1.Predictive model for anxiety symptoms among junior high school students based on machine learning algorithms
YANG Yinmei, FENG Haiyang, LIU Mingxiu, YU Qiurui, MA Xin, YAN Hong, YU Bin, YU Chengcheng
Chinese Journal of School Health 2026;47(5):690-694
Objective:
To explore the influencing factors of anxiety symptoms and to construct a predictive model based on machine learning algorithms, so as to provide support for the prevention and management of anxiety symptoms among junior high school students.
Methods:
From April to May 2023, a stratified random cluster sampling method was adopted to select 8 176 junior high school students from Zhengzhou and Shangqiu citys. All participants completed the Adolescent Self rating Life Events Checklist, the 10item Connor-Davidson Resilience Scale, the School Connectedness Scale, the Parent-Child Cohesion Questionnaire, and the 7 item Generalized Anxiety Disorder Scale. Logistic regression analysis identified the associated factors of anxiety symptoms among junior high school students. Predictive models were constructed using Logistic regression, Random Forest, and eXtreme Gradient Boosting (XGBoost) algorithms, with SHapley Additive exPlanations analysis explaining the optimal model.
Results:
The detection rate of anxiety symptoms among junior high school students was 16.3%. Logistic regression analysis showed that junior high school students who were female ( OR =1.22), in the ninth grade ( OR =1.27), living in urban areas ( OR =1.37), having a father with a college education or above ( OR =1.26), having a mother with a senior high school education ( OR =1.26), and experiencing higher levels of negative life events ( OR =1.05) reported a higher risk of anxiety symptoms(all P <0.05). In contrast, those with moderate family economic status ( OR =0.71), moderate academic burden ( OR =0.59), low academic burden ( OR =0.54), moderate sleep quality ( OR =0.46), good sleep quality ( OR =0.26), excellent sleep quality ( OR =0.15), higher levels of psychological resilience ( OR =0.96), higher levels of school connectedness ( OR =0.96), and higher levels of parent-child cohesion ( OR =0.98) reported a lower risk of anxiety symptoms (all P <0.05). Three machine learning models demonstrated good predictive performance for anxiety symptoms among junior high school students (all AUC>0.8), with the XGBoost model achieving the best predictive performance. SHAP analysis revealed that negative life events, sleep quality, school connectedness, psychological resilience and parent-child cohesion were the top five relevant factors for predicting anxiety symptoms.
Conclusions
The detection rate of anxiety symptoms among junior high school students is relatively high. The XGBoost model is the optimal predictive model for anxiety symptoms in the population. Negative life events, sleep quality, school connectedness, psychological resilience, and parent-child cohesion are significant correlates of anxiety symptoms among junior high school students.
2.Manganese porphyrin metal-organic framework nanoparticles loaded with DMXAA combined with sonodynamic therapy for the treatment of triple-negative breast cancer mouse xenografts
LIU Qianhui ; GUI Bin ; PU Huan ; LI Zhouchang ; HUANG Xin ; ZHOU Qing ; DENG Qing
Chinese Journal of Cancer Biotherapy 2026;33(3):262-269
