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.Effect of foot progression angle on lower extremity kinetics of knee osteoarthritis patients of different ages:a systematic review and meta-analysis
Zeyi ZHANG ; Yimin YANG ; Wenyan LI ; Meizhen ZHANG
Chinese Journal of Tissue Engineering Research 2024;28(6):968-975
OBJECTIVE:Knee adduction moment and knee adduction angular impulse enlargement is the main biomechanical risk factor of knee osteoarthritis.According to the survey,a change in the foot progression angle could effectively change the motion mode of patients with knee osteoarthritis.However,the impact of toe-in and toe-out on knee adduction moment and knee adduction angular impulse in young and elderly patients did not reach a consensus.Therefore,this study comprehensively discussed the effect of foot progression angle on knee adduction moment and knee adduction angular impulse in different populations through meta-analysis and provided a reference for the treatment of knee osteoarthritis. METHODS:By June 2022,searches were conducted on Web of Science,EBSCO,PubMed and CNKI databases using"foot progression angle,knee adduction moment,knee adduction angular impulse,gait"as Chinese and English search terms.Self-controlled randomized controlled studies analyzing the effects of toe-in and toe-out on knee adduction moment bimodality and knee adduction angular impulse were included.The cochrane bias risk assessment tool was utilized to make a quality evaluation of the literature.Stata 15.1 software was used for subgroup analysis to determine the effect of foot progression angle on knee adduction moment and knee adduction angular impulse.Meta-regression analysis was used to further determine characteristics of outcome indicators(knee adduction moment,knee adduction angular impulse)changing with foot progression angle. RESULTS:(1)A total of 15 self-control trials and 2 randomized controlled trials(455 subjects)were included in the meta-analysis.All of the included articles were of medium to high quality.(2)The meta-analysis results showed that the toe-in gait could reduce the first peak of knee adduction moment(SMD=-0.380,95%CI:-0.710 to-0.060,P=0.022)and knee adduction angular impulse(SMD=-1.470,95%CI:-2.160 to-0.770,P<0.001)in young patients.The toe-out gait reduced the second peak of knee adduction moment(SMD=-0.720,95%CI:-1.010 to-1.440,P<0.001)in young patients.In addition,toe-in gait could reduce the first peak of knee adduction moment in elder patients(SMD=-0.550,95%CI:-0.800 to-0.300,P<0.001),but increase the second peak knee adduction moment of elderly(SMD=0.280,95%CI:-0.010 to 0.560,P=0.047).The toe-out gait could decrease the second peak knee adduction moment in this population(SMD=-0.510,95%CI:-0.830 to-0.190,P=0.002).(3)Meta-regression showed that the greater the toe-out in elderly patients,the lower the second peak knee adduction moment. CONCLUSION:(1)Toe-in reduced the first peak knee adduction moment and knee adduction angular impulse in young knee osteoarthritis patients aged 18 to 34 years.Since knee adduction moment and knee adduction angular impulse were associated with medial knee loading and knee osteoarthritis incidence,toe-in gait intervention may be a suitable rehabilitation strategy for young patients.(2)Toe-in increased the second peak of knee adduction moment in older knee osteoarthritis patients over 60 years of age,which may exacerbate knee osteoarthritis in this population.However,the second peak of knee adduction moment during walking in this population decreases as the toe-out increases,contributing to a reduction in medial knee loading,suggesting that older patients may consider using toe-out gait during walking.
5.Research advances on aberrant microglial in different brain regions and their impact on the pathogenesis of schizophrenia
Fuyi QIN ; Qing LONG ; Yilin LIU ; Yunqiao ZHANG ; Xu YOU ; Zeyi GUO ; Xiang CAO ; Xinling ZHAO ; Jia WEN ; Xinrui LI ; Yuan FANG ; Yong ZENG
Chinese Journal of Psychiatry 2024;57(3):187-192
Schizophrenia is a serious mental disorder that is often associated with profound impairment in patients′ daily functioning, and its etiology and pathophysiology are still to be fully elucidated. There is a pathological correlation between inflammation, brain injuries, and the pathogenesis of schizophrenia, with microglia actively participating in these processes. This review provides a comprehensive overview of the impact of microglial cells on neurodevelopment and neuroplasticity, and microglia abnormalities mediating the onset of schizophrenia by contributing to damage in different brain regions.
