1.Prediction of Expression of Ki-67 Status in Breast Cancer via Deep Learning-Based Radiomics Model
Hanmin XIE ; Jialing CHENG ; Yuelong LI ; Chengwei LI ; Chaoxiang YANG ; Ruoxian ZHANG
Chinese Journal of Medical Imaging 2025;33(10):1049-1055
Purpose To analyze the value of a deep learning(DL)radiomics model based on dynamic contrast-enhanced MRI images in predicting the expression of Ki-67 status in breast cancer.Materials and Methods A retrospective analysis of 152 breast cancer patients confirmed by pathological results at Guangdong Women and Children Hospital,MRI images and clinical pathological data were reviewed,and based on postoperative immunohistochemistry results,the images of the high and low expression groups of Ki-67 were randomly sampled in a ratio of 8∶2 to form a training set of 122 cases and a validation set of 30 cases.Single-factor and multi-factor Logistic regression analyses of clinical data were performed to select independent predictors of breast cancer expressing Ki-67 status.The ResNet-18 model was used as the basic model for DL feature extraction.Hand-crafted radiomic features and DL features were extracted.Eight machine learning models were constructed based on clinical features,hand-crafted radiomic features,DL features,and their combinations.The area under the receiver operating characteristic curve was used to evaluate the predictive performance of the models,and the best model was determined as the output model.Results The progesterone receptor status(OR=0.764,P=0.040)and human epidermal growth factor receptor-2 status(OR=1.187,P=0.046)were independent clinical predictors of breast cancer expressing Ki-67 status.The combined feature models demonstrated superior performance over the individual feature models,and the support vector machine algorithm had the highest prediction performance in the validation set,with an area under the curve of 0.847.Conclusion The DL radiomics model based on dynamic contrast-enhanced MRI images can effectively predict the expression of Ki-67 status in breast cancer.The support vector machine algorithm combined with feature model is the best,which can help the clinical diagnosis and treatment of breast cancer and prognosis evaluation.
2.The effect of bufalin on extracellular matrix synthesis in renal tubular epithelial cells induced by high glucose
Chen GAO ; Yunyang QIAO ; Jialing JI ; E WANG ; Ying HUO ; Aiqing ZHANG
Tianjin Medical Journal 2025;53(10):1009-1015
Objective To investigate the effect and underlying mechanism of bufalin regulating ferroptosis on extracellular matrix synthesis in renal tubular epithelial cells(RTECs)under high glucose(HG)conditions.Methods RTECs were cultured in vitro and exposed to HG.The experimental groups included:the control group,the HG group,the HG+dimethyl sulfoxide(DMSO)group,the HG+bufalin group,the HG+ferrostatin-1(Fer-1)group,the HG+bufalin+DMSO group and HG+bufalin+erastin group.The expression levels of fibronectin(FN),type Ⅰ collagen(Col Ⅰ),acyl-CoA synthetase long-chain family member 4(ACSL4),solute carrier family 7 member 11(SLC7A11)and glutathione peroxidase 4(GPX4)were detected using Western blot assay and quantitative real-time PCR(qRT-PCR).The potential molecular targets of bufalin were predicted using SwissTargetPrediction,and functional enrichment analysis was conducted using Metascape.FerrDb was employed to analyze ferroptosis-related gene sets.The levels of ferrous ions(Fe2+),malondialdehyde(MDA)and glutathione(GSH)were measured using micro-methods to evaluate the occurrence of ferroptosis.Results Compared with the control group,the mRNA and protein relative expression levels of FN,Col Ⅰand ACSL4 were increased in the HG group,while the mRNA and protein expression levels of GPX4 and SLC7A11 were decreased(P<0.05).Compared with the HG+DMSO group,the mRNA and protein expression levels of FN,Col Ⅰand ACSL4,as well as levels of Fe2+and MDA were decreased in the HG+bufalin group,while the mRNA and protein expression levels of GPX4 and SLC7A11,and the level of GSH were increased(P<0.05).In the HG+Fer-1 group,the mRNA and protein expression levels of GPX4 and SLC7A11 were increased,while the mRNA and protein expression levels of ACSL4,FN and Col Ⅰ were decreased(P<0.05).The SwissTargetPrediction database and Metascape analysis function showed that the downstream functions of bufalin were closely related to lipid metabolism,inflammatory response,programmed cell death and ferroptosis-related pathways.The FerrDb analysis results indicated that the target sites of bufalin were closely related to ferroptosis markers.Compared with the HG+bufalin+DMSO group,the mRNA and protein expression levels of GPX4 and SLC7A11 were decreased in the HG+bufalin+Erastin group,while the mRNA and protein expression levels of ACSL4,FN and Col Ⅰ were increased(P<0.05).Conclusion Bufalin attenuates extracellular matrix synthesis in HG-induced RTECs by inhibiting ferroptosis.
