treated with Shenbao Tablets orally,3 tablets once,3 times a day,and the course of treatment was 56 days or 84 days,depending on the condition.By comparing the clinical efficacy,the changes of symptom scores and syndrome scores before and after treatment,and symptoms remission time,the effectiveness of Shenbao tablet in the treatment of kidney-yang deficiency syndrome was evaluated.The safety was evaluated by adverse reactions.Results There were 339 patients in the 56-day group and 345 patients in the 84-day group.After treatment,the clinical effective rates of the 56-day group and the 84-day group were 91.74%and 97.97%,respectively,and the difference was statistically significant(P<0.05).In the 56-day group and the 84-day group,the excellent rate were 58.41%and 59.13%,clinical control rates were 18.58%and 27.54%,and the progress rates were 14.75%and 11.30%,respectively.After treatment,the symptom scores of kidney-yang deficiency syndrome were significantly reduced respectively within both groups(P<0.05).In the 56-day group and the 84-day group,the nocturia scores of were 0.89±1.27 and 0.60±1.03,the soreness of waist scores were 1.31±1.19 and 0.72±1.00,the morning diarrhea scores were 0.28±0.74 and 0.19±0.61,the anaphrodisia scores were 0.65±1.13 and 0.53±0.98,the low spirits scores were 0.29±0.81 and 0.08±0.40,the cold limbs score were 1.09±1.20 and 0.55±0.93,the edema scores were 0.14±0.55 and 0.05±0.30,the bright pale complexion scores were 0.20±0.59 and 0.24±0.65,respectively.There were significant differences in the reduction of each symptom score between the two groups(P<0.05);the 56-day group had a more significant decrease in the score of cold limbs than the 84-day group.The remaining symptom scores decreased more significantly in the 84-day group.After treatment,the syndrome scores of kidney-yang deficiency syndrome in the two groups were significantly lower than those before treatment(all P<0.05);the change rates of score in the 56-day group and the 84-day group were(-72.33±24.57)%and(-78.77±19.53)%,respectively,and the difference was statistically significant(P<0.05).The self-reported time to first symptom relief was(14.85±7.18)days in the 56-day group and(14.10±7.78)days in the 84-day group,with no significant difference(P>0.05).The incidence of adverse reactions of Shenbao tablets was 5.37%,mainly reflected in hepatobiliary system diseases,gastrointestinal system diseases and various examination abnormalities.Conclusions After taking Shenbao tablets for 2 to 3 months,the clinical symptoms of kidney-yang deficiency were better improved,and the improvement was more significant after 3 months of treatment.The security of Shenbao Tablets was good.
4.Study on long-term toxicity of Tripterygium glycosides tablets based on type Ⅱ collagen-induced arthritis model rats
Tian-Xiang YE ; Ming-Zhu SHI ; Wei-Dong YANG ; Yan-Ming WEI ; Hui-Fang LI ; Sheng-Hui CHENG
The Chinese Journal of Clinical Pharmacology 2024;40(9):1296-1300
Objective To observe the multi-system toxicity of Tripterygium glycosides tablets in rats with type Ⅱ collagen-induced arthritis(CIA).Methods Healthy SD rats were randomly divided into normal group,model group and experimental group,with 10 rats in each group.In addition to the normal group,the other groups were established collagen-induced arthritis model.After the first immunization,the normal group and the model group were given an equal volume of 0.3%sodium carboxymethyl cellulose solution,and the experimental group was given 72 mg·kg-1·d-1 Tripterygium glycosides solution,once a day for 6 weeks.On the 42 nd day,the blood routine of each group was detected and the organ index was calculated.The levels of liver,kidney function and sex hormones in rats were detected by enzyme-linked immunosorbent assay.The histopathological changes of liver,kidney,ovary and testis were observed by hematoxylin-eosin(HE)staining.Results The testicular indexes of the normal group,the model group and the experimental group were(0.81±0.05)%,(0.97±0.06)%and(0.81±0.12)%;the estradiol contents were(63.90±16.19),(55.42±7.23)and(40.04±5.97)pg·mL-1;the testosterone contents were(1 290.96±257.94),(1 198.43±190.77)and(912.62±61.72)pg·mL-1,respectively.There were statistically significant differences in the above indexes between the model group and the experimental group(P<0.01,P<0.05).HE pathological results showed that Tripterygium glycosides tablets could cause abnormal histopathological changes of ovary and testis in CIA model rats.Conclusion Continuous administration of 8-fold clinical equivalent dose of Tripterygium glycosides tablets for 6 weeks can cause damage to the reproductive system of CIA rats.
