1.Application of artificial intelligence in quality control of mammographic images
Yunyun LYU ; Le FU ; Ruixin LI ; Zeyi ZHANG ; Xiaoli MU ; Hui WANG ; Huizhi CAO ; Jianli YU
Chinese Journal of Radiological Health 2026;35(2):173-179
Objective To evaluate the application value of artificial intelligence (AI) in the quality control of mammographic images and explore its feasibility for improving image quality. Methods A retrospective analysis was conducted on 500 mammographic images from 125 female patients. These images were acquired in December 2024 at the Department of Radiology, Obstetrics and Gynecology Hospital of Tongji University by two junior technologists with qualification certificate for junior radiologic technologists and ≤ 2 months of independent operation. The reference standard was the evaluation by a panel of senior experts comprising one associate chief radiologist and two intermediate radiologic technologists with over 10 years of experience in mammography. The evaluation was based on nine criteria within an AI quality control system. The correlation and consistency (Kappa test) of the assessment outcomes were compared among the junior technologist group, the AI quality control group, and the panel group. Additionally, the differences in the proportions of high-, medium-, and low-quality images rated by the three groups were analyzed. After one month of AI assistance, 200 images from 50 additional patients acquired by the same two junior technologists in January 2025 were collected. The area under the receiver operating characteristic curve and 95% confidence interval (95%CI) were calculated for the assessment performance of the junior technologist group before and after AI assistance. Differences were compared using the DeLong test. Changes in the disqualification rates for the nine criteria were analyzed. Results In consistency analysis, the AI quality control group showed high consistency with the panel group across multiple key criteria, with Kappa values ranging from 0.41 to 1.00. In contrast, the consistency between the junior technologist group and the panel group was generally low, with Kappa values ranging from 0.13 to 0.49. In comparison of image quality classification, no significant differences were observed in image quality classification between the AI group and the panel group (P>0.05). However, the proportion of images rated as high quality by the junior technologist group was significantly higher, while the proportions rated as medium and low quality were significantly lower, compared to those rated by the panel group (P<0.05). After AI assistance, the area under the receiver operating characteristic curve for the assessment performance of junior technologist group increased significantly from 0.56 (95%CI: 0.51-0.61) to 0.91 (95%CI: 0.87-0.94) (P<0.001). The disqualification rates for skin folds, incomplete inclusion of the pectoralis major muscle, and nipple not in profile decreased significantly. Conclusion AI demonstrates assessment capability comparable to the panel group in mammographic quality control. AI effectively enhances the quality of images acquired by junior technologists through real-time, objective feedback.
2.Application of artificial intelligence in quality control of mammographic images
Yunyun LYU ; Le FU ; Ruixin LI ; Zeyi ZHANG ; Xiaoli MU ; Hui WANG ; Huizhi CAO ; Jianli YU
Chinese Journal of Radiological Health 2026;35(2):173-179
Objective To evaluate the application value of artificial intelligence (AI) in the quality control of mammographic images and explore its feasibility for improving image quality. Methods A retrospective analysis was conducted on 500 mammographic images from 125 female patients. These images were acquired in December 2024 at the Department of Radiology, Obstetrics and Gynecology Hospital of Tongji University by two junior technologists with qualification certificate for junior radiologic technologists and ≤ 2 months of independent operation. The reference standard was the evaluation by a panel of senior experts comprising one associate chief radiologist and two intermediate radiologic technologists with over 10 years of experience in mammography. The evaluation was based on nine criteria within an AI quality control system. The correlation and consistency (Kappa test) of the assessment outcomes were compared among the junior technologist group, the AI quality control group, and the panel group. Additionally, the differences in the proportions of high-, medium-, and low-quality images rated by the three groups were analyzed. After one month of AI assistance, 200 images from 50 additional patients acquired by the same two junior technologists in January 2025 were collected. The area under the receiver operating characteristic curve and 95% confidence interval (95%CI) were calculated for the assessment performance of the junior technologist group before and after AI assistance. Differences were compared using the DeLong test. Changes in the disqualification rates for the nine criteria were analyzed. Results In consistency analysis, the AI quality control group showed high consistency with the panel group across multiple key criteria, with Kappa values ranging from 0.41 to 1.00. In contrast, the consistency between the junior technologist group and the panel group was generally low, with Kappa values ranging from 0.13 to 0.49. In comparison of image quality classification, no significant differences were observed in image quality classification between the AI group and the panel group (P>0.05). However, the proportion of images rated as high quality by the junior technologist group was significantly higher, while the proportions rated as medium and low quality were significantly lower, compared to those rated by the panel group (P<0.05). After AI assistance, the area under the receiver operating characteristic curve for the assessment performance of junior technologist group increased significantly from 0.56 (95%CI: 0.51-0.61) to 0.91 (95%CI: 0.87-0.94) (P<0.001). The disqualification rates for skin folds, incomplete inclusion of the pectoralis major muscle, and nipple not in profile decreased significantly. Conclusion AI demonstrates assessment capability comparable to the panel group in mammographic quality control. AI effectively enhances the quality of images acquired by junior technologists through real-time, objective feedback.