3.Mediating effect of health literacy and perceived social support between perceived control and fatigue symptom of asthmatic patients
Liqun YUAN ; Fengxia CHENG ; Jialing YANG ; Sufang ZHENG ; Chengyuan ZHANG
Chinese Journal of Practical Nursing 2025;41(19):1458-1464
Objective:Based on the process theory of stress effect, the mediating effect of health literacy and perceived social support between perceived control and fatigue symptom of asthmatic patients was analyzed, which provide the evidence for the formulation of intervention programs to relieve fatigue in patients.Methods:Adopting a cross-sectional survey design, from January 2019 to November 2023, asthmatic patients at The First Affiliated Hospital of Anhui Medical University (Feidong County People′s Hospital) were selected by convenience sampling method and investigated by the General Information Questionnaire, Fatigue Severity Scale, Perceived Control of Asthma Questionnaire, Health Literacy Management Scale, and Perceived Social Support Scale. Pearson correlation analysis was used to investigate the correlation between fatigue symptom, perceived control, health literacy, and perceived social support in asthma patients. A structural equation model was constructed using AMOS24.0 software and conduct mediation analysis.Results:A total of 260 questionnaires were distributed, and 241 valid questionnaires were collected. There were 110 males and 131 females aged (55.48 ± 15.03) years old. The scores of Fatigue Severity Scale, Perceived Control of Asthma Questionnaire, Health Literacy Management Scale, and Perceived Social Support Scale were (4.27 ± 1.68), (31.72 ± 8.51), (85.71 ± 19.36), (46.97 ± 11.79) points, respectively. Pearson correlation analysis showed that fatigue symptom was negatively correlated with perceived control, health literacy, and perceived social support ( r=-0.719, -0.716, -0.767, all P<0.01). The mediating model showed that perceived control had a significant direct effect on fatigue symptom ( β=-0.204, 95% CI-0.252--0.169). Moreover, perceived control also indirectly affected fatigue symptom through the independent mediating effect of health literacy ( β=-0.378, 95% CI-0.405--0.202), the independent mediating effect of perceived social support ( β=-0.227, 95% CI-0.381--0.203), and the chain mediating effect of health literacy and perceived social support ( β=-0.089, 95% CI-0.142--0.025), which accounting for 77.3% of the total effect. Conclusions:Health literacy and perceived social support play a mediating role in the correlation between perceived control and fatigue symptom, which can promote health literacy and perceived social support and thus alleviate fatigue symptom in asthmatic patients.
4.Investigation of 16 quality indicators in clinical laboratory of Guangdong province during 2023
Lichao ZHANG ; Jialing CHEN ; Zengwen LIN ; Qiaoxuan ZHANG ; Zheng LIANG ; Kefeng JIANG ; Jiaqi LI
Chinese Journal of Clinical Laboratory Science 2025;43(8):614-618
Objective To achieve a preliminary understanding of the current situation of clinical laboratories in Guangdong Province,and discuss how to establish a sound investigation system,and utilize quality indicators to improve laboratory quality through the inves-tigation and analysis of data from 16 clinical laboratory quality indicators issued by the National Center for Clinical Laboratories.Meth-ods The questionnaire was issued by Clinet-EQA system and the basic information and quality indicator information during 2023 were collected.SPSS 20.0 software was used for statistical analysis according to different specialty categories and hospital grades.The 13 quality indicators measured in rate-based units were evaluated by sigma measurement.The P75,P50 and P25 percentiles of the overall distribution of each quality index were used to explore the optimal,appropriate and minimum quality specifications.Results A total of 577 laboratories participated in this survey.In addition to the implementation rate of internal quality assessment and the inter-laboratory comparison rate,the median sigma(σ)value of 11/13 quality indicators was greater than 3σ,and some of them even reach the level of 6σ,and there were disparities between hospital laboratories at different grades.The turnaround time(TAT)of the whole process of emergency examination was significantly less than those of inpatient and outpatient,TAT before emergency examination was controlled within 20 min,TAT before outpatient examination was within 30 min,and TAT before inpatient examination was within 42 min.The optimal quality specifications of 8 out of 13 indicators reached 6σ level,while the minimum quality specifications of 2 out of 13 indica-tors were lower than 3σ level.Conclusion In Guangdong Province,the overall level of quality indicators in the post-analytical of clin-ical laboratories was superior to that in the pre-analytical and analytical process.It should be essential to continuously monitor quality indicators and actively adopt improvement measures for those laboratories with unsatisfactory results,so as to enhance the examination quality of laboratories.