5.Effect of accelerometer assessment methods on the evaluation results of sedentary behaviour and physical activity in school aged children
XIANG Cheng, GAO Ying, LI Qingyang, ZHAO Hanhua
Chinese Journal of School Health 2024;45(12):1708-1712
Objective:
To explore the effects of different positions, epoch lengths and cut points of accelerometers on the measurement of sedentary behaviour (SB), light physical activity (LPA) and moderate vigorous physical activity (MVPA) in school aged children, so as to provide a reference for optimizing the criteria of accelerometers to measure SB and physical activity in school aged children.
Methods:
From May 2021 to September 2022, 110 school aged children aged 8-12 years old were convenient selected from a primary school in Hangzhou, and the accelerometers were worn on the waist, back, thigh, and wrist during the school time, and the collected data were transformed into six datasets with different epoch lengths (1, 5, 10, 15, 30, and 60 s) and compared using 4 common cut points developed by Puyau, Freedson, Evenson, and Pulsford (a total of 96 combinations) for classifying the percentages of time spent in SB, LPA, and MVPA. The effects of different positions, epoch lengths and cut points and their interactions on the assessment results were analyzed using a three way repeated measures ANOVA, and the variability of multiple comparisons between groups was analyzed using a Bonferroni post hoc test.
Results:
Except for the interaction of cut point × position × epoch on the percentage of time spent in SB and the main effect of epoch on he percentage of time spent in MVPA were not statistically significant ( F =0.66,1.18, P >0.05), the remaining main effects and interactions of the three factors on the assessment results were all statistically significant ( F =6.28-11 662.28, P <0.01). The differences between the results of different positions were statistically significant ( F =90.98-308.79, P <0.01). The percentages of time spent in SB and MVPA decreased with the increase of epoch lengths, while the percentage of time spent in LPA increased with the increase of epoch lengths ( F =16.54- 676.35 , P <0.01). The difference between the results using different cut points measurements was statistically significant ( F = 98.14- 976.40, P <0.01).
Conclusions
Accelerometer methodological factors including positions, epoch lengths and cut points will affect the estimates of SB and physical activity in school aged children. Therefore, it is recommended that future studies need to optimize the applicability of accelerometer analysis methods in school aged children, and the comparisons of results between studies need to be treated with caution.
6.Heavy metal pollution in rural soil and ecological risk in Wanzhou District, Chongqing
Longfeng CHENG ; Xiangqiang HUANG ; Lian XIANG ; Yue LI ; Ya WU ; Lei TONG ; Ji LI
Shanghai Journal of Preventive Medicine 2024;36(8):760-764
ObjectiveTo analyze and assess the pollution levels of lead (Pb), cadmium (Cd), and chromium (Cr) in rural soils of Wanzhou District, Chongqing Municipality, and to provide data support for proposing relevant measures and suggestions. MethodsBased on the soil monitoring data from 2017 to 2021, the ecological risk assessment was conducted by applying the Soil Pollution Risk Control Standard for Agricultural Land of Soil Environmental Quality (for trial implementation) (GB 15168‒2018), the pollution index method and the potential ecological risk method. ResultsA total of 100 soil samples were collected, with pH values ranged from 3.50 to 8.30, and a mean value of 6.10. The mean values of Pb, Cd, and Cr in the soil were 25.2 mg·kg-1, 0.310 mg·kg-1, and 68.6 mg·kg-1, respectively. Except for Cr, the mean values of other elements exceeded the soil background values. Cd level had the largest coefficient of variation and uneven spatial distribution, with an overall exceedance rate of 30.0%. Pollution levels of Pb and Cr were generally at the alert level, while Cd was generally at a light pollution level. The proportion of Cd pollution levels was higher than that of Pb and Cr, and the difference was statistically significant(χ2=15.015, P=0.001). The Nemerow comprehensive pollution index in different townships ranged from 0.70 to 2.07, with a median value of 1.10, and was generally at a light pollution level. The potential ecological hazard risk of Cd was relatively high, and was generally at a mild level of hazard. The highest contribution rate in the comprehensive potential ecological hazard index was Cd, accounting for 84.1%. ConclusionThere is a certain degree of Cd pollution and mild ecological risk in rural soils of Wanzhou District. Monitoring and management of Cd pollution in rural soils of Wanzhou District, Chongqing Municipality, should be strengthened.