3.Application of artificial intelligence in quality control of mammographic images
Yunyun LYU ; Le FU ; Ruixin LI ; Zeyi ZHANG ; Xiaoli MU ; Hui WANG ; Huizhi CAO ; Jianli YU
Chinese Journal of Radiological Health 2026;35(2):173-179
Objective To evaluate the application value of artificial intelligence (AI) in the quality control of mammographic images and explore its feasibility for improving image quality. Methods A retrospective analysis was conducted on 500 mammographic images from 125 female patients. These images were acquired in December 2024 at the Department of Radiology, Obstetrics and Gynecology Hospital of Tongji University by two junior technologists with qualification certificate for junior radiologic technologists and ≤ 2 months of independent operation. The reference standard was the evaluation by a panel of senior experts comprising one associate chief radiologist and two intermediate radiologic technologists with over 10 years of experience in mammography. The evaluation was based on nine criteria within an AI quality control system. The correlation and consistency (Kappa test) of the assessment outcomes were compared among the junior technologist group, the AI quality control group, and the panel group. Additionally, the differences in the proportions of high-, medium-, and low-quality images rated by the three groups were analyzed. After one month of AI assistance, 200 images from 50 additional patients acquired by the same two junior technologists in January 2025 were collected. The area under the receiver operating characteristic curve and 95% confidence interval (95%CI) were calculated for the assessment performance of the junior technologist group before and after AI assistance. Differences were compared using the DeLong test. Changes in the disqualification rates for the nine criteria were analyzed. Results In consistency analysis, the AI quality control group showed high consistency with the panel group across multiple key criteria, with Kappa values ranging from 0.41 to 1.00. In contrast, the consistency between the junior technologist group and the panel group was generally low, with Kappa values ranging from 0.13 to 0.49. In comparison of image quality classification, no significant differences were observed in image quality classification between the AI group and the panel group (P>0.05). However, the proportion of images rated as high quality by the junior technologist group was significantly higher, while the proportions rated as medium and low quality were significantly lower, compared to those rated by the panel group (P<0.05). After AI assistance, the area under the receiver operating characteristic curve for the assessment performance of junior technologist group increased significantly from 0.56 (95%CI: 0.51-0.61) to 0.91 (95%CI: 0.87-0.94) (P<0.001). The disqualification rates for skin folds, incomplete inclusion of the pectoralis major muscle, and nipple not in profile decreased significantly. Conclusion AI demonstrates assessment capability comparable to the panel group in mammographic quality control. AI effectively enhances the quality of images acquired by junior technologists through real-time, objective feedback.