[摘 要] 目的:构建负载STING激动剂DMXAA的锰卟啉金属有机框架纳米颗粒(DPM),探讨其对三阴性乳腺癌(TNBC)细胞4T1及其小鼠移植瘤的治疗效果。方法:通过物理吸附法制备 DPM 纳米颗粒,利用透射电镜、扫描电镜及纳米粒度电位仪表征其形貌与理化性质。常规培养4T1细胞,细胞实验分为对照组、超声辐照组(US组)、DPM治疗组(DPM组)和DPM治疗联合超声辐照组(DPM + US组),用CCK-8法检测细胞活性,免疫荧光法检测高迁移率族蛋白B1(HMGB1)和钙网蛋白(CRT)的表达,WB法检测STING通路相关蛋白的表达。构建4T1细胞移植瘤小鼠模型,分为四组,处理同细胞实验,测量肿瘤体积,免疫荧光法检测移植瘤组织中Ki-67、HMGB1、CRT和缺氧诱导因子-1ɑ(HIF-1ɑ)蛋白的表达,TUNEL法检测细胞凋亡,流式细胞术检测免疫细胞活化情况,对主要器官进行H-E染色,以评估纳米材料的体内安全性。结果:DPM呈梭形,平均粒径(268 ± 3.302)nm,电位(33.1 ± 0.87)mV。细胞实验中,DPM联合超声辐照可明显抑制4T1细胞的增殖(P < 0.001),提高4T1细胞中ROS水平(P < 0.001),诱导4T1细胞CRT表达上调(P < 0.001),HMGB1从细胞核中移至细胞质,激活STING信号通路[p-STING、p-TBK1、p-IRF3蛋白表达均显著增加(均P < 0.001)]。体内实验中,DPM联合超声辐照可显著抑制4T1细胞移植瘤生长(P < 0.001)并促进免疫细胞表型转化(P < 0.001),抑制移植瘤组织中Ki-67、HIF-1α蛋白表达(均P < 0.01),谷胱甘肽(GSH)产生(P < 0.01),促进CRT、HMGB1蛋白表达、ROS产生(P < 0.001),对主要器官结构无明显影响。结论: DPM联合超声辐照可通过激活STING通路显著抑制4T1细胞及其移植瘤的生长,诱导抗肿瘤免疫应答,且对主要器官无明显毒性。
3.Construction and Application of a Real-World Cohort of Community-Acquired Pneumonia Based on a Multimodal Large-Scale Traditional Chinese Medicine Big Data Platform
Zhichao WANG ; Xianmei ZHOU ; Fanchao FENG ; Mengqi WANG ; Xin WANG ; Bin KANG ; Xiaofan YU ; Xiaoxiao WANG ; Lei XIAO ; Juan LI ; Zhichao ZHANG ; Ye MA ; Yeqing JI ; Xin TONG ; Zhuoyue WU ; Jia LIU
Journal of Traditional Chinese Medicine 2026;67(9):961-965
This paper introduces a real-world cohort research model for community-acquired pneumonia (CAP) based on the Jiangsu Traditional Chinese Medicine (TCM) Dominant Diseases Diagnosis and Treatment Data Platform. Firstly, data cleaning is performed by standardizing diagnosis, symptoms, treatment and imaging, intelligently extracting unstructured information, and cleaning and constructing a standardized database. Secondly, for cohort establishment, CAP patients across the province are screened in accordance with CAP diagnostic criteria to build a high-quality disease-specific cohort. Lastly, in terms of protocol design, the characteristics of TCM research and the CAP disease profile are considered to determine appropriate inclusion and exclusion criteria, estimate sample size, define interventions, outcomes and economic evaluations, providing a reference for real-world TCM research on CAP.
4.Construction and Application of a Real-World Cohort of Community-Acquired Pneumonia Based on a Multimodal Large-Scale Traditional Chinese Medicine Big Data Platform
Zhichao WANG ; Xianmei ZHOU ; Fanchao FENG ; Mengqi WANG ; Xin WANG ; Bin KANG ; Xiaofan YU ; Xiaoxiao WANG ; Lei XIAO ; Juan LI ; Zhichao ZHANG ; Ye MA ; Yeqing JI ; Xin TONG ; Zhuoyue WU ; Jia LIU
Journal of Traditional Chinese Medicine 2026;67(9):961-965
This paper introduces a real-world cohort research model for community-acquired pneumonia (CAP) based on the Jiangsu Traditional Chinese Medicine (TCM) Dominant Diseases Diagnosis and Treatment Data Platform. Firstly, data cleaning is performed by standardizing diagnosis, symptoms, treatment and imaging, intelligently extracting unstructured information, and cleaning and constructing a standardized database. Secondly, for cohort establishment, CAP patients across the province are screened in accordance with CAP diagnostic criteria to build a high-quality disease-specific cohort. Lastly, in terms of protocol design, the characteristics of TCM research and the CAP disease profile are considered to determine appropriate inclusion and exclusion criteria, estimate sample size, define interventions, outcomes and economic evaluations, providing a reference for real-world TCM research on CAP.
