1.Applications and Clinical Significance of Artificial Intelligence in Antimicrobial Resistance
Ruike ZHANG ; Junqi ZHANG ; Rongchen DAI ; Yating NING ; Yingchun XU ; Li ZHANG
Medical Journal of Peking Union Medical College Hospital 2025;16(5):1088-1095
Antimicrobial resistance (AMR) has emerged as a major global public health challenge, with traditional prevention and control methods exhibiting significant limitations in detection efficiency, data processing, and clinical decision-making. Leveraging its robust capabilities in data analysis and pattern recognition, artificial intelligence (AI) technology has been widely applied across multiple critical aspects of AMR containment. Current evidence demonstrates that AI technologies can significantly enhance the efficiency of resistancediagnosis, optimize personalized treatment strategies, and improve real-time monitoring of resistant pathogen transmission. Despite persistent challenges such as data heterogeneity, model interpretability, and ethical compliance in practical applications, AI holds immense promise in supporting precision infection management and addressing the growing crisis of antimicrobial resistance.This article systematically reviews the clinical applications of AI in AMR prevention and control, including resistance detection and prediction based on mass spectrometry and genomic data, the use of clinical decision support systems in anti-infective therapy, as well as the role of AI in epidemiological surveillance, pathogen tracking, early warning systems, and novel antimicrobial drug discovery aiming to provide reference for clinical practice.
2.Evaluation of chemiluminescence immunoassay kit for detection of hepatitis D virus IgG antibody
Rongchen YUAN ; Fangming CHENG ; Kuanhui XIANG ; Yongcong LI ; Tianxun HUANG ; Zhenchao TIAN ; Xiongwei LIU ; Xiaozhong WANG ; Zhuanguo WANG ; Yahong MA ; Jing ZHOU ; Erhei DAI ; Chungen QIAN ; Tong LI ; Tao SHEN ; Bangning CHENG
Chinese Journal of Laboratory Medicine 2024;47(3):234-238
Objective:This study evaluates the performance of chemiluminescence assay, which is designed to detect Hepatitis D Virus (HDV) Immunoglobulin G (IgG) antibodies.Methods:A comparative analysis was conducted among chemiluminescence anti-HDV IgG reagent, the magnetic particle-based domestic reagent A and domestic reagent B, and the Robo Gene HDV RNA kit, using 1909 HBsAg-positive plasma samples. This comparison aimed to delineate clinical specificity and detection accuracy. The anti-HDV IgG reagent precision was assessed at three different concentration levels following the Clinical Laboratory Standards Institute EP5-A2 guidelines. The specificity of the assay was validated using 200 HAV IgM positive, 545 HBsAg-positive but anti-HDV IgG-negative, 350 anti HCV positive plasma samples and 200 healthy human blood samples. Additionally, a concordance study was conducted with 545 HBsAg-positive and 37 anti-HDV IgG-positive plasma samples, comparing the anti-HDV IgG reagent against reagent A.Results:1 909 HBsAg-positive plasma samples were tested using 3 anti HDV IgG reagent and 1 HDV RNA reagent, 19 samples were identified as anti-HDV IgG-positive. The anti-HDV IgG demonstrated superior accuracy and specificity. The assay exhibited excellent precision, with intra-assay coefficient of variation (CV) values ranging from 1.57% to 4.30%, and inter-assay CV values between 1.71% and 4.67% for detecting samples at high, medium, and low concentration levels. Concordance with Reagent A showed consistent results in both positive and negative detections.Conclusion:In this study, the anti-HDV IgG reagent (chemiluminescence method) displayed outstanding specificity in detecting clinical samples and exhibited a high conformity rate with commercialized reagents, making it potentially suitable for screening anti-HDV IgG in HBsAg-positive samples.
