1.Risk prediction models for hospital readmission in patients with schizophrenia: a systematic review
Junjie YE ; Sirui HUANG ; Jiaojiao HE ; Ying WANG ; Yufeng BIAN ; Xinzhuo ZHAO
Sichuan Mental Health 2026;39(1):89-96
BackgroundIndividuals with schizophrenia are prone to higher rates of hospital readmission, presenting significant clinical challenges and imposing considerable social burdens within the mental health domain. In recent years, various risk prediction models have been developed to forecast readmission in patients with schizophrenia and support clinical decision-making, but their predictive performance and clinical applicability require comprehensive evaluation. ObjectiveTo systematically evaluate the risk prediction models for readmission in patients with schizophrenia, so as to provide insights for the development of high-performance and highly applicable readmission risk prediction models for patients with schizophrenia. MethodsOn July 5, 2025, a systematic literature search was conducted across multiple electronic databases, including PubMed, Embase, Cochrane Library, Web of Science, CINAHL, CNKI, China Biomedical Literature Database, Wanfang Database, and VIP Database, to identify risk prediction models for readmission in patients with schizophrenia. The search period was from the establishment of the databases to July 1, 2025. Two researchers independently performed literature screening, data extraction, risk of bias assessment, and applicability assessment. ResultsA total of 9 studies were included in this review, encompassing 18 risk prediction models for readmission in patients with schizophrenia. Among them, 4 models reported the area under the receiver operating characteristic (ROC) curve (AUC), ranging from 0.734 to 0.820, 16 models provided AUC values of 0.642–0.879 for internal validation, and 1 model demonstrated an AUC of 0.841 for external validation. Key predictors included disease duration and the concomitant therapy of antipsychotic medications. The risk of bias was assessed as "high" in all included studies. ConclusionThe development of risk prediction models for readmission in patients with schizophrenia remains in an exploratory stage. Although the model exhibits favorable predictive performance, it is associated with a high risk of bias and insufficient performance evaluation.
2.Develop a rehabilitation nursing model of external treatment of traditional Chinese medicine for knee osteoarthritis
Lingyun SHI ; Jingjing ZHANG ; Jiaojiao SHU ; Jiaxue LI ; Yuan ZHANG ; Jiaju ZHAO ; Guoliang HOU ; Maimaiti PALIDA
Modern Clinical Nursing 2025;24(5):33-40
Objective To develop a rehabilitation nursing model for knee osteoarthritis(KOA)of external treatment in traditional Chinese medicine(TCM).Methods Between February and June 2023,a preliminary KOA rehabilitation nursing model was developed through literature search and semi-structured interview method.Two rounds of Delphi consultations were conducted with the selected experts,to establish a rehabilitation nursing model for KOA of TCM external treatment.Results A total of 24 experts from different regions participated in the consultation.The final rehabilitation nursing model of TCM external treatment for KOA included 3 primary indicators,16 secondary indicators and 91 tertiary indicators.The response rates from the two rounds of expert consultation were 96.00%and 100.00%,respectively,and the rates of expert opinion proposal were 58.33%and 8.33%,respectively.The expert authority coefficient were 0.906 and 0.923.The two rounds of expert consultation were 0.137 and 0.236 in Kendall's coefficient of concordance(W),with statistically significant differences(both P<0.001).The importance scores of each item in the second inquiry ranged from 3.75 to 4.88,and the coefficient of variation ranged from 0.07 to 0.30,and the full score ratio ranged from 20.83%to 87.50%.Conclusion The rehabilitation nursing model for KOA of TCM external treatment developed in this study is significant,scientific and feasible.It provides a guidance for medical professionals.
