1.Systematic review and Meta analysis of machine learning prediction models for adolescent non-suicidal self-injury
LUO Xin, XIE Qin, LIU Wanzhi, WANG Xia
Chinese Journal of School Health 2026;47(5):666-670
Objective:
To systematically evaluate the performance of machine learning (ML) models in predicting non suicidal self injury (NSSI) behavior among adolescents, providing an evidence based foundation for the development of clinically applicable risk assessment tools.
Methods:
A comprehensive search was conducted in PubMed, Embase, Web of Science, CNKI, and Wanfang databases for relevant studies from their inception to July 21, 2025. The Prediction Model Risk of Bias Assessment Tool (PROBAST) was used to evaluate the methodological quality of the included studies. Stata 18 software was used to calculate the area under the receiver operating characteristic curve (AUC) of the models, and publication bias assessment, sensitivity analysis, and Egger s test were performed.
Results:
The total of 12 studies (42 prediction models) involving 58 070 adolescents were included. There were 15 machine learning algorithms in total, among which Random Forest, Logistic Regression, XGBoost, and Support Vector Machines were the most frequently utilized. The most common predictors were gender (female), family function, depression, emotion regulation, and age. All 12 included studies exhibited a high risk of bias. The pooled AUC was 0.80 (95% CI =0.78-0.82), although heterogeneity was substantial ( I 2=95.8%, P <0.01). Sensitivity analysis confirmed the robustness of these findings (no overlap in 95% CI ), while Egger s test indicated the presence of publication bias ( P <0.05).
Conclusions
Machine learning demonstrates potential in the risk prediction of adolescent NSSI, but existing models have a high risk of bias. Future research should focus on improving methodological quality and optimizing model reliability through rigorous external validation.
2.Discussion on Pathogenesis and Treatment of"Stomach Exuberance and Spleen Deficiency"in Diabetes Mellitus Based on Intestinal Flora Disorder and Inflammatory Reaction
Wenxuan LUO ; Jinxi ZHAO ; Weijun HUANG ; Zhu LIU ; Yonghua XIAO ; Guanxun SU
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(5):173-177
Diabetes mellitus has the characteristics of chronic inflammatory diseases,often accompanied by intestinal flora disorders.Based on the TCM theory of"stomach exuberance and spleen deficiency",combined with modern medical research,this article explained the occurrence and development of diabetes mellitus from intestinal flora and inflammatory reaction.Diabetes mellitus was divided into three categories:stomach heat and deficiency of spleen yin,stomach heat and deficiency of spleen qi,and stomach heat and deficiency of spleen yang,and summarized the three methods of"clearing and draining heat,nourishing yin and moistening intestine","clearing dampness and heat,strengthening spleen and qi"and"clearing dampness and heat,strengthening spleen and warming yang",which could treat diabetes mellitus by improving intestinal flora disorder and reducing inflammatory reaction.
3.Spring and summer-autumn pollen grading and forecasting model based on daily visits of allergic rhinitis patients
Yuhui OUYANG ; Zhaoyin YIN ; Yun YAN ; Jingguo CHEN ; Wenxuan FEI ; Lili GONG ; Weiwei LIU ; Xiaojia LIU ; Daoliang SONG ; Zhendong XU ; Ying ZHANG ; Yuan ZHANG ; Luo ZHANG
Chinese Journal of Otorhinolaryngology Head and Neck Surgery 2025;60(3):313-320
Objective:To establish graded forecast models of pollen concentration in spring and summer-autumn in northern China, based on long-term data of pollen and allergic rhinitis (AR) medical visits in 8 cities of northern China.Methods:Pollen concentration and the characteristics of AR patients from 8 cities of northern China, including Beijing, Baotou, Hohhot, Xi′an, Xining, Cangzhou, Liaocheng and Zibo, were analyzed. Spearman′s correlation was used to examine the relationship between pollen concentration and daily AR patient visits. A pollen concentration grading was establish, and a pollen forecast model was created using the eXtreme gradient boosting (XGBoost) algorithm. The model incorporated meteorological factors and the 3-day moving average of pollen concentrations.Results:The spring pollen period started early and lasted long in Beijing and Xi ′an, while the summer-autumn pollen period started earlier and persisted longer in Xining, Baotou and Hohhot. During summer-autumn pollen period, and the spring period in most cities (except Baotou and Cangzhou), average daily patient visits were significantly higher than those in non-pollen periods. A strong correlation was observed between daily AR patient visits and the 3-day moving average of pollen concentrations in both the spring and summer-autumn periods across all cities. Based on the correlation, a pollen concentration grading standard of northern China was established. The accuracy evaluation of pollen concentration prediction model showed that the percentage of forecasts with either completely accurate or within one level difference exceeded 91% in spring and 95% in summer-autumn. The most important predictive variable in the model was the pollen level from previous day, followed by the temperature and humidity.Conclusion:The grading prediction model for pollen concentration provides guidance for AR patients in term of travel, early defense and treatment, as well as the determining medication schedules for clinical drug research and specific immunotherapy.