3.Assessment and preliminary clinical application of a domestic nucleic acid detection reagent for hepatitis D virus
Yongcong LI ; Rongchen YUAN ; Kuanhui XIANG ; Guomin OU ; Tianxun HUANG ; Fangming CHENG ; Zhenchao TIAN ; Xiongwei LIU ; Xiaozhong WANG ; Feng GUO ; Yahong MA ; Jing ZHOU ; Erhei DAI ; Bangning CHENG ; Tong LI ; Tao SHEN ; Chungen QIAN
Chinese Journal of Laboratory Medicine 2024;47(3):239-244
Objective:This study aims to evaluate the quality and explore the preliminary clinical applications of a domestically developed hepatitis D virus nucleic acid quantification reagent (abbreviated as"domestic HDV RNA reagent").Methods:The sensitivity and accuracy of the reagent were evaluated in accordance with the WHO HDV RNA international standard, employing the Bio-Rad CFX Opus 96 real-time fluorescence quantitative PCR analysis system. Serial dilutions of pseudo-viruses or cell culture-derived virus were used to determine the linear range of the domestic HDV RNA reagent. Specificity was assessed using positive samples of HAV, HBV, HCV infection, and HEV national reference materials. Precision was evaluated with samples at both high and low concentrations. In a comparative analysis, 30 HDV IgG positive samples were tested using both the domestic HDV RNA reagent and the RoboGene HDV RNA kit based on the ABI 7500 FAST DX system. The Pearson correlation coefficient (r) was used to examine the correlation between the two reagents.Results:The domestic HDV RNA reagent demonstrated a high sensitivity of up to 6 IU/ml, consistent with that of the comparator reagent. The calibration curve for WHO HDV RNA standards had a slope of -3.286, with an amplification efficiency of 101.6%. The linear detection range spanned from 10 to 10 8 IU/ml for eight HDV genotypes. The domestic HDV RNA reagent exhibited exceptional specificity, without cross-reactivity observed with HAV, HBV, HCV, or HEV. Accuracy assessments at five concentration levels met the required standards, with intra-assay precision coefficient of variation ( CV) ranging from 1.20% to 4.20%, and inter-assay precision CV from 1.20% to 7.90%. The detection results for HDV IgG positive samples were highly correlated with the comparator reagent ( r=0.984, P<0.001), achieving a diagnostic accuracy of 100% compared to sequencing results. Conclusion:In this study, the domestic HDV RNA reagent possesses excellent specificity, accuracy, precision, and a broad linear range, attaining a sensitivity level on par with international reagents of the same type.
4.Diagnostic value of 3D reconstruction of CBCT and nine zone method of alveolar bone for ambush teeth of anterior maxilla
Hongxia GAO ; Peng XU ; Rongchen XU ; Lijun WANG
China Medical Equipment 2024;21(3):58-62
Objective:To explore the diagnostic value of three-dimensional(3D)reconstruction of cone beam computed tomography(CBCT)and nine zone method of alveolar bone for ambush teeth of anterior maxilla.Methods:From January 2022 to January 2023,a total of 80 patients with ambush teeth of anterior maxilla were selected from the Stomatology Department of the Third Medical Center of Chinese PLA General Hospital.All patients sought medical attention due to uneven or missing dental alignment.A total of 88 ambush teeth of anterior maxilla were treated.After alveolar bone was conducted by nine zone method,the ambush teeth were found by nine zone method combined with temporomandibular bone CBCT.The number of ambush teeth of anterior maxilla at the outer-upper,outer-middle,outer-lower,middle-upper,middle-middle,middle-lower,inner-upper,inner-middle and inner-lower at the second tooth root of dental crown,as well as the position of the ambush teeth,dental crown positioning and root curvature,were counted by using statistical method.The diagnostic accuracies of two examination methods for the position of ambush teeth,dental crown positioning and root curvature were compared.The comparison of the rates between the nine zone method of alveolar bone and the research results of CBCT was analyzed by using chi square test and other methods.Results:In the 88 ambush teeth,the dental crowns and roots of 50 teeth were at the same side of adjacent teeth,and these of 5 teeth were at between adjacent teeth,and these of 33 teeth were at the different side of adjacent teeth.The most of dental crowns and roots of ambush teeth located in two regions,which were respectively inner-middle and outer-upper regions(23.86%and 19.32%)of maxilla.The diagnostic results of 88 ambush teeth were consistent with the results of intraoperative findings,with a diagnostic accuracy of 100%.The accuracies of the nine zone classification method of alveolar bone in the positions of ambush teeth and dental crown were significantly higher than those of CBCT,and the differences were statistically significant(x2=4.020,1.340,4.460,4.570,0.900,0.930,0.030,0.040,0.200,P<0.05),respectively.Conclusion:CBCT has the advantages of clearness,intuitiveness,accuracy and convenience in the localization of ambush teeth of the anterior maxilla.The nine zone method of alveolar bone has a significance of precise localization for the treatment of complex ambush teeth in the anterior maxilla,and also has a certain guidance value of diagnosis and treatment.