3.Develop a rehabilitation nursing model of external treatment of traditional Chinese medicine for knee osteoarthritis
Lingyun SHI ; Jingjing ZHANG ; Jiaojiao SHU ; Jiaxue LI ; Yuan ZHANG ; Jiaju ZHAO ; Guoliang HOU ; Maimaiti PALIDA
Modern Clinical Nursing 2025;24(5):33-40
Objective To develop a rehabilitation nursing model for knee osteoarthritis(KOA)of external treatment in traditional Chinese medicine(TCM).Methods Between February and June 2023,a preliminary KOA rehabilitation nursing model was developed through literature search and semi-structured interview method.Two rounds of Delphi consultations were conducted with the selected experts,to establish a rehabilitation nursing model for KOA of TCM external treatment.Results A total of 24 experts from different regions participated in the consultation.The final rehabilitation nursing model of TCM external treatment for KOA included 3 primary indicators,16 secondary indicators and 91 tertiary indicators.The response rates from the two rounds of expert consultation were 96.00%and 100.00%,respectively,and the rates of expert opinion proposal were 58.33%and 8.33%,respectively.The expert authority coefficient were 0.906 and 0.923.The two rounds of expert consultation were 0.137 and 0.236 in Kendall's coefficient of concordance(W),with statistically significant differences(both P<0.001).The importance scores of each item in the second inquiry ranged from 3.75 to 4.88,and the coefficient of variation ranged from 0.07 to 0.30,and the full score ratio ranged from 20.83%to 87.50%.Conclusion The rehabilitation nursing model for KOA of TCM external treatment developed in this study is significant,scientific and feasible.It provides a guidance for medical professionals.
4.Isolation and identification of yak-derived Enterococcus from four provinces of Tibetan plateau and detection of virulence resistance genes and biofilms
Jiaojiao XIN ; Guiqin GAO ; Xiaolong ZHAO ; Yongzhi LOU ; Jing LI ; Pan CHANG ; Ren-de SONG ; Xiangying KONG ; Hongmei SHI ; Xiaolin LUO ; Zhuoma GESANG ; Sizhu SUOLANG ; Ga GONG
Chinese Journal of Veterinary Science 2025;45(2):289-297
This study aims to understand the epidemic distribution characteristics,antimicrobial resistance,virulence genes,and biofilm adhesion ability of Enterococcus in yaks on the Tibetan plateau.Three hundred and forty-six fresh yak fecal samples and 311 milk samples were collected from four provinces on the Tibetan plateau(Xizang,Sichuan,Gansu,Qinghai),totaling 657 sam-ples.Bacterial isolation and identification were conducted,followed by 16S rDNA gene detection and the construction of a systematic evolutionary tree.The isolated strains were tested for antimi-crobial resistance and virulence genes using PCR,and sensitivity tests were performed using 18 types of antibiotics.The biofilm adhesion ability of the isolated bacteria was determined using an improved semi-quantitative crystal violet staining method.The results showed that the total isola-tion rate of Enterococcus was 32.27%,with Sichuan having the highest at 60.23%,followed by Gansu,Qinghai,and Tibet autonomous region at 42.70%,23.47%,and 18.31%respectively.In terms of sample types,the isolation rate in fecal samples was 36.71%,and in milk samples,it was 27.33%.Through PCR amplification,bands of approximately 1 400 bp were obtained,and 5 strains were selected for evolutionary analysis,forming a separate cluster.Among the 212 isolated strains,a high resistance to clindamycin,quinupristin-dalfopristin,linezolid,levofloxacin,and erythromycin was observed,with various resistance phenomena,accounting for 60.85%.Only 5 out of 12 resist-ant genes were detected,namely erm(B),tet(L),tet(O),tet(M),and ant(6)-Ia.All 13 virulence genes were detected in Enterococcus,with detection rates in the range of 5.19%to 95.76%,where cpd was 95.75%,gelE was 91.98%,efaA was 86.79%,asal was 86.32%,and the rest ranged from 5.19%to 55.66%.The fsr virulence gene was not detected in Enterococcus from milk sources.Among the isolated strains,3.30%showed medium adhesive ability,48.58%showed weak adhesive ability,and 48.11%showed no adhesive ability.The above research revealed the preva-lence of yak derived Enterococcus,the carrying status of resistance and virulence genes,and the correlation between biofilm phenotypes,laying the foundation for mastering research data on yak-derived Enterococcus in the Tibetan plateau.