4.Study on the regulation of GPX4 ubiquitination by STUB1 and its impact on ferroptosis in colon cancer cells and CD8+T cell mediated killing function
Long SUN ; Fanfan LOU ; Guobo WANG ; Zhihua ZHU ; Jianli SHAO
Immunological Journal 2025;41(5):289-296
Objective To investigate the effects of STIP1 homology and U-box containing protein 1(STUB1)on the ubiquitination of glutathione peroxidase 4(GPX4)and ferroptosis in colon cancer cells HCT116,as well as the impact on CD8+T cell-mediated killing of HCT116 cells.Methods HCT116 cells were divided into control group,empty plasmid transfection(pcDNA3.1-vector)group,STUB1 overexpression plasmid transfection(pcDNA3.1-STUB1)group,and co-transfection(pcDNA3.1-STUB1+pcDNA3.1-GPX4)group.Cell proliferation ability was assessed by CCK-8 assay.Clonogenic ability was determined by clone formation assay.Malondialdehyde(MDA)levels in cells were measured using an MDA kit.Intracellular ferrous ion(Fe2+)levels were detected with an Fe2+probe.Changes in mitochondrial membrane potential were detected using JC-1 dye.Protein expression levels of STUB1,solute carrier family 7 member 11(SLC7A11),and GPX4 were determined by western blot.The binding between STUB1 and GPX4 was assessed by co-immunoprecipitation.The effect of STUB1 on GPX4 protein ubiquitination was detected using a ubiquitin antibody.HCT116 cells transfected with different plasmids were co-cultured with human peripheral blood CD8+T cells,and the killing ability of CD8+T cells against HCT116 cells was measured using a lactate dehydrogenase(LDH)kit.Perforin,granzyme,and interferon-γ levels in the co-culture supernatant were determined by ELISA.Results Compared with the control group,the pcDNA3.1-STUB1 group showed decreased cell proliferation ability,mitochondrial membrane potential,and protein expression levels of SLC7A11 and GPX4,along with increased STUB1 protein expression,MDA,Fe2+levels,and GPX4 ubiquitination in HCT116 cells.Compared with the pcDNA3.1-STUB1 group,the pcDNA3.1-STUB1+pcDNA3.1-GPX4 group exhibited increased cell proliferation ability,mitochondrial membrane potential,and expression levels of SLC7A11 and GPX4,along with decreased MDA and Fe2+levels in HCT116 cells.After co-culture of HCT116 cells with CD8+T cells,the pcDNA3.1-STUB1 group showed significantly increased killing rate of CD8+T cells against HCT116 cells,as well as elevated levels of perforin,granzyme,and interferon-γ in the co-culture supernatant compared with the control group.Compared with the pcDNA3.1-STUB1 group,the pcDNA3.1-STUB1+pcDNA3.1-GPX4 group exhibited decreased killing rate of CD8+T cells against HCT116 cells and reduced levels of perforin,granzyme,and interferon-γ in the co-culture supernatant.Conclusion Overexpression of STUB1 promotes GPX4 ubiquitination in colon cancer cells HCT116,induces ferroptosis,and enhances the killing effect of CD8+T cells on HCT116 cells.
5.Evaluation and analysis of efficacy in bisphosphonate treatment of chronic nonbacterial osteomyelitis.
Dandan LI ; Zhujun YU ; Cheng NIE ; Zixin ZOU ; Jianli WANG
West China Journal of Stomatology 2025;43(1):98-105
OBJECTIVES:
This study aimed to analyze the influence of drug factors on the efficacy of bisphosphonate for chronic nonbacterial osteomyelitis to provide a reference for clinical treatment and promote clinical rational drug use by evaluation of effectiveness and safety of bisphosphonate treatment of chronic nonbacterial osteomyelitis.
METHODS:
Literature on the treatment of chronic nonbacterial osteomyelitis by using bisphosphonate was collected and analyzed from PubMed, Medline, Embase, Cochrane, ISI Web of Knowledge, CNKI, VIP, and Wanfang databases.
RESULTS:
A total of 489 cases were collected, with an average complete response rate of clinical presentation, laboratory tests and imaging findings of 80.37%, 80.56% and 79.22%, respectively. Except for opadronate, risedronate, ibandronate, pamidronate, alendronate, neidronate and zoledronate showed good efficacy, and the average complete response rates were 100%, 100%, 81.64%, 87.50%, 69.23% and 69.23%, respectively.The study found that in the pamidronate group, the average complete response rate of 0.5-1 mg/kg (maximum single dose≤60 mg) subgroup and the frequency of administration once every 3 months subgroup were better than other subgroups.