5.Discussion on mechanism of modified Biminkang Granules in treatment of allergic rhinitis based on network pharmacology and experimental verification
Lanlan CHEN ; Rongchen LIU ; Anqi WANG ; Guihua WU ; Li LI
International Journal of Traditional Chinese Medicine 2024;46(3):336-344
Objective:To predict the molecular mechanism of Biminkang Granules in the treatment of allergic rhinitis using network pharmacological methods combined with animal experiments.Methods:Active component targets and allergic rhinitis targets were screened from TCMSP, OMIM, GeneCards, TTD, DrugBank and PharmGKB databases; R language software was used to map the intersection of drug and disease targets; Cytoscape software and String platform were used to construct intersection target PPI network and conduct network topology analysis; DAVID platform was used to perform GO enrichment and KEGG pathway analysis, and perform molecular docking verification on the main active components and key targets. 32 rats were divided into a blank group of 8 and a model group of 24 using a random number table method. Model rats were induced by ovalbumin to establish an allergic rhinitis model. 24 SD rats that were successfully modeled and were randomly divided into model group, Western medicine group, and Biminkang Granules group using a random number table method, with 8 rats in each group. The Western medicine group was gavaged with 1 mg/kg of loratadine solution, the Biminkang Granules group was gavaged with 4.1 g/kg of Biminkang Granules solution, and the blank group and model group rats were gavaged with the same volume of physiological saline once a day for 2 consecutive weeks. The symptoms of rhinitis in each group of rats for 30 minutes were observed and recorded, and the pathological changes of the rat nasal mucosa were observed using HE staining. ELISA method was used to detect the levels of IL-17 and IL-6 in rat serum, and Western blot method was used to determine the expressions of TNF and STAT3 proteins in rat tissues.Results:A total of 41 target proteins of BiMinKang Dranule in the treatment of allergic rhinitis were predicted, and TNF, STAT3 and other core target proteins were obtained by PPI network topology analysis. The biological process of GO involved drug response, inflammatory response, cytokine response, etc.KEGG enrichment is involved in Th17 cell differentiation, lipid and atherosclerosis, IL-17, toll-like receptor and other pathways. Molecular docking results indicated that the main active components had good binding activity to key target proteins.Animal experiments showed that BiMinKang Dranule could improve the inflammatory symptoms of allergic rhinitis rats, down-regulate the expression of IL-17 and IL-6 in blood, and inhibit the expression of TNF and STAT3 proteins.Conclusion:Biminkang Granules can treat allergic rhinitis through multiple active components, multiple target proteins and multiple pathways, and the mechanism may be related to the regulation of Th17 cell differentiation pathway related proteins.
6.Prognostic values of 18F-FDG PET/CT metabolic parameters combined with clinical pathological indicators in cutaneous malignant melanoma
Rongchen AN ; Yunhua WANG ; Xinyu LU ; Lianbo ZHOU ; Xiaowei MA ; Chuning DONG ; Xin XIANG ; Xuan YIN ; Honghui GUO ; Jiaying YUAN
Chinese Journal of Nuclear Medicine and Molecular Imaging 2024;44(7):396-400
Objective:To discuss the relationship between 18F-FDG PET/CT metabolic parameters and clinical pathological indicators and prognosis in cutaneous malignant melanoma (CMM). Methods:A total of 100 CMM patients (62 males, 38 females, age (56.5±2.5) years) who underwent 18F-FDG PET/CT scans at the Second Xiangya Hospital of Central South University from August 2013 to November 2022 were retrospectively enrolled. Clinical pathological indicators (such as primary site, TNM staging, sentinel lymph node (SLN) status) and metabolic parameters (SUV max, metabolic tumor volume (MTV), total lesion glycolysis (TLG), whole-body MTV (wb-MTV), and whole-body TLG (wb-TLG)) were collected. ROC curve analyses were used to determine the PET parameters thresholds for progression-free survival (PFS) and melanoma-specific survival (MSS). Kaplan-Meier survival analysis, univariate and multivariate Cox proportional hazards regression models were used to analyze the prognosis of patients′ PFS and MSS, and a nomogram survival prediction model was constructed. Results:Results of ROC curve analyses showed that the thresholds of SUV max of primary tumor (p-SUV max), MTV of primary tumor (p-MTV), TLG of primary tumor (p-TLG), wb-MTV and wb-TLG for predicting PFS and MSS were 7.13, 2.24 cm 3, 6.98 g, 2.57 cm 3, 8.04 g and 9.09, 2.34 cm 3, 7.44 g, 2.24 cm 3, 9.17 g, respectively. Results of univariate analysis indicated that several clinical pathological indicators and metabolic parameters were prognostic risk factors for PFS and MSS. Results of multivariate analysis indicated that metastases of SLN (hazard ratio( HR)=2.54, 95% CI: 1.09-5.90; P=0.030) and wb-TLG>8.04 g( HR=2.58, 95% CI: 1.17-5.72; P=0.019) were independent prognostic risk factors for PFS, while metastases of SLN ( HR=4.53, 95% CI: 1.54-13.35; P=0.006) and wb-TLG>9.17 g ( HR=2.48, 95% CI: 1.26-4.89; P=0.009) were independent risk prognostic factors for MSS. A nomogram survival prediction model based on PET metabolic parameter (wb-TLG) and clinical pathological indicator (SLN status) can effectively predict the prognosis of CMM patients. Conclusions:Clinical pathological parameters and PET parameters are associated with the prognosis of CMM patients. SLN status is critical for prognosis.