5.Detiction and drug resistance to commonly used antibiotics of Ureaplasma urealyticum and Mycoplasma hominis in chronic cervicitis patients
Ren YE ; Bin ZHANG ; Longhui SHEN ; Lian WU ; Xin LIU
Chinese Journal of Nosocomiology 2025;35(14):2140-2144
OBJECTIVE To explore the prevalence of Ureaplasma urealyticum and Mycoplasma hominis among the patients with chronic cervicitis(CC)and observe their drug resistance to commonly used antibiotics.METHODS A total of 91 patients with CC who were treated in gynecology department of Women and Children's Hospital Affiliated to Ningbo University from Jan.2022 to Jun.2024 were assigned as the CC group,meanwhile,91 healthy women who received physical examination were chosen as the control group.The genital tract secretions were collected from all of the research subjects for the culture of U.urealyticum and M.hominis and drug suscep-tibility testing.The isolation rates of U.urealyticum,M.hominis and U.urealyticum plus M.hominis were com-pared between the two groups.The isolation rates of U.urealyticum and M.hominis were compared among the different age groups of CC patients.The drug susceptibility testing of U.urealyticu m and M.hominis for doxycyc-line(DOX),josamycin(JOS),ofloxacin(OFL),clarithromycin(CLA),erythromycin(ERY),tetracycline(TET),azithromycin(AZI)and pristinamycin(PTN)were observed.RESULTS Totally 75(82.41%)genital tract secretion samples tested positive for Mycoplasma among the 91 samples,37 detected with U.urealyticum,25 were M.hominis,and 13 were U.urealyticum plus M.hominis.The isolation rates of U.urealyticum,M.hominis and U.urealyticum plus M.hominis of the CC group were 40.66%,24.47%and 14.29%,respective-ly,higher than 8.79%,4.40%and 5.49%of the control group(P<0.05).The total detection rate of U.urealyti-cum,M.hominis and U.urealyticum plus M.hominis was higher among the CC patients aged between 20 and 40 years old than among the CC patients aged more than 40 years old(P<0.05).The U.urealyticum strains from the positive specimens of the CC patients were highly sensitive to CL A and DOS but were resistant to OFL,CIP and PTN;the M.honinis and U.urealyticum plus M.hominis strains were sensitive to JOS and DOX but were resistant to OFL and CIP.CONCLUSIONS The detection rates of U.urealyticum plus M.hominis are higher a-mong the CC patients than among the normal population.The isolated U.urealyticum and M.hominis strains are highly resistant to quinolones and aminoglycosides.It is necessary for the hospital to empirically choose sensitive antibiotics based on the result of drug susceptibility testing.
6.Application of nanoprobe based on aggregation-induced luminescence in photothermal diagnosis and treatment of prostate cancer
Bin GUI ; Nan JIANG ; Xin HUANG ; Fanglu ZHONG ; Zhiwen WANG ; Qianhui LIU ; Yuxin GUO ; Yueying CHEN ; Huan PU ; Qing DENG
Chinese Journal of Tissue Engineering Research 2025;29(16):3400-3409
BACKGROUND:A novel aggregation induced luminescence fluorescence probe based on the mechanism of intramolecular motility restriction can be used for the detection of disease markers,tumor diagnosis,and bacterial imaging recognition.OBJECTIVE:To prepare a near-infrared Ⅱ nanoprobe called FA-DSPE-PEG-AIE@NPs based on aggregation-induced luminescence,and to explore its potential of targeted fluorescence imaging and photothermal therapy for prostate cancer.METHODS:Lecithin,polyethylene glycol phospholipids,folate polyethylene glycol phospholipids,and aggregation induced luminescent molecule 2TT-oC26B were used as raw materials.The folate-targeted nanoprobe FA-DSPE-PEG-AIE@NPs were prepared by nanoprecipitation method,and basic characterization of the nanoprobe was detected.PC3 human prostate cancer cells and human umbilical vein endothelial cells were selected as experimental objects.The cytotoxicity and phototoxicity of FA-DSPE-PEG-AIE@NPs were detected.PC3 human prostate cancer cells were selected as the experimental objects.Flow cytometry and calcein/propidium iodide staining were used to assess the efficacy of photothermal therapy.PC3 human prostate cancer cells were injected subcutaneously into the abdomen of BALB/C nude mice to establish a tumor model,and nanoprobes FA-DSPE-PEG-AIE@NPs were injected into the tail vein.The mice were immediately subjected to near-infraced Ⅱ fluorescence imaging.12 hours later,the tumor was irradiated by laser for 5 minutes,and the photothermal treatment effect was observed within 14 days.RESULTS AND CONCLUSION:(1)The nanoprobes FA-DSPE-PEG-AIE@NPs with a mean diameter of(171.0±0.3)nm showed a well-defined spherical morphology.The nanoprobe had a wide absorption spectrum and tail emission extending to the near-infrared Ⅱ which emitted a bright near-infrared Ⅱ fluorescence signal under laser irradiation.(2)The nanoprobes FA-DSPE-PEG-AIE@NPs had low cytotoxicity and high phototoxicity.The results of flow cytometry and calcein/propidium iodide staining showed that nanoprobes FA-DSPE-PEG-AIE@NPs had an obvious photothermal killing effect on human prostate cancer cells.(3)The nanoprobes FA-DSPE-PEG-AIE@NPs successfully achieved near-infrared Ⅱ fluorescence imaging of mouse blood vessels and the maximum enrichment time of the tumor was 12 hours.The vessel widths of the hind leg and single blood vessels of abdomen were estimated to be 0.63 mm and 0.42 mm.The tumor volume of mice was significantly smaller after 14 days of treatment.(4)The results show that nanoprobes FA-DSPE-PEG-AIE@NPs can achieve near-infrared Ⅱ fluorescence imaging and photothermal therapy of prostate cancer effectively,which may provide a new method for early diagnosis and combined treatment of prostate cancer.