5.Exploration of Regional Differences in Benign Prostatic Hyperplasia Treatment Under DRG/DIP Reform
Huangang HU ; Xiaoyang SHI ; Jiaojiao ZHANG ; Weizheng GAO ; Furong DING ; Zhenying ZHAO
Herald of Medicine 2025;44(11):1860-1869
Objective To explore the impact of factors such as economic level,regional differences,and healthcare policies on the medical costs and the clinical treatment behaviors for benign prostatic hyperplasia(BPH)using big data technology.Methods A combination of qualitative and quantitative approaches was employed,including descriptive statistical analysis,central tendency analysis,comparative analysis,and structural analysis to explore regional differences in the treatment of BPH and the underlying causes.Results The mean medical cost per case in the provincial capital city(19 502 yuan)was significantly higher than that in the prefecture-level city(16 526 yuan),with a difference of 2 976 yuan(+18%).Moreover,the cost distribution was more dispersed in the provincial capital([8 370 yuan-26 344 yuan]vs.[9 687 yuan-21 974 yuan]in the prefecture-level city).However,the provincial capital demonstrated better hospitalization efficiency,with a significantly shorter mean length of stay(9.24 days vs 10.21 days,-10.5%).All these differences were statistically significant(P<0.01).Payment methods influenced surgical choices.In the provincial capital,43.99%of patients underwent transurethral resection of the prostate(TURP),with no cases of holmium laser enucleation of the prostate(HOLEP).In contrast,the prefecture-level city reported 22.71%of patients receiving plasmakinetic resection of the prostate(PKRP)and 19.19%undergoing HoLEP.Significant differences were observed in antibiotic utilization patterns.The most commonly used antibiotic in the provincial capital was piperacillin-tazobactam(19.96%),while cefotaxime dominated in the prefecture-level city(21.11%).Notably,ertapenem was frequently used in the provincial capital but rarely in the prefecture-level city,potentially due to cost considerations(P<0.05).Regional preferences were evident in antispasmodic medication;phloroglucinol injection was used in 80%of cases in the prefecture-level city,while anisodamine hydrobromide injection predominated in the provincial capital(P<0.05).For BPH-specific medications,although tamsulosin hydrochloride sustained-release capsules were the primary choice in both regions,the prefecture-level city showed significantly higher usage(80.11%vs 49.17%).Finasteride tablets were more commonly prescribed in the provincial capital(39.03%vs.14.14%,P<0.05).Conclusion Economic levels,healthcare policies,and different hospitals significantly influence clinical decision-making and medical expenses.Hospitals should enhance refined management,while healthcare policy reforms need to advance from multiple perspectives and levels to improve the efficiency and equity of healthcare services.
6.Comprehensive clinical evaluation of empagliflozin in the treatment of type 2 diabetes mellitus
Bei ZHANG ; Qingxia XUE ; Lu CHEN ; Jiaojiao CHEN ; Huiyuan ZHANG ; Shengjun MU ; Fudong SUN ; Quan ZHAO
Chinese Journal of Pharmacoepidemiology 2025;34(10):1127-1139
Objective To conduct a multidimensional and multi-level evaluation of the comprehensive clinical value of empagliflozin in the treatment of type 2 diabetes mellitus.Methods Based on the National Essential Medicines List(2018 Edition),dapagliflozin was selected as the control.A comprehensive clinical evaluation index system was established through literature review,focus group interviews and in-depth expert interviews,encompassing six dimensions:safety,efficacy,economy,suitability,innovation,and accessibility.The Delphi method and hierarchical direct weighting method were used to screen indicators and determine their weights.Evidence for each indicator was collected and integrated both qualitatively and quantitatively through literature research,real-world studies,and pharmacoeconomic evaluations.Experts scored the indicators based on the collected evidence,and a total score for the comprehensive clinical evaluation of empagliflozin was calculated by combining these scores with indicator weights,followed by a comparative analysis with dapagliflozin.Results A comprehensive clinical evaluation of empagliflozin in the treatment of type 2 diabetes mellitus was successfully established,consisting of 6 primary indicators,14 secondary indicators,and 41 tertiary indicators.The overall evaluation score for empagliflozin was 90.35,and 89.47 for dapagliflozin.Conclusion The comprehensive clinical value of empagliflozin in the treatment of type 2 diabetes mellitus is slightly higher than that of dapagliflozin.This finding can serve as a reference for rational clinical drug use and related decision-making.
