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.Effect of modified Baduanjin exercise on cardiopulmonary function, motor function and activities of daily living for stroke patients
Junwen CHEN ; Qian CHEN ; Cheng CHEN ; Shuyue LI ; Lingling LIU ; Cunshu WU ; Xiang GONG ; Jun LU ; Guangxu XU
Chinese Journal of Rehabilitation Theory and Practice 2024;30(1):74-80
ObjectiveTo investigate the effect of modified Baduanjin exercise, as an rehabilitation exercise, on cardiopulmonary function, motor function and activities of daily living in patients with stroke. MethodsFrom January to September, 2023, 42 stroke patients in the Nanjing Qixia District Hospital were randomly divided into control group (n = 21) and experimental group (n = 21). The control group received routine rehabilitation, and the experimental group received modified Baduanjin exercise in addition, for four weeks. They were assessed with peak oxygen uptake (VO2peak), anaerobic threshold (AT), peak oxygen pulse (VO2peak/HR), forced vital capacity (FVC), forced expiratory volume in the first second (FEV1), peak expiratory flow (PEF), Fugl-Meyer Assessment-upper extremities (FMA-UE), Berg Balance Scale (BBS) and modified Barthel Index (MBI) before and after intervention. ResultsVO2peak, AT, and the scores of FMA-UE, BBS and MBI improved in the control group after intervention (|t| > 2.256, |Z| > 2.936, P < 0.05); while VO2peak, AT, VO2peak/HR, FVC, FEV1, PEF, and the scores of FMA-UE, BBS and MBI improved in the experimental group (|t| > 4.390, |Z| > 3.451, P < 0.001); and all the indexes were better in the experimental group than in the control group (|t| > 4.136,|Z| > 2.751,P < 0.01), except the scores of BBS and MBI. ConclusionModified Baduanjin exercise can improve the cardiopulmonary function and upper limb motor function for stroke patients.
3.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.
4.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
5.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.
6.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.
7.Regulation of Zygotic Genome Activation in Early Embryonic Development
Ji-Xiang XING ; Han-Shuang LI ; Hai-Cheng LI ; Yong-Chun ZUO
Progress in Biochemistry and Biophysics 2024;51(3):525-543
The development of animal early embryos commences with the reprogramming of terminally differentiated gametes into totipotent zygotes following fertilization. During the initial stages of embryonic development, the transcriptional levels of zygotic genome remain silent and maternal gene products dominate the regulation of development. As embryonic development progresses, the maternal gene products undergo phased degradation while the zygotic genome gradually activates transcription, marking the transition from the maternal regulation to the zygotic genome regulation in early embryonic development, which is also referred to as the maternal-zygotic transition (MZT). Zygotic genome activation (ZGA) is a critical turning process in this transition, and its accurate occurrence is crucial for early embryonic development and cell fate decisions. However, the regulatory factors and molecular mechanisms of ZGA remain poorly understood. Studies have shown that ZGA varies greatly among different species and may be affected by a variety of regulatory factors such as DNA methylation, histone modification, non-coding RNA, chromatin remodeling and ZGA related factors. Here, we review the research progress of the above regulatory factors affecting ZGA, which can provide valuable insights for further investigations into the ZGA related mechanisms of early embryos.
8.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.
9.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.
10.Study on influencing factors of venous thromboembolism in pneumonia patients
Rui-Juan LI ; Jing NIU ; Peng-Yan JIA ; Zhuo ZHANG ; Cheng-Li QUE ; Qian XIANG ; Yi-Min CUI
The Chinese Journal of Clinical Pharmacology 2024;40(17):2479-2482
Objective To analyze the incidence of venous thromboembolism(VTE)in pulmonary patients and explore the assessment and prevention of the risk of pneumonia accompanied VTE.Methods The patients with pneumonia were divided into control group(simple pneumonia)and treatment group(with VTE)according to the condition of VTE.Demographic data,blood routine,coagulation index,liver and kidney function index and blood gas index were collected.Statistical methods like chi square test,t-test and nonparametric rank sum test were applied to compare the differences between the two groups.Finally,the nomogram was established according to the logistic regression results and the receiver operating characteristic(ROC)curve was calculated.Results 106 cases in control group and 29 cases in treatment group.Univariate analysis showed that age,D-dimer,fibrinogen degradation products,white blood cell count,neutrophil count,albumin-globulin ratio were statistically significant(P<0.05).Multivariate logistic regression analysis suggests that age[odds ratio(OR)=1.052],D-dimer(OR=2.339),and albumin/globulin(OR=0.042)are independent affecting factors for VTE in pneumonia patients.A nomogram was developed and ROC was calculated,the area under curve(AUC)was 0.754.Conclusion High age,elevated D-dimer and decreased albumin/globulin are independent risk factors for VTE in pneumonia patients.More over,the established prediction model has good accuracy.


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