6.Research advances on aberrant microglial in different brain regions and their impact on the pathogenesis of schizophrenia
Fuyi QIN ; Qing LONG ; Yilin LIU ; Yunqiao ZHANG ; Xu YOU ; Zeyi GUO ; Xiang CAO ; Xinling ZHAO ; Jia WEN ; Xinrui LI ; Yuan FANG ; Yong ZENG
Chinese Journal of Psychiatry 2024;57(3):187-192
Schizophrenia is a serious mental disorder that is often associated with profound impairment in patients′ daily functioning, and its etiology and pathophysiology are still to be fully elucidated. There is a pathological correlation between inflammation, brain injuries, and the pathogenesis of schizophrenia, with microglia actively participating in these processes. This review provides a comprehensive overview of the impact of microglial cells on neurodevelopment and neuroplasticity, and microglia abnormalities mediating the onset of schizophrenia by contributing to damage in different brain regions.
7.Effect of botulinum toxin type A on children with odorihidrosis
Zeliang HE ; Julei ZHANG ; Jin LI ; Lingling LIU ; Chengliang ZHANG ; Yuanyuan YAO ; Zhenyang SUI ; Zeyi WU ; Shulin QIU ; Xiaodong LI
Chinese Journal of Medical Aesthetics and Cosmetology 2023;29(2):130-133
Objective:To investigate the effect of botulinum toxin type A on children with odorihidrosis.Methods:From March 2017 to February 2021, 121 children with odorihidrosis, including 48 males and 73 females, aged 13 to 17 (15.9±1.2) years, were admitted to the Burn and Plastic Surgery Department of the 980 Hospital of PLA. There were 24 cases in mild group, 50 cases in moderate group and 47 cases in severe group. Botulinum toxin A was injected into 20-50 points on each side, and 1 U was injected into each point. The total amount of botulinum toxin A was 50-100 U on both sides.Results:Three groups of children were evaluated for efficacy, 24 cases of mild group was significantly effective in 23 cases, accounting for 95.8%. In the moderate group, 46 (92.0%) of 50 cases showed obvious effect. 49 cases (98.0%) were effective; In the severe group, 40 cases (85.1%) showed obvious effect and 45 cases (95.7%) were effective. Three groups of children with different efficacy had no statistical significance ( P>0.05). The significant efficiency in mild and moderate groups was higher than that in severe group, and the difference was statistically significant ( P<0.05). Conclusions:Botulinum toxin type A is effective in the treatment of children with mild and moderate bromhidrosis, and is worthy of clinical application.
8.Detection Results Evaluation of Adipose Mesenchymal Stem Cells Derived Extracellular Vesicles by Nanoparticle Tracking Analysis and Nano-flow Cytometry
ZHANG Zeyi ; WANG Jing ; LI Ping
Chinese Journal of Modern Applied Pharmacy 2023;40(18):2543-2549
OBJECTIVE To explore the detection capability of nanoparticle tracking analysis(NTA) and nano-flow cytometry(nanoFCM) in detecting standard microspheres and adipose mesenchymal stem cells(AdMSCs) derived extracellular vesicles(EVs), provide experimental basis for the identification and quality control of EVs. METHODS Firstly, the detection capabilities of NTA and nanoFCM were verified by detecting standard microspheres. For the AdMSCs-EVs produced via PEG6000-based ultracentrifugation method, the general characterizations were performed with Western blotting and transmission electron microscope. The particle size distributions as well as the post-PKH67 labeling positive EV ratios were analyzed by NTA and nanoFCM respectively. RESULTS NTA and nanoFCM had similar capacity regarding to particle concentration detection, while nanoFCM had higher accuracy and better particle size differentiation ability. The EVs size distribution results showed that, samples analyzed by NTA presented a wider distribution while nanoFCM presented a narrower distribution. For detection of PKH67-positive EVs, the positive ratios detected by NTA were significantly lower than by nanoFCM. CONCLUSION NanoFCM has higher accuracy along with some application limitations. NTA is relatively less capable at particle size distinction, but has a wider particle size detection range. Therefore, for detection of EVs, NTA can satisfy the needs of size distribution characterization, while nanoFCM with high sensitivity for fluorescence detection is more suitable for analyzing the proportion of surface markers in EVs.