7.Clinical characteristics of the patients with follicular cysts and menstrual disorders
Jing JIN ; Xiangyan RUAN ; Lin HUA ; Jiaojiao CHENG ; Yue ZHAO ; Xuanxuan TIAN
Journal of Capital Medical University 2025;46(4):620-625
Objective To explore the clinical characteristics of the patients with follicular cysts and menstrual disorders.Methods A total of 178 women with follicular cysts complicated by menstrual disorders were recruited,who were aged 23-53(38.62±6.35)years and came to the Department of Gynecological Endocrinology,Beijing Obstetrics and Gynecology Hospital between August 2022 and July 2024.The participants were divided into three groups according to the age,with 27 women in the age group of 21-30 years(Group 1),77 in the age group of 31-40 years(Group 2),and 74 in the age group of>40 years(Group 3).The age and menstruation of these patients were collected,the body height,weight,follicle-stimulating hormone(FSH),luteinizing hormone(LH),estradiol(E2),progesterone(Po),total testosterone(TT),prolactin(PRL),anti-müllerian hormone(AMH)and thyroid function[blood routine and blood clotting for patients with abnormal uterine bleeding(AUB)]were measured,and the diameter of ovarian cyst and the thickness of endometrium were examined.The clinical characteristics of the patients with follicular cysts complicated by menstrual disorders were described and compared with each other among the three age groups.Results ① Among 178 patients,61(34.3%)patients presented with complaints of cessation of regular menstruation or amenorrhea and 117(65.7%)with complaints of AUB.Out of 178 patients,13(7.3%)patients developed anemia due to AUB,and all the patients were treated with medication.② Follicular cysts disappeared in 1 month for 124(69.7%)patients,disappeared in 2 months for 176(98.9%)patients,and disappeared in 3 months for 178(100%)patients.A total of 177(99.4%)patients had follicular cysts with a diameter less than 5 cm,and only 1(0.6%)patient had follicular cysts with a diameter≥5 cm.③ The overall prevalence of diminished ovarian reserve(DOR)in patients with follicular cysts complicated by menstrual disorders was 82.0%,and the prevalence of DOR was 70.2%for the patients under 40 years old.The prevalence of DOR in three age groups was 37.0%(10/27),81.8%(63/77),and 98.6%(73/74),respectively.The prevalence of DOR gradually increased with age.④ The median AMH values for Group 1,Group 2,and Group 3 were 1.55,0.51,and 0.15 ng/mL,respectively.The FSH level in Group 3 was significantly higher than that in Groups 1 and 2(adjusted P<0.05),while the AMH level was significantly lower than that in Groups 1 and 2(adjusted P<0.05).The AMH level in Group 2 was lower than that in Group 1(adjusted P<0.05).Conclusion Patients with follicular cysts complicated by menstrual disorders are recommended to receive medication treatment,rather than just expecting treatment.The prevalence of DOR in patients with follicular cysts complicated by menstrual disorders is significantly higher than that in normal women,even in women younger than 40 years old.Therefore,it is essential to evaluate the ovarian reserve of these patients while treating menstrual disorders,particularly for young women with fertility needs.