CONCLUSIONS
Bisphosphonate could be used to treat chronic nonbacterial osteomyelitis, which of efficacy were affected by different drug types, dose and frequency of administration. The optimal dose and frequency of administration of pamidronate were 0.5-1 mg/kg (maximum single dose≤60 mg) and once every 3 months, respectively.
Osteomyelitis/drug therapy*
;
Humans
;
Diphosphonates/administration & dosage*
;
Chronic Disease
;
Bone Density Conservation Agents/administration & dosage*
;
Female
;
Pamidronate
;
Middle Aged
;
Male
6.Hydrogen peroxide and compound chlorhexidine gargle induced anaphylactic shock: a case report and literature review.
Siyu ZHONG ; Zhujun YU ; Beibei MA ; Dandan LI ; Jianli WANG
West China Journal of Stomatology 2025;43(3):436-441
Severe allergic reactions to hydrogen peroxide solution and compound chlorhexidine gargle are rare, and most medical professionals have limited understanding of such cases. This article reports a case of anaphylactic shock in a patient with a periodontal abscess following oral flushing with hydrogen peroxide and compound chlorhexidine gargle. Drawing on domestic and international literature, it provides a reference for the emergency management of serious adverse reactions caused by these agents.
Humans
;
Anaphylaxis/chemically induced*
;
Anti-Infective Agents, Local/adverse effects*
;
Chlorhexidine/adverse effects*
;
Hydrogen Peroxide/adverse effects*
;
Mouthwashes/adverse effects*
7.Value of preoperative triglyceride to high-density lipoprotein cholesterol ratio in predicting postoperative delirium following internal fixation for lower limb fracture in geriatric patients
Hongyu ZUO ; Meinyu LIU ; Jing WANG ; Jianli LI
Chinese Journal of Anesthesiology 2025;45(11):1427-1432
Objective:To evaluate the value of preoperative triglyceride to high-density lipoprotein cholesterol (TG/HDL-C) ratio in predicting postoperative delirium (POD) following internal fixation for lower limb fracture in geriatric patients.Methods:In this retrospective case-control study, the medical records of patients, aged ≥ 65 yr, with American Society of Anesthesiologists Physical Status classification Ⅱ or Ⅲ, who underwent internal fixation for lower limb fracture under general anesthesia or spinal-epidural anes-thesia at Hebei General Hospital from January 2023 to July 2024, with the postoperative length of hospital stay of at least 3 days, were collected. The baseline characteristics, preoperative length of hospital stay, parameters of the last preoperative laboratory tests, type of surgery, anesthesia method, duration of surgery and anesthesia, and intraoperative hypotension and fluid intake and output were collected, and the ratio of TG to HDL-C was calculated. Patients were stratified into POD group and non-POD group based on whether POD developed. The logistic regression was carried out to identify influencing factors for POD. The receiver operating characteristic (ROC) curve was plotted to evaluate the predictive accuracy of preoperative TG/HDL-C ratio in predicting POD.Results:A total of 234 patients were finally included, of whom 30 developed POD, with an incidence of 12.8%. The results of multivariate logistic regression indicated that the elevated preoperative TG/HDL-C ratio, increased WBC count and a history of cerebrovascular disease were independent risk factors for POD, and the increased albumin concentration was an independent protective factor for POD ( P<0.05). The area under the curve of preoperative TG/HDL-C ratio in predicting POD was 0.758, with a specificity of 0.809 and sensitivity of 0.633, and the optimal cut-off value was 3.285 ( P<0.001). Conclusions:Elevated preoperative TG/HDL-C ratio is an independent risk factor for POD and may have a certain predictive value for POD in geriatric patients undergoing internal fixation for lower limb fracture.