4.Discussion on Pathogenesis and Treatment of"Stomach Exuberance and Spleen Deficiency"in Diabetes Mellitus Based on Intestinal Flora Disorder and Inflammatory Reaction
Wenxuan LUO ; Jinxi ZHAO ; Weijun HUANG ; Zhu LIU ; Yonghua XIAO ; Guanxun SU
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(5):173-177
Diabetes mellitus has the characteristics of chronic inflammatory diseases,often accompanied by intestinal flora disorders.Based on the TCM theory of"stomach exuberance and spleen deficiency",combined with modern medical research,this article explained the occurrence and development of diabetes mellitus from intestinal flora and inflammatory reaction.Diabetes mellitus was divided into three categories:stomach heat and deficiency of spleen yin,stomach heat and deficiency of spleen qi,and stomach heat and deficiency of spleen yang,and summarized the three methods of"clearing and draining heat,nourishing yin and moistening intestine","clearing dampness and heat,strengthening spleen and qi"and"clearing dampness and heat,strengthening spleen and warming yang",which could treat diabetes mellitus by improving intestinal flora disorder and reducing inflammatory reaction.
5.Spring and summer-autumn pollen grading and forecasting model based on daily visits of allergic rhinitis patients
Yuhui OUYANG ; Zhaoyin YIN ; Yun YAN ; Jingguo CHEN ; Wenxuan FEI ; Lili GONG ; Weiwei LIU ; Xiaojia LIU ; Daoliang SONG ; Zhendong XU ; Ying ZHANG ; Yuan ZHANG ; Luo ZHANG
Chinese Journal of Otorhinolaryngology Head and Neck Surgery 2025;60(3):313-320
Objective:To establish graded forecast models of pollen concentration in spring and summer-autumn in northern China, based on long-term data of pollen and allergic rhinitis (AR) medical visits in 8 cities of northern China.Methods:Pollen concentration and the characteristics of AR patients from 8 cities of northern China, including Beijing, Baotou, Hohhot, Xi′an, Xining, Cangzhou, Liaocheng and Zibo, were analyzed. Spearman′s correlation was used to examine the relationship between pollen concentration and daily AR patient visits. A pollen concentration grading was establish, and a pollen forecast model was created using the eXtreme gradient boosting (XGBoost) algorithm. The model incorporated meteorological factors and the 3-day moving average of pollen concentrations.Results:The spring pollen period started early and lasted long in Beijing and Xi ′an, while the summer-autumn pollen period started earlier and persisted longer in Xining, Baotou and Hohhot. During summer-autumn pollen period, and the spring period in most cities (except Baotou and Cangzhou), average daily patient visits were significantly higher than those in non-pollen periods. A strong correlation was observed between daily AR patient visits and the 3-day moving average of pollen concentrations in both the spring and summer-autumn periods across all cities. Based on the correlation, a pollen concentration grading standard of northern China was established. The accuracy evaluation of pollen concentration prediction model showed that the percentage of forecasts with either completely accurate or within one level difference exceeded 91% in spring and 95% in summer-autumn. The most important predictive variable in the model was the pollen level from previous day, followed by the temperature and humidity.Conclusion:The grading prediction model for pollen concentration provides guidance for AR patients in term of travel, early defense and treatment, as well as the determining medication schedules for clinical drug research and specific immunotherapy.
6.Pathogenesis and Treatment of Stomach Exuberance and Spleen Deficiency in Metabolic Disease
Wenxuan LUO ; Jinxi ZHAO ; Jinyan WEI ; Jiangteng LIU ; Zhichao RUAN ; Kaitong ZHANG ; Le WANG ; Weijun HUANG ; Yonghua XIAO
Journal of Traditional Chinese Medicine 2024;65(19):2041-2044
Stomach exuberance and spleen deficiency are common pathogenesis of many metabolic diseases. Through analyzing the pathogenesis of stomach exuberance and spleen deficiency, it is believed that its essence is stomach heat and spleen deficiency. Stomach heat includes gastrointestinal heat, spleen and stomach damp-heat, and spleen deficiency is divided into deficiency of spleen yin, deficiency of spleen qi , and deficiency of spleen yang. It is suggested that the metabolic diseases of stomach-exuberance and spleen-deficiency syndrome can be divided into three categories,i.e. stomach-heat and spleen yin-deficiency, stomach-heat and spleen qi-deficiency, and stomach-heat and spleen yang-deficiency, and the main treatment methods are clearing and draining heat, nourishing yin and moistening intestine, clearing dampness and heat, strengthening spleen and qi, clearing dampness and heat, strengthening spleen and warming yang, respectively, with prescriptions as Maziren Pills (麻子仁丸), Qinlian Pingwei Powder (芩连平胃散), and Jiawei Lianli Decoction (加味连理汤) accordingly.