8.Exploration of Regional Differences in Benign Prostatic Hyperplasia Treatment Under DRG/DIP Reform
Huangang HU ; Xiaoyang SHI ; Jiaojiao ZHANG ; Weizheng GAO ; Furong DING ; Zhenying ZHAO
Herald of Medicine 2025;44(11):1860-1869
Objective To explore the impact of factors such as economic level,regional differences,and healthcare policies on the medical costs and the clinical treatment behaviors for benign prostatic hyperplasia(BPH)using big data technology.Methods A combination of qualitative and quantitative approaches was employed,including descriptive statistical analysis,central tendency analysis,comparative analysis,and structural analysis to explore regional differences in the treatment of BPH and the underlying causes.Results The mean medical cost per case in the provincial capital city(19 502 yuan)was significantly higher than that in the prefecture-level city(16 526 yuan),with a difference of 2 976 yuan(+18%).Moreover,the cost distribution was more dispersed in the provincial capital([8 370 yuan-26 344 yuan]vs.[9 687 yuan-21 974 yuan]in the prefecture-level city).However,the provincial capital demonstrated better hospitalization efficiency,with a significantly shorter mean length of stay(9.24 days vs 10.21 days,-10.5%).All these differences were statistically significant(P<0.01).Payment methods influenced surgical choices.In the provincial capital,43.99%of patients underwent transurethral resection of the prostate(TURP),with no cases of holmium laser enucleation of the prostate(HOLEP).In contrast,the prefecture-level city reported 22.71%of patients receiving plasmakinetic resection of the prostate(PKRP)and 19.19%undergoing HoLEP.Significant differences were observed in antibiotic utilization patterns.The most commonly used antibiotic in the provincial capital was piperacillin-tazobactam(19.96%),while cefotaxime dominated in the prefecture-level city(21.11%).Notably,ertapenem was frequently used in the provincial capital but rarely in the prefecture-level city,potentially due to cost considerations(P<0.05).Regional preferences were evident in antispasmodic medication;phloroglucinol injection was used in 80%of cases in the prefecture-level city,while anisodamine hydrobromide injection predominated in the provincial capital(P<0.05).For BPH-specific medications,although tamsulosin hydrochloride sustained-release capsules were the primary choice in both regions,the prefecture-level city showed significantly higher usage(80.11%vs 49.17%).Finasteride tablets were more commonly prescribed in the provincial capital(39.03%vs.14.14%,P<0.05).Conclusion Economic levels,healthcare policies,and different hospitals significantly influence clinical decision-making and medical expenses.Hospitals should enhance refined management,while healthcare policy reforms need to advance from multiple perspectives and levels to improve the efficiency and equity of healthcare services.
9.Comprehensive clinical evaluation of empagliflozin in the treatment of type 2 diabetes mellitus
Bei ZHANG ; Qingxia XUE ; Lu CHEN ; Jiaojiao CHEN ; Huiyuan ZHANG ; Shengjun MU ; Fudong SUN ; Quan ZHAO
Chinese Journal of Pharmacoepidemiology 2025;34(10):1127-1139
Objective To conduct a multidimensional and multi-level evaluation of the comprehensive clinical value of empagliflozin in the treatment of type 2 diabetes mellitus.Methods Based on the National Essential Medicines List(2018 Edition),dapagliflozin was selected as the control.A comprehensive clinical evaluation index system was established through literature review,focus group interviews and in-depth expert interviews,encompassing six dimensions:safety,efficacy,economy,suitability,innovation,and accessibility.The Delphi method and hierarchical direct weighting method were used to screen indicators and determine their weights.Evidence for each indicator was collected and integrated both qualitatively and quantitatively through literature research,real-world studies,and pharmacoeconomic evaluations.Experts scored the indicators based on the collected evidence,and a total score for the comprehensive clinical evaluation of empagliflozin was calculated by combining these scores with indicator weights,followed by a comparative analysis with dapagliflozin.Results A comprehensive clinical evaluation of empagliflozin in the treatment of type 2 diabetes mellitus was successfully established,consisting of 6 primary indicators,14 secondary indicators,and 41 tertiary indicators.The overall evaluation score for empagliflozin was 90.35,and 89.47 for dapagliflozin.Conclusion The comprehensive clinical value of empagliflozin in the treatment of type 2 diabetes mellitus is slightly higher than that of dapagliflozin.This finding can serve as a reference for rational clinical drug use and related decision-making.