9.The Effect of Ankle Brace on Biomechanics of the Lower Extremity During Landing: A Systematic Review and Meta Analysis
Zeyi ZHANG ; Wenyan LI ; Ting FAN ; Hui LIU ; Meizhen ZHANG ; Xiaogang WU ; Weiyi CHEN
Journal of Medical Biomechanics 2022;37(2):E361-E368
Objective To examine the effects of ankle brace on biomechanics of the lower extremity during landing, so as to provide a theoretic support to choose ankle brace for people with different sports levels. Methods The key words (ankle brace OR ankle braces OR ankle bracing OR ankle support) AND (landing OR land OR jump OR hopped OR hopping) AND (biomechanics OR kinematics OR kinetics OR electromyography OR neuromuscular) in Chinese and English were searched from different electronic databases (CNKI, Web of Science, EBSCO, PubMed and other databases), for a period of Jan. 2000 to Dec. 2020. Cochrane was used to evaluate the quality of eligible studies. For meta analysis, subgroup analysis was used to assess the impact of ankle braces on ankle biomechanics.Results Thirteen studies with a total of 222 participants were included for mata analysis in this study. The semi-rigid ankle brace reduced the peak of ankle inversion by 25.8% compared with the elastic ankle brace (SMD=-0.562, P<0.001). Moreover, the elastic ankle brace reduced ankle plant flexion during landing among athletes (SMD=-3.42, P=-0.021). As for collagiate students, both elastic ankle and semi-rigid ankle decreased the ankle inversion (elastic ankle brace: 35.4%, SMD=-1.000, P=-0.013; semi-rigid ankle brace: 31.11%, SMD=-0.881, P<0.001) and ankle plant flexion (elastic ankle brace:23.30%, SMD=-1.381, P<0.001;semi-rigid ankle brace: 36.33%, SMD=-1.605, P<0.001).Conclusions Both ankle braces can prevent ankle sprain for athletes (basketball, volleyball, running) who experience training more than 5 years. The elastic ankle brace can limit the inversion and plantar flexion, while the semi-rigid ankle brace can merely decrease the ankle inversion. Therefore, athletes are more suitable for the elastic ankle brace. As for collegiate students without training history, both ankle brace can decrease the ankle inversion and plantar flexion. The elastic ankle brace has greater restriction on inversion, while the semi-rigid ankle brace has more restriction on plantar flexion. Therefore, the elastic ankle brace should be utilized if collegiate students have calcaneofibular ligament injury, while the semi-rigid ankle brace is more suitable for collegiate students who have a history of anterior talofibular ligament injury.
10.Efficacy and safety of three-dimensional intraluminal post-loading radiotherapy in treatment of intermediate and advanced cervical cancer
Yifei LI ; Zeyi XIONG ; Jia LI
Cancer Research and Clinic 2022;34(10):746-749
Objective:To investigate the clinical efficacy and adverse reactions of 192Ir 3-dimensional intraluminal post-loading radiotherapy in treatment of locally middle and advanced cervical cancer. Methods:The clinical data of 100 middle and advanced cervical cancer patients in Shanxi Province Cancer Hospital from February 2018 to January 2021 were retrospectively analyzed, including 50 patients undergoing 192Ir 3-dimensional intraluminal post-loading radiotherapy (the 3D group) and 50 patients undergoing 192Ir 2-dimensional intraluminal post-loading radiotherapy (the 2D group). The therapeutic efficacy and adverse reactions of both groups were compared. Results:The objective response rate of the 3D group was higher than that of the 2D group, and the difference was statistically significant [98% (49/50) vs. 84% (42/50), χ2 = 4.40, P = 0.036]. The overall incidence of acute radioactive cystitis in the 3D group was lower than that in the 2D group, and the difference was statistically significant [60% (30/50) vs. 88% (44/50), χ2 = 10.19, P = 0.003]. The incidence of grade 1 acute radiation cystitis in the 3D group was lower than that in the 2D group, and the difference was statistically significant [26% (13/50) vs. 48% (24/50), χ2 = 5.19, P = 0.038]. The overall incidence of acute radiation enteritis in the 3D group was lower than that in the 2D group, and the difference was statistically significant [68% (34/50) vs. 92% (46/50), χ2 = 9.00, P = 0.005]; the incidence of grade 2 and 3 acute radiation enteritis in the 3D group was lower than that in the 2D group, and the differences were statistically significant [28% (14/50) vs. 50% (25/50); 4% (2/50) vs. 20% (10/50), χ2 = 5.09, P = 0.040; χ2 = 6.06, P = 0.028]. The overall incidence of chronic radiation enteritis in the 3D group was lower than that in the 2D group, and the difference was statistically significant [28% (14/50) vs. 54% (27/50), χ2 = 6.99, P = 0.014]. Conclusions:Compared with 2-dimensional intraluminal post-loading radiotherapy, 3-dimensional intraluminal post-loading radiotherapy improves the efficacy of patients with intermediate and advanced cervical cancer, reduces the occurrence of acute and chronic radiation enteritis and radiation cystitis, reduces the adverse reactions of patients.


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