7.Research progress of adult dual kidney transplantation
Wenqiang ZHANG ; Bin LIU ; Xin LIAN ; Honglan ZHOU ; Baoshan GAO
Chinese Journal of Urology 2025;46(1):67-70
Kidney transplantation is the best renal replacement therapy for patients with end-stage renal disease. However, it faces significant challenges due to a critical shortage of donor organs and the underutilization of expanded standard donor (ESD) kidneys.Dual kidney transplantation can increase the utilization of expanded standard donor kidneys and enlarge the donor pool, which is an effective solution to deal with kidney shortage. This review provides a systematic presentation of the current status of research on allocation and recipient selection, surgical technique, complications, postoperative efficacy and immunosuppression protocols for adult dual kidney transplantation, with the aim of providing assistance in clinical practice.
8.Hyaluronic acid scaffold combined with adipose-derived stem cells
Aoshuang QIN ; Chen YANG ; Xin CUI ; Gejia MA ; Xiaowei GUO ; Xuchuan ZHOU ; Bin LIU
The Journal of Practical Medicine 2025;41(7):991-996
Objective This study aimed to evaluate the clinical effect of hyaluronic acid(HA)scaffold combined with adipose-derived stem cells(ADSCs)in chronic wound healing of lower limbs and explore its applica-tion potential in promoting chronic wound healing.Methods A total of 50 patients were included in this study.They were divided into study and control groups according to the random number table method.There were 25 cases in each of the two groups of patients.HA and ADSCs were mixed in a 1:1 ratio and evenly injected into the wound base and the subcutaneous tissue around the wound at a rate of 0.1 ml/cm3.In the control group,ADSCs were only injected into the wound base and subcutaneous tissue around the wound.The infection rate,treatment satisfaction,wound healing rate,visual analogue score(VAS),and wound quantitative score were compared between the two groups at 7 days,14 days,and 28 days.Results The infection rate in the study group was lower than that in the control group,and the difference was statistically significant(P<0.05).Moreover,at 14 days and 28 days after treatment,the wound healing rate in the study group was higher than that in the control group,and the difference was statistically significant(P<0.05).On the 7th,14th,and 28th days after treatment,the VAS scores and the wound quantitative scores were lower than those in the control group,and the difference was statisti-cally significant(P<0.05).Furthermore,the treatment satisfaction rate in the research group(92%)was higher than that in the control group(80%).Conclusion HA scaffold combined with ADSCs could promote the healing of chronic wounds in lower limbs,reduce infection rate,and relieve wound pain,which provides a new idea for the treatment of chronic wounds.
9.Detiction and drug resistance to commonly used antibiotics of Ureaplasma urealyticum and Mycoplasma hominis in chronic cervicitis patients
Ren YE ; Bin ZHANG ; Longhui SHEN ; Lian WU ; Xin LIU
Chinese Journal of Nosocomiology 2025;35(14):2140-2144
OBJECTIVE To explore the prevalence of Ureaplasma urealyticum and Mycoplasma hominis among the patients with chronic cervicitis(CC)and observe their drug resistance to commonly used antibiotics.METHODS A total of 91 patients with CC who were treated in gynecology department of Women and Children's Hospital Affiliated to Ningbo University from Jan.2022 to Jun.2024 were assigned as the CC group,meanwhile,91 healthy women who received physical examination were chosen as the control group.The genital tract secretions were collected from all of the research subjects for the culture of U.urealyticum and M.hominis and drug suscep-tibility testing.The isolation rates of U.urealyticum,M.hominis and U.urealyticum plus M.hominis were com-pared between the two groups.The isolation rates of U.urealyticum and M.hominis were compared among the different age groups of CC patients.The drug susceptibility testing of U.urealyticu m and M.hominis for doxycyc-line(DOX),josamycin(JOS),ofloxacin(OFL),clarithromycin(CLA),erythromycin(ERY),tetracycline(TET),azithromycin(AZI)and pristinamycin(PTN)were observed.RESULTS Totally 75(82.41%)genital tract secretion samples tested positive for Mycoplasma among the 91 samples,37 detected with U.urealyticum,25 were M.hominis,and 13 were U.urealyticum plus M.hominis.The isolation rates of U.urealyticum,M.hominis and U.urealyticum plus M.hominis of the CC group were 40.66%,24.47%and 14.29%,respective-ly,higher than 8.79%,4.40%and 5.49%of the control group(P<0.05).The total detection rate of U.urealyti-cum,M.hominis and U.urealyticum plus M.hominis was higher among the CC patients aged between 20 and 40 years old than among the CC patients aged more than 40 years old(P<0.05).The U.urealyticum strains from the positive specimens of the CC patients were highly sensitive to CL A and DOS but were resistant to OFL,CIP and PTN;the M.honinis and U.urealyticum plus M.hominis strains were sensitive to JOS and DOX but were resistant to OFL and CIP.CONCLUSIONS The detection rates of U.urealyticum plus M.hominis are higher a-mong the CC patients than among the normal population.The isolated U.urealyticum and M.hominis strains are highly resistant to quinolones and aminoglycosides.It is necessary for the hospital to empirically choose sensitive antibiotics based on the result of drug susceptibility testing.