8.Carotid endarterectomy for carotid artery stenosis:A report of 64 cases
Qingquan BAO ; Jianli WANG ; Fang WANG ; Lin LIU ; Xuchen QI
Chinese Journal of Nervous and Mental Diseases 2025;51(4):225-231
Objective To summarize the experience in carotid endarterectomy(CEA)for the treatment of carotid artery stenosis,in order to decrease postoperative complications and enhance clinical efficacy.Methods The clinical data of 64 cases receiving surgical treatment for carotid artery stenosis from January 2022 to December 2024 were analyzed retrospectively.Clinical data including age,gender,condition of underlying diseases,degree of carotid artery stenosis,degree of coronary artery stenosis,cerebral blood flow before operation,characteristics of carotid plaques before operation,usage of antiplatelet drugs during perioperative period,usage of carotid shunt during operation,intraoperative carotid artery occlusion time,operation time,postoperative complications and follow-up results were collected.Results All 64 patients underwent CEA successfully.Among them,14 cases underwent shunt during operation,48 cases received single antiplatelet therapy during perioperative period and 16 cases received dual antiplatelet therapy.The median operation time was 161.50(138.00,186.50)min,the clamping time was(28.42±10.72)min.The incidence of postoperative complications included 1 case of incisional infection(1.56%),1 case of incisional hematoma(1.56%),1 case of internal carotid artery occlusion(1.56%),1 case of cerebral hypoperfusion(1.56%).There were no cerebral infarction,no cerebral hyperperfusion,no cardiac events and no brain nerve injury.There was no one case of postoperative complications in the patients who underwent shunt during operation.All patients were followed up for 3~38 months.Among them,there were 2 cases of stroke and there was no death during the fellow-up period.The clamping time was significantly shorter in shunting group than in non-shunting group[(18.43±6.64)min vs.(31.22±9.98)min,P<0.05)],there were no significant differences in remaining clinical data between two groups(P>0.05).The degree of carotid artery stenosis was more severe in the dual antiplatelet group than in the single antiplatelet group[on operation side(χ2=-2.377,P<0.05),on contralaternal side(χ2=-2.261,P<0.05)],there were no significant differences in remaining clinical data between two groups(P>0.05).Conclusions CEA is an effective treatment for carotid artery stenosis,shunting during CEA is safe.Meticulous perioperative management and operative procedures could help to reduce the rate of postoperative complications.
9.Antimicrobial resistance surveillance in the bacterial strains isolated from pediatric intensive care units in China:results from 2020 to 2022
Jing LIU ; Huiyuan YAN ; Gangfeng YAN ; Guoping LU ; Pan FU ; Chuanqing WANG ; Danqun JIN ; Wenjia TONG ; Chenyu ZHANG ; Jianli CHEN ; Yi LIN ; Jia LEI ; Yibing CHENG ; Qunqun ZHANG ; Kaijie GAO ; Yuanyuan CHEN ; Shufang XIAO ; Juan HE ; Li JIANG ; Huimin XU ; Yuxia LI ; Hanghai DING ; Hehe CHEN ; Yao ZHENG ; Qunying CHEN ; Ying WANG ; Hong REN ; Chenmei ZHANG ; Zhenjie CHEN ; Mingming ZHOU ; Yucai ZHANG ; Yiping ZHOU ; Zhenjiang BAI ; Saihu HUANG ; Lili HUANG ; Weiguo YANG ; Weike MA ; Qing MENG ; Pengwei ZHU ; Yong LI ; Yan XU ; Yi WANG ; Yanqiang DU ; Huijun CAI ; Bizhen ZHU ; Huixuan SHI ; Shaoxian HONG ; Yukun HUANG ; Meilian HUANG
Chinese Journal of Infection and Chemotherapy 2025;25(3):303-311