5.Prediction of Expression of Ki-67 Status in Breast Cancer via Deep Learning-Based Radiomics Model
Hanmin XIE ; Jialing CHENG ; Yuelong LI ; Chengwei LI ; Chaoxiang YANG ; Ruoxian ZHANG
Chinese Journal of Medical Imaging 2025;33(10):1049-1055
Purpose To analyze the value of a deep learning(DL)radiomics model based on dynamic contrast-enhanced MRI images in predicting the expression of Ki-67 status in breast cancer.Materials and Methods A retrospective analysis of 152 breast cancer patients confirmed by pathological results at Guangdong Women and Children Hospital,MRI images and clinical pathological data were reviewed,and based on postoperative immunohistochemistry results,the images of the high and low expression groups of Ki-67 were randomly sampled in a ratio of 8∶2 to form a training set of 122 cases and a validation set of 30 cases.Single-factor and multi-factor Logistic regression analyses of clinical data were performed to select independent predictors of breast cancer expressing Ki-67 status.The ResNet-18 model was used as the basic model for DL feature extraction.Hand-crafted radiomic features and DL features were extracted.Eight machine learning models were constructed based on clinical features,hand-crafted radiomic features,DL features,and their combinations.The area under the receiver operating characteristic curve was used to evaluate the predictive performance of the models,and the best model was determined as the output model.Results The progesterone receptor status(OR=0.764,P=0.040)and human epidermal growth factor receptor-2 status(OR=1.187,P=0.046)were independent clinical predictors of breast cancer expressing Ki-67 status.The combined feature models demonstrated superior performance over the individual feature models,and the support vector machine algorithm had the highest prediction performance in the validation set,with an area under the curve of 0.847.Conclusion The DL radiomics model based on dynamic contrast-enhanced MRI images can effectively predict the expression of Ki-67 status in breast cancer.The support vector machine algorithm combined with feature model is the best,which can help the clinical diagnosis and treatment of breast cancer and prognosis evaluation.
6.Diagnostic value of the combination of serum neutrophil CD64,CRP and LDH in children with refractory Mycoplasma pneumoniae pneumonia
E WANG ; Pei ZHANG ; Ying HUO ; Jialing JI ; Ling DING ; Aiqing ZHANG
Tianjin Medical Journal 2025;53(12):1246-1250
Objective To investigate the value of the combined detection of neutrophil CD64(nCD64),C-reactive protein(CRP)and lactate dehydrogenase(LDH)in the diagnosis of refractory Mycoplasma pneumoniae pneumonia(RMPP)in children.Methods A total of 147 children with Mycoplasma pneumoniae infection were enrolled and divided into the RMPP group(n=70)and the general Mycoplasma pneumoniae pneumonia group(GMPP,n=77)based on disease severity and treatment response.The age,gender,white blood cell count(WBC)within 24 hours of admission,serum procalcitonin(PCT),C-reactive protein(CRP)and lactate dehydrogenase(LDH)levels were collected in the study participants.The expression level of nCD64 in peripheral blood was measured using flow cytometry.Multivariate Logistic regression analysis was conducted to identify the independent risk factors associated with RMPP in children.Additionally,a receiver operating characteristic(ROC)curve was constructed to assess the diagnostic performance of the combined detection of nCD64,CRP and LDH for RMPP in children.Results The RMPP group had a longer hospital stay than the GMPP group(P<0.05).Levels of nCD64,CRP and LDH were significantly higher in the RMPP group compared to those of the GMPP group(P<0.05),and there were no significant differences in WBC and PCT levels between the two groups.Multivariate Logistic regression analysis showed that elevated nCD64,CRP and LDH were risk factors for RMPP in children(P<0.05).ROC curve analysis revealed that the areas under the curve(AUC)for nCD64,CRP and LDH in diagnosing RMPP were 0.817,0.863 and 0.805,respectively.The combined detection of three indicators for AUC was 0.948.Conclusion The levels of nCD64,CRP and LDH in blood of children with RMPP are higher than those of children with GMPP.The combined detection of the three indicators has a high diagnostic value for RMPP in children with Mycoplasma pneumoniae pneumonia.