7.blaNDM-1 Carried by a Transferable Plasmid in a Salmonella Strain Isolated from Healthy Individuals
Wei ZENG ; Ming LUO ; Pengcheng DU ; Zhenpeng LI ; Yao PENG ; Mengyu WANG ; Wenxuan ZHAO ; Huayao ZHANG ; Yang LI ; Pengjie LUO ; Yannong WU ; Jialiang XU ; Xu LI ; Xin LU ; Biao KAN
Biomedical and Environmental Sciences 2024;37(11):1252-1261
Objective Our study aimed to conduct genomic characterization of Salmonella strains carrying the b/aNDM-1 gene in the intestinal tract of healthy individuals.The objectives were to underscore the importance of genomic surveillance for drug resistance in both commensal and pathogenic bacteria among healthy populations,and to establish protocols for regulating drug resistance plasmids based on the completion of a comprehensive map of drug resistance plasmid genomes.Methods We performed antimicrobial susceptibility testing and employed second-and third-generation sequencing techniques to analyze Salmonella strains harboring the b/aNDM-1 gene,to surveil drug-resistant bacteria in the intestines of healthy subjects.Sequence comparison was conducted using both core-and pan-genome approaches.Concurrently,conjugation experiments were carried out to assess the efficiency of plasmid transfer.Results We isolated a carbapenem-resistant Salmonella enterica serovar Typhimurium strain from a healthy food worker in China.This strain harbored an lncHI2/lncHI2A plasmid carrying blaNDM-1 along with multiple antibiotic resistance genes(ARGs).Our findings highlight the potential for asymptomatic carriers to facilitate the transmission of ARGs.Pan-genomic analysis revealed that b/aNDM-1-positive plasmids could traverse bacterial species barriers,facilitating cross-host transmission.Conclusion This study marks the first detection of b/aNDM-1 in Salmonella strains isolated from healthy individuals.We underscore the risk associated with the transmission of conjugative hybrid plasmids carrying blaNDM-1,which have the potential to be harbored and transmitted among healthy individuals.Enhanced surveillance of drug-resistant pathogens and plasmids in the intestinal microbiota of healthy individuals could provide insights into the risk of ARG transmission and pathways for population-wide dissemination via ARG transfer factors.
8.bla NDM-1 Carried by a Transferable Plasmid in a Salmonella Strain Isolated from Healthy Individuals.
Wei ZENG ; Ming LUO ; Pengcheng DU ; Zhenpeng LI ; Yao PENG ; Mengyu WANG ; Wenxuan ZHAO ; Huayao ZHANG ; Yang LI ; Pengjie LUO ; Yannong WU ; Jialiang XU ; Xu LI ; Xin LU ; Biao KAN
Biomedical and Environmental Sciences 2024;37(11):1252-1261
OBJECTIVE:
Our study aimed to conduct genomic characterization of Salmonella strains carrying the bla NDM-1 gene in the intestinal tract of healthy individuals. The objectives were to underscore the importance of genomic surveillance for drug resistance in both commensal and pathogenic bacteria among healthy populations, and to establish protocols for regulating drug resistance plasmids based on the completion of a comprehensive map of drug resistance plasmid genomes.
METHODS:
We performed antimicrobial susceptibility testing and employed second- and third-generation sequencing techniques to analyze Salmonella strains harboring the bla NDM-1 gene, to surveil drug-resistant bacteria in the intestines of healthy subjects. Sequence comparison was conducted using both core- and pan-genome approaches. Concurrently, conjugation experiments were carried out to assess the efficiency of plasmid transfer.
RESULTS:
We isolated a carbapenem-resistant Salmonella enterica serovar Typhimurium strain from a healthy food worker in China. This strain harbored an IncHI2/IncHI2A plasmid carrying bla NDM-1 along with multiple antibiotic resistance genes (ARGs). Our findings highlight the potential for asymptomatic carriers to facilitate the transmission of ARGs. Pan-genomic analysis revealed that bla NDM-1-positive plasmids could traverse bacterial species barriers, facilitating cross-host transmission.