Objective This study aimed to investigate the antimicrobial resistance profiles of bacterial strains isolated from pediatric intensive care units(PICU)in China for better antimicrobial therapy.Methods Clinical isolates were collected from 17 institutions,including tertiary care children's hospitals and pediatric department of tertiary general hospitals in China from January 1,2020 to December 31,2022.Antimicrobial susceptibility testing was carried out according to a unified protocol using Kirby-Bauer method or automated systems.Results were interpreted according to the breakpoints released by the Clinical and Laboratory Standards Institute(CLSI)in 2020.Results A total of 10 688 isolates were collected,including gram-positive organisms(39.2%)and gram-negative organisms(60.8%).The top three organisms were S.aureus(13.6%,1 453/10 688),A.baumannii(10.0%,1 067/10 688),and coagulase-negative Staphylococcus(9.9%,1 058/10 688).Multi-drug resistant organisms(MDROs)were very common in children.The prevalence of methicillin-resistant Staphylococcus aureus(MRSA),carbapenem-resistant Enterobacterales(CRE),carbapenem-resistant E.coli,carbapenem-resistant K.pneumoniae(CRKP),carbapenem-resistant A.baumannii(CRAB),and carbapenem-resistant P.aeruginosa(CRPA)was 41.1%,19.4%,8.8%,30.9%,67.4%,and 28.8%,respectively.Overall,more than 50%of Enterobacteriales isolates were resistant to cephalosporins,while nearly 25%of Enterobacteriales isolates were resistant to carbapenems.MDROs were highly resistant to commonly used antibiotics.More than 80%of CRE and CRAB strains were resistant to all beta-lactam antibiotics.CRE and CRAB showed low resistance rates to tigecycline and polymyxin.CRPA showed lower resistance rates to piperacillin,beta-lactamase inhibitor combinations than the resistance rates to third and fourth generation cephalosporins.All of the Staphylococcus and Enterococcus isolates were susceptible to vancomycin and tigecycline.None of PRSP strains isolated from meningitis and nonmeningitis samples were resistant to rifampicin,vancomycin,or linezolid.The prevalence of β-lactamase-negative ampicillin-resistant(BLNAR)strains was 43.3%in Haemophilus influenzae.Conclusions MDROs were prevalent in PICU.It is necessary to establish an effective multidisciplinary team(MDT)to control the antimicrobial resistance.
10.Similarity Between Young Fruits of Citrus aurantium'Changshan-huyou'and Aurantii Fructus Immaturus Based on HPLC Fingerprint and Chemometrics
Xiaoxiao WANG ; Weinan HU ; Jian WANG ; Jianli ZHENG ; Xiaofeng SHAO ; Fei LUO
Herald of Medicine 2025;44(2):273-280
Objective To explore the similarity between young fruits of Citrus aurantium'Changshan-huyou'and Pharmacopoeia origin Aurantii Fructus Immaturus.Methods The fingerprints of young fruits of Citrus aurantium'Changshan-huyou'and the Pharmacopoeia origin Aurantii Fructus Immaturus were established by high performance liquid chromatography(HPLC).The similarity analysis was carried out by using the software of Traditional Chinese medicine chromatographic fingerprint similarity evaluation system.The whole components of young fruit of Citrus aurantium'Changshan-huyou'and the Pharmacopoeia origin Aurantii Fructus Immaturus were compared by using chemometrics,and the 14 compounds were analyzed quantitatively.Results ①The results of similarity and cluster analysis were affected by the origin and producing area,for example,the similarity between citrus sinensis(L.)Osbeck and other origin was only 0.2,the similarity of citrus aurantium L.from different producing areas ranged from 0.802 to 0.986,with relative large dispersion;②young fruit of Citrus aurantium'Changshan-huyou',some citrus aurantium L.,citrus aurantium L.cv.Daidai,stink orange and citrus aurantium L.cv.Zhulan all belong to the same category,and the similarity was above 0.9;③VIP method screened out 21 common peaks that had important effects on quality,mainly including neohesperidin,naringin,umbellitin,tangeretin,hesperidin hydrate and hesperidin.The quantitative analysis results showed that Naringin and neohesperidin were abundant in young fruits of Citrus aurantium'Changshan-huyou'and Aurantii Fructus Immaturus,followed by hesperidin and naringin,there were significant differences in the content of principal components among Aurantii Fructus Immaturus from different origins,especially in citrus sinensis(L.)Osbeck,the young fruits of Citrus aurantium'Changshan-huyou'was relatively stable.Conclusion The young fruits of Citrus aurantium'Changshan-huyou'had good similarity with most origin of Aurantii Fructus Immaturus,so it is feasible to be used as Aurantii Fructus Immaturus.

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