7.The role of BMP2/Smad8 signaling pathway in T-2 toxin-induced apoptosis of rat articular chondrocytes
Yang LI ; Fuyuan LI ; Xinhua SHAO ; Meili YANG ; Fuxun CHEN ; Baihui ZHANG ; Zhongyao ZHANG ; Jialing CHAI ; Ning ZOU
Chinese Journal of Endemiology 2025;44(9):689-694
Objective:This study aimed to investigate the role of bone morphogenetic protein 2 (BMP2)/Smad8 signaling pathway in T-2 toxin-induced apoptosis of rat articular chondrocytes.Methods:Primary chondrocytes from SD rats were cultured in vitro and exposed to varying concentrations of T-2 toxin (0.00, 0.32, 1.60, 8.00 ng/ml). The changes in chondrocytes survival rate were determined by CCK8, and the apoptosis changes of chondrocytes were determined by TUNEL assay kit. Using a group design, chondrocytes were cultured in complete culture media and culture media containing T-2 toxin (1.60 ng/ml), BMP2 cytokine (500 ng/ml), or T-2 toxin (1.60 ng/ml) + BMP2 cytokine (500 ng/ml), referred to as the control group, T-2 toxin group, BMP2 group, and T-2 toxin + BMP2 group, respectively. The survival rate and apoptosis changes of chondrocytes in each group were determined. The expression levels of Caspase-3, BMP2, BMP receptor Ⅱ (BMP-R Ⅱ), and Smad1/4/5/8 were determined by quantitative real-time PCR. Results:Compared with the 0.00 ng/ml of T-2 toxin group [(100.00 ± 0.00)%, (4.33 ± 0.32)%], the chondrocyte survival rates [(85.77 ± 2.96)%, (72.79 ± 2.31)%, (48.87 ± 1.83)%] of the 0.32, 1.60, and 8.00 ng/ml of T-2 toxin groups were significantly lower ( P < 0.05), and the apoptosis rates [(5.43 ± 0.32)%, (6.17 ± 0.15)%, (5.07 ± 0.13)%] were significantly higher ( P < 0.05). Compared with the control group, the T-2 toxin group had a lower survival rate and a higher apoptosis rate of chondrocytes ( P < 0.05). Compared with the T-2 toxin group, the T-2 toxin + BMP2 group had a higher survival rate and lower apoptosis rate of chondrocytes ( P < 0.05). Compared with the control group, the T-2 toxin group showed higher expression level of Caspase-3 mRNA in chondrocytes, while the expression levels of BMP2, BMP-R Ⅱ, and Smad1/4/8 mRNA were lower ( P < 0.05). Compared with the T-2 toxin group, the expression level of Caspase-3 mRNA was lower in the T-2 toxin + BMP2 group, while the expression levels of BMP2 and Smad8 mRNA were higher ( P < 0.05). Conclusion:BMP2 may partially block the apoptosis of chondrocytes caused by T-2 toxin by regulating the BMP2/Smad8 signaling pathway.
8.Investigation of 16 quality indicators in clinical laboratory of Guangdong province during 2023
Lichao ZHANG ; Jialing CHEN ; Zengwen LIN ; Qiaoxuan ZHANG ; Zheng LIANG ; Kefeng JIANG ; Jiaqi LI
Chinese Journal of Clinical Laboratory Science 2025;43(8):614-618
Objective To achieve a preliminary understanding of the current situation of clinical laboratories in Guangdong Province,and discuss how to establish a sound investigation system,and utilize quality indicators to improve laboratory quality through the inves-tigation and analysis of data from 16 clinical laboratory quality indicators issued by the National Center for Clinical Laboratories.Meth-ods The questionnaire was issued by Clinet-EQA system and the basic information and quality indicator information during 2023 were collected.SPSS 20.0 software was used for statistical analysis according to different specialty categories and hospital grades.The 13 quality indicators measured in rate-based units were evaluated by sigma measurement.The P75,P50 and P25 percentiles of the overall distribution of each quality index were used to explore the optimal,appropriate and minimum quality specifications.Results A total of 577 laboratories participated in this survey.In addition to the implementation rate of internal quality assessment and the inter-laboratory comparison rate,the median sigma(σ)value of 11/13 quality indicators was greater than 3σ,and some of them even reach the level of 6σ,and there were disparities between hospital laboratories at different grades.The turnaround time(TAT)of the whole process of emergency examination was significantly less than those of inpatient and outpatient,TAT before emergency examination was controlled within 20 min,TAT before outpatient examination was within 30 min,and TAT before inpatient examination was within 42 min.The optimal quality specifications of 8 out of 13 indicators reached 6σ level,while the minimum quality specifications of 2 out of 13 indica-tors were lower than 3σ level.Conclusion In Guangdong Province,the overall level of quality indicators in the post-analytical of clin-ical laboratories was superior to that in the pre-analytical and analytical process.It should be essential to continuously monitor quality indicators and actively adopt improvement measures for those laboratories with unsatisfactory results,so as to enhance the examination quality of laboratories.