CONCLUSION
This study marks the first detection of bla NDM-1 in Salmonella strains isolated from healthy individuals. We underscore the risk associated with the transmission of conjugative hybrid plasmids carrying bla NDM-1, which have the potential to be harbored and transmitted among healthy individuals. Enhanced surveillance of drug-resistant pathogens and plasmids in the intestinal microbiota of healthy individuals could provide insights into the risk of ARG transmission and pathways for population-wide dissemination via ARG transfer factors.
beta-Lactamases/genetics*
;
Plasmids/genetics*
;
Humans
;
Anti-Bacterial Agents/pharmacology*
;
China
;
Microbial Sensitivity Tests
;
Salmonella typhimurium/isolation & purification*
;
Salmonella/isolation & purification*
;
Salmonella Infections/microbiology*
9.Talaketides A-G,linear polyketides with prostate cancer cytotoxic activity from the mangrove sediment-derived fungus Talaromyces sp.SCSIO 41027
Chunmei CHEN ; Xueni WANG ; Wenxuan FANG ; Jiaqi LIANG ; Jian CAI ; Dehua YANG ; Xiaowei LUO ; Chenghai GAO ; Xiangxi YI ; Yonghong LIU ; Xuefeng ZHOU
Chinese Journal of Natural Medicines (English Ed.) 2024;22(11):1047-1056
Seven novel linear polyketides,talaketides A-G(1-7),were isolated from the rice media cultures of the mangrove sed-iment-derived fungus Talaromyces sp.SCSIO 41027.Among these,talaketides A-E(1-5)represented unprecedented unsaturated lin-ear polyketides with an epoxy ring structure.The structures,including absolute configurations of these compounds,were elucidated through detailed analyses of nuclear magnetic resonance(NMR)and high-resolution mass spectrometry(HR-MS)data,as well as elec-tronic custom distributors(ECD)calculations.In the cytotoxicity screening against prostate cancer cell lines,talaketide E(5)demon-strated a dose-dependent inhibitory effect on prostate cancer PC-3 cell lines,with an IC50 value of 14.44 μmol·L-1.Moreover,com-pound 5 significantly inhibited the cloning formation of PC-3 cell lines and arrested the cell cycle in S-phase,ultimately inducing ap-optosis.These findings indicate that compound 5 may serve as a promising lead compound for the development of a potential treat-ment for prostate cancer.
10.Discovery and druggability evaluation of pyrrolamide-type GyrB/ParE inhibitor against drug-resistant bacterial infection.
Xintong ZHAO ; Jing FENG ; Jie ZHANG ; Zunsheng HAN ; Yuhua HU ; Hui-Hui SHAO ; Tianlei LI ; Jie XIA ; Kangfan LEI ; Weiping WANG ; Fangfang LAI ; Yuan LIN ; Bo LIU ; Kun ZHANG ; Chi ZHANG ; Qingyun YANG ; Xinyu LUO ; Hanyilan ZHANG ; Chuang LI ; Wenxuan ZHANG ; Song WU
Acta Pharmaceutica Sinica B 2023;13(12):4945-4962
The bacterial ATP-competitive GyrB/ParE subunits of type II topoisomerase are important anti-bacterial targets to treat super drug-resistant bacterial infections. Herein we discovered novel pyrrolamide-type GyrB/ParE inhibitors based on the structural modifications of the candidate AZD5099 that was withdrawn from the clinical trials due to safety liabilities such as mitochondrial toxicity. The hydroxyisopropyl pyridazine compound 28 had a significant inhibitory effect on Gyrase (GyrB, IC50 = 49 nmol/L) and a modest inhibitory effect on Topo IV (ParE, IC50 = 1.513 μmol/L) of Staphylococcus aureus. It also had significant antibacterial activities on susceptible and resistant Gram-positive bacteria with a minimum inhibitory concentration (MIC) of less than 0.03 μg/mL, which showed a time-dependent bactericidal effect and low frequencies of spontaneous resistance against S. aureus. Compound 28 had better protective effects than the positive control drugs such as DS-2969 ( 5) and AZD5099 ( 6) in mouse models of sepsis induced by methicillin-resistant Staphylococcus aureus (MRSA) infection. It also showed better bactericidal activities than clinically used vancomycin in the mouse thigh MRSA infection models. Moreover, compound 28 has much lower mitochondrial toxicity than AZD5099 ( 6) as well as excellent therapeutic indexes and pharmacokinetic properties. At present, compound 28 has been evaluated as a pre-clinical drug candidate for the treatment of drug-resistant Gram-positive bacterial infection. On the other hand, compound 28 also has good inhibitory activities against stubborn Gram-negative bacteria such as Escherichia coli (MIC = 1 μg/mL), which is comparable with the most potent pyrrolamide-type GyrB/ParE inhibitors reported recently. In addition, the structure-activity relationships of the compounds were also studied.


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