10.Application of nanoprobe based on aggregation-induced luminescence in photothermal diagnosis and treatment of prostate cancer
Bin GUI ; Nan JIANG ; Xin HUANG ; Fanglu ZHONG ; Zhiwen WANG ; Qianhui LIU ; Yuxin GUO ; Yueying CHEN ; Huan PU ; Qing DENG
Chinese Journal of Tissue Engineering Research 2025;29(16):3400-3409
BACKGROUND:A novel aggregation induced luminescence fluorescence probe based on the mechanism of intramolecular motility restriction can be used for the detection of disease markers,tumor diagnosis,and bacterial imaging recognition.OBJECTIVE:To prepare a near-infrared Ⅱ nanoprobe called FA-DSPE-PEG-AIE@NPs based on aggregation-induced luminescence,and to explore its potential of targeted fluorescence imaging and photothermal therapy for prostate cancer.METHODS:Lecithin,polyethylene glycol phospholipids,folate polyethylene glycol phospholipids,and aggregation induced luminescent molecule 2TT-oC26B were used as raw materials.The folate-targeted nanoprobe FA-DSPE-PEG-AIE@NPs were prepared by nanoprecipitation method,and basic characterization of the nanoprobe was detected.PC3 human prostate cancer cells and human umbilical vein endothelial cells were selected as experimental objects.The cytotoxicity and phototoxicity of FA-DSPE-PEG-AIE@NPs were detected.PC3 human prostate cancer cells were selected as the experimental objects.Flow cytometry and calcein/propidium iodide staining were used to assess the efficacy of photothermal therapy.PC3 human prostate cancer cells were injected subcutaneously into the abdomen of BALB/C nude mice to establish a tumor model,and nanoprobes FA-DSPE-PEG-AIE@NPs were injected into the tail vein.The mice were immediately subjected to near-infraced Ⅱ fluorescence imaging.12 hours later,the tumor was irradiated by laser for 5 minutes,and the photothermal treatment effect was observed within 14 days.RESULTS AND CONCLUSION:(1)The nanoprobes FA-DSPE-PEG-AIE@NPs with a mean diameter of(171.0±0.3)nm showed a well-defined spherical morphology.The nanoprobe had a wide absorption spectrum and tail emission extending to the near-infrared Ⅱ which emitted a bright near-infrared Ⅱ fluorescence signal under laser irradiation.(2)The nanoprobes FA-DSPE-PEG-AIE@NPs had low cytotoxicity and high phototoxicity.The results of flow cytometry and calcein/propidium iodide staining showed that nanoprobes FA-DSPE-PEG-AIE@NPs had an obvious photothermal killing effect on human prostate cancer cells.(3)The nanoprobes FA-DSPE-PEG-AIE@NPs successfully achieved near-infrared Ⅱ fluorescence imaging of mouse blood vessels and the maximum enrichment time of the tumor was 12 hours.The vessel widths of the hind leg and single blood vessels of abdomen were estimated to be 0.63 mm and 0.42 mm.The tumor volume of mice was significantly smaller after 14 days of treatment.(4)The results show that nanoprobes FA-DSPE-PEG-AIE@NPs can achieve near-infrared Ⅱ fluorescence imaging and photothermal therapy of prostate cancer effectively,which may provide a new method for early diagnosis and combined treatment of prostate cancer.


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