9.Discovery and investigation of six polio vaccine derived viruses in Guangzhou City
Min CUI ; Chunhuan ZHANG ; Wei ZHANG ; Jun LIU ; Jialing LI ; Jianxiong XU ; Wenji WANG ; Qing HE ; Lihong NI ; Xuexia YUN ; Huanying ZHENG
Journal of Public Health and Preventive Medicine 2025;36(2):22-25
Objective To understand the surveillance situation of poliovirus in Guangzhou from 2011 to 2024, and to further strengthen polio surveillance and ensure the continued maintenance of a polio-free status. Methods An analysis was conducted on the discovery and investigation results of six cases of vaccine-derived poliovirus (VDPV) detected in Guangzhou. Results A total of 6 VDPV incidents were reported in Guangzhou from 2011 to June 2024, among which 5 incidents were from sewage sample testing in the Liede Sewage Treatment Plant in Guangzhou, all of which were confirmed as VDPV, with 1 for type I, 1 for type II, and 3 for type III. In addition, one confirmed HFMD case was identified as a type VDPV II carrier. No presence of any wild poliovirus (WPV), VDPV cases, or circulating VDPV (cVDPV) was reported. Conclusion Guangzhou City has maintained a high level of vigilance and effectiveness in the monitoring and prevention of polio. Continuously strengthening the construction of the polio monitoring network, optimizing vaccination strategies, and comprehensively improving public health awareness are still the focus of the prevention and control work in the future.
10.Study on the Quality of Gansu Chuanxiong Rhizoma Based on Intelligent Sensory Technology,HPLC and HS-SPME-GC-MS
Jialing ZHANG ; Yiyang CHEN ; Juanjuan LIU ; Liangcai WANG ; Xiaohui MA ; Ling JIN
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(2):129-136
Objective To evaluate the quality of Xi xiong(Gansu Chuanxiong)based on the combination of intelligent sensory technology,HPLC and HS-SPME-GC-MS.Methods The chromaticity values of 10 batches of Gansu Chuanxiong Rhizoma samples were measured using a colorimeter and clustering analysis was performed;an electronic nose was used to measure the odor of Gansu Chuanxiong Rhizoma,and Loadings and PCA were conducted;According to the method under the Chuanxiaong Rhizoma section of the Chinese Pharmacopoeia,the moisture,ash content and extract were determined;HPLC was used to determine the contents of ferulic acid,chlorogenic acid and ligustrazine;the volatile components were analyzed by HS-SPME-GC-MS;the quality of Gansu Chuanxiong Rhizoma was evaluated by analyzing the correlation between chromaticity value,odor and active components.Results The total color value of Gansu Chuanxiong Rhizoma ranged from 31.210 1±1.193 7 to 43.976 3±0.721 4,at the Euclidean distance of 10,and the 10 batches of Gansu Chuanxiong Rhizoma could be clustered into four categories;Loadings and PCA showed that the higher contribution of sensors W2S,W5S,W2W,W1W and W1S to Gansu Chuanxiong Rhizoma samples,the variance contribution of the first and second principal components was 62.6%and 22.4%,respectively;water,ash and extract in 10 batches of Gansu Chuanxiong Rhizoma all met the standards of Chinese Pharmacopoeia;the HPLC determination results indicated that the content of ferulic acid in Gansu Chuanxiong Rhizoma was greater than 0.192 6%,ligustrazine content was between 0.001 2%and 0.006 1%,chlorogenic acid content was greater than 0.016 4%;HS-SPME-GC-MS results indicated 52 volatile components were identified in Gansu Chuanxiong Rhizoma samples,the olefin compounds were rich in species,phenyphthalide compounds had the highest relative content;the correlation analysis showed that the color values ΔL*,Δb* and ΔE showed a high degree of correlation with ferulic acid and ligusticum tecidate A.Conclusion This study clarifies the intrinsic quality of Gansu Chuanxiong Rhizoma and provides a theoretical basis for research on Gansu Chuanxiong Rhizoma.


Result Analysis
Print
Save
E-mail