10.Identification and Experimental Validation of Programmed Cell Death-Related Key Genes in Gout Using Bioinformatics Analysis and Machine Learning Based on GEO Database
Junjie CAO ; Erchuan ZHAO ; Rui WANG ; Jiaojiao LIU
Journal of Modern Laboratory Medicine 2025;40(4):97-104
Objective To screening and validation of key genes for programmed cell death(PCD)in gout through bioinformatics and machine learning and immunoinfiltration analysis.Methods Gout-related datasets were obtained from the Gene Expression Omnibus(GEO)database,comprising the human gout dataset GSE160170 and murine gout dataset GSE190138,which served as the training cohort.Differentiall expression genes(DEGs)were screened with difference factor>2 and P<0.05.The DEGs of two data sets were intersected to obtain the common DEGs(co-DEGs).The co-DEGs were enriched by GO function and KEGG pathway analysis.The combination of co-DEGs and PCD related gene set was used to obtain PCD related DEGs.A PPI network was built in the STRING database.The key module genes were screened in Cytoscape's MCODE,the hub genes were screened in 12 algorithms built into the Cytohubba plugin,including Degree,MCC,DMNC,MCN,EPC,BottleNeck,EcCentricity,closness,Radiality,Betweeness,Stress and Clusteringcoefficoent,the common genes of the two was as candidate genes.The regression model of least absolute shrinkage and selection operator(LASSO)was used to screen key genes in the GSE160170 and GSE190138 data sets respectively,and the intersection of the two was adopted to obtain key genes.The diagnostic value of key genes in gout was evaluated by receiver operating characteristic(ROC)curve.The expression difference of gout related immune cells was investigated by single sample gene set enrichmemt analysis(ssGSEA)immunoinfiltration analysis.Finally,blood samples from 30 gout patients admitted to the Department of Rheumatology,Xi'an Fifth Hospital from February to April 2024 were collected as the experimental group,while blood samples from 30 healthy subjects were collected as the control group.RNA was extracted from the Peripheral blood mononuclear cell(PBMC).Quantitative real time polymerase chain reaction(RT-qPCR)was used to validate the expression of key genes in clinical samples.Results 53 common DEGs of GSE160170 and GSE190138 were obtained,among which 43 genes were up-regulated and 10 were down-regulated.GO and KEGG indicated that most genes were involved in cell death,apoptosis,interlenkin(IL)-17 signaling pathway,tumor necrosis facter(TNF)signaling pathway and nucleotide-binding oligomerization domain-(NOD)-like receptor signaling pathway.12 co-DEGs of programmed cell death and gout were obtained.A total of 7 candidate genes were screened.LASSO regression model screened 5 genes and 4 genes respectively in two datasets,and 3 key genes were abtained by the intersection of the two datasets,which were IL-6,plasminogen activator urokinase receptor(PLAUR)and NOD-like receptor thermal protein domain associated protein3(NLRP3).Validation within the training set revealed that all three genes attained perfect diagnostic performance for gout,with area under the ROC(AUC-ROC)curve values of 1.00.Immunoinfiltration analysis showed that the changes of activated CD4+T cells,activated CD8+T cells and natural killer cells were closely related to the occurrence and development of gout.In the clinical samples,compared with the control group,PLAUR,NLRP3 and IL-6 were highly expressed in gout patients,and the differences were statistically significant(t=18.852,9.633,8.293,all P<0.05).Conclusion IL-6,PLAUR and NLRP3 provide potential biomarkers and therapeutic targets for the diagnosis and treatment of gout,offering new directions in this field.

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