7.A reporter gene assays for bioactivity determination of human chorinonic gonadotropin
Ying HUANG ; Xiao-ming ZHANG ; He-yang LI ; Lü-yin WANG ; Hui ZHANG ; Ping LÜ ; Jing LI ; Xiang-dong GAO ; Cheng-gang LIANG
Acta Pharmaceutica Sinica 2024;59(2):432-438
This study constructed a LHCGR-CRE-luc-HEK293 transgenic cell line according to the activation of the cAMP signaling pathway after recombinant human chorionic gonadotropin binding to the receptor. The biological activity of recombinant human chorionic gonadotropin was assayed using a luciferase assay system. The relative potency of the samples was calculated using four-parameter model. And the method conditions were optimized to validate the specificity, relative accuracy, precision and linearity of the method. The results showed that there was a quantitative potency relationship of human chorinonic gonadotropin (hCG) in the method and it was in accordance with the four-parameter curve. After optimization, the conditions were determined as hCG dilution concentration of 2.5 μg·mL-1, dilution ratio of 1∶4, cell number of 10 000-15 000 cells/well, and induction time of 6 h. The method had good specificity, relative accuracy with relative bias ranging from -8.9% to 3.4%, linear regression equation correlation coefficient of 0.996, intermediate precision geometric coefficient of variation ranging from 3.3% to 15.0%, and linearity range of 50% to 200%. This study successfully established and validated a reporter gene method to detect hCG biological activity, which can be used for hCG biological activity assay and quality control.
8.Three 2,3-diketoquinoxaline alkaloids with hepatoprotective activity from Heterosmilax yunnanensis
Rong-rong DU ; Xin-yi GUO ; Wen-jie QIN ; Hua SUN ; Xiu-mei DUAN ; Xiang YUAN ; Ya-nan YANG ; Kun LI ; Pei-cheng ZHANG
Acta Pharmaceutica Sinica 2024;59(2):413-417
Three 2,3-diketoquinoxaline alkaloids were isolated from
9.Comparison of the predictive value of new simplified insulin resistance assessment indexes in identifying left ventricular subclinical dysfunction in T2DM patients
Yan-Yan CHEN ; Meng-Ying LI ; Jie ZHOU ; Jian-Fang FU ; Ying ZHANG ; Yi WANG ; Cheng WANG ; Xiang-Yang LIU ; Sheng-Jun TA ; Li-Wen LIU ; Ze-Ping LI ; Xiao-Miao LI
Medical Journal of Chinese People's Liberation Army 2024;49(2):137-143
Objective To investigate the predictive value of new simplified insulin resistance(IR)assessment indexes in identifying subclinical left ventricular systolic function impairment in patients with type 2 diabetes mellitus(T2DM).Methods A total of 150 T2DM patients with preserved left ventricular ejection fraction(LVEF≥50%)who were admitted to Department of Endocrinology of the First Affiliated Hospital of Air Force Medical University from June 2021 to December 2021 were retrospectively analyzed.All patients underwent two-dimensional speckle tracking echocardiography to measure left ventricular global longitudinal strain(GLS).According to GLS value,the subjects were divided into the normal group(GLS≥18%group,n=80)and the impaired group(GLS<18%group,n=70).Some new simplified IR assessment indicators were calculated and compared between the two groups,including body mass index(BMI),TG/HDL-C ratio,triglyceride-glucose(TyG)index,TyG-BMI index,TyG-WHR and metabolic score for IR(METS-IR).Correlation between the GLS and the new simplified IR assessment indexes was analyzed.The receiver operating characteristic(ROC)curve was used to analyze the diagnostic efficacy of different simplified IR assessment indexes,with the area under the curve(AUC)calculated.Furthermore,according to whether the subjects were complicated with hypertension,binary logistics regression analysis was performed to explore the independent correlation between the simplified IR assessment index and GLS<18%.Results Total 150 were included with aged(54.5±13.7)years with 96(64.0%)men and 54(36.0%)women.Compared with the GLS≥18%group,the TG/HDL-C ratio,TyG index,TyG-BMI,and METS-IR of subjects in the GLS<18%group were significantly increased(P<0.05).Pearson correlation analysis showed that TG/HDL-C ratio,TyG index,TyG-BMI,TyG-WHR,and METS-IR were negatively correlated with GLS(P<0.05).ROC analysis showed that TyG index had a certain predictive value for the evaluation of GLS<18%(AUC=0.678,95%CI 0.591-0.765,P<0.001).Stratification based on hypertension and further adjusting for confounding factors,TyG index remains significantly associated with GLS<18%(OR=3.249,95%CI 1.045-10.103,P=0.042).Conclusions The novel simplified insulin resistance evaluation indexes are closely associated with left ventricular subclinical systolic dysfunction in T2DM patients with preserved ejection fraction.TyG index is an effective index to identify left ventricular subclinical dysfunction in these populations.
10.Reference ranges of cardiac size and morphology for low-risk fetuses at 28-39 gestational weeks based on two-dimensional speckle tracking technique
Chen ZHU ; Cheng-Jie XU ; Rui LIU ; Man LI ; Yu XIONG ; Jin-Lian XIANG ; Yun-Yun REN
Fudan University Journal of Medical Sciences 2024;51(1):41-49
Objective To construct reference ranges of cardiac size and morphologic parameters in low-risk fetuses at 28-39 gestational weeks using two-dimensional speckle tracking technique.Methods A prospective collection of 453 low-risk singleton pregnancies with echocardiography at Obstetrics and Gynecology Hospital,Fudan University was used to assess the size(length,width,and area)and morphology(sphericity index,i.e.,the ratio of length to width)of the fetal four-chamber view and two ventricles using two-dimensional speckle tracking technique.Repeated inter-and intra-observer agreement of measurements was assessed using the intraclass correlation coefficients(ICCs).Statistical analysis of cardiac measurement parameters was performed to establish reference ranges of values for cardiac size and morphology in low-risk fetuses.Results The inter-and intra-group ICCs for reproducibility tests of fetal cardiac parameters measurements were 0.691 to 0.980.Fetal four-chamber view and ventricular size increased with gestational week(all P<0.001),the end-diastolic length of the left ventricle was larger than that of the right ventricle,and the end-diastolic diameter was smaller than that of the right ventricle(both P<0.001),while there was no significant difference in the end-diastolic area of the two ventricles(P= 0.050).The spherical index of four-chamber view did not correlate with gestational week(P=0.811).The sphericity index of the basal and intermediate segments of the left ventricle was greater than that of the right ventricle,and the sphericity index of the apical segment was less than that of the right ventricle,the differences were statistically significant(all P<0.01).Conclusion The two-dimensional speckle tracking technique for measuring fetal cardiac parameters has good reproducibility.The reference ranges for cardiac size and morphology in low-risk fetuses developed in this study will be useful for prenatal evaluation of cardiac remodeling.


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