7.Performance of 99Tc m-PYP scintigraphy in differentiation of transthyretin-related cardiac amyloidosis and hypertrophic cardiomyopathy
Honghui GUO ; Xinlu ZHANG ; Xin XIANG ; Rongchen AN ; Zhihui FANG ; Qianchun YE ; Chuning DONG ; Xuan YIN ; Xiaowei MA ; Yunhua WANG
Chinese Journal of Nuclear Medicine and Molecular Imaging 2024;44(11):668-672
Objective:To investigate the efficacy of 99Tc m-pyrophosphate (PYP) SPECT imaging for the differential diagnosis of transthyretin-related cardiac amyloidosis (ATTR-CA) and hypertrophic cardiomyopathy (HCM). Methods:Data of patients who were definitively diagnosed with ATTR-CA (35 patients (28 males, 7 females); age 62.5(58.6, 64.3) years) or HCM (14 patients (13 males, 1 female); age 60.5(57.3, 68.7) years) by extracardiac biopsy and echocardiography in the Second Xiangya Hospital of Central South University between June 2020 and March 2023 were retrospectively analyzed. All patients underwent planar and SPECT imaging 1 h after injection of 370-720 MBq 99Tc m-PYP. Visual scoring was performed (0-1 was negative, 2-3 was positive), and heart-to-contralateral lung uptake ratio (H/CL) was calculated based on planar images. The χ2 test was used to compare the difference in visual scores between ATTR-CA and HCM groups, and the diagnostic efficacy of the visual score was calculated. The H/CL differences between ATTR and HCM groups were compared with Mann-Whitney U test, and the ROC curve was used to analyze the efficacy of H/CL for the differential diagnosis of ATTR-CA and HCM. Results:There were 34 patients with visual scores≥2 and 1 patient with visual score<2 in the ATTR-CA group, 6 patients with visual scores =2 and 8 patients with visual scores <2 in HCM group, and there were significant differences between the 2 groups ( χ2=16.20, P<0.001). The diagnostic sensitivity of the visual score was 97.1%(34/35), and the specificity was 8/14. The H/CL in the ATTR-CA group was significantly higher than that in the HCM group (2.08(1.97, 2.20) vs 1.26 (1.17, 1.35), z=-5.09, P<0.001). The ROC curve analysis suggested that the optimal cut-off value was 1.45 (AUC: 0.980, 95% CI: 0.946-1.000; P<0.001); the sensitivity of H/CL differential diagnosis between HCM and ATTR-CA was 97.1%(34/35), and the specificity was 14/14. Conclusion:99Tc m-PYP SPECT imaging is useful in differentiation of ATTR-CA and HCM, and the optimal cut-off value of H/CL for differential diagnosis of these 2 diseases is 1.45.
8.Evaluation of the effect of serious game teaching method in the cultivation of clinical reasoning and reflection ability of pediatric practice nurses
Wen ZHOU ; Rongchen JIN ; Yan ZHANG ; Yonghui WU ; Ouying CHEN ; Fanghua QIN
Chinese Journal of Practical Nursing 2023;39(9):641-648
Objective:To develop serious games for pediatrics and to explore the effect of cultivating the clinical reasoning and reflection ability of pediatric trainee nurses.Methods:This was a non-randomized controlled trial study. The convenience sampling method was used to select 88 pediatric trainee nurses in the Second Xiangya Hospital of Central South University from April 2021 to January 2022. They were divided into the control group and the experimental group with 44 cases in each group by the method of random sampling. The control group was given clinical practice teaching in pediatrics according to the practice syllabus. Based on the teaching events of Gagne, the teaching links of serious games were designed, and teaching was carried out to the experimental group. The clinical reasoning and reflection ability, learning satisfaction and self-confidence of the two groups of pediatric trainee nurses before and after teaching were evaluated by the Self-Assessment of Clinical Reasoning and Reflection, Student Learning Satisfaction and Self-Confidence Scale, and examination scores of the two groups of pediatric trainee nurses were evaluated.Results:There was no significant difference in the clinical reasoning and reflection ability, learning satisfaction and self-confidence before teaching between the two groups( P>0.05). The total score of clinical reasoning and reflection evaluation after teaching was (101.13±6.69) points in the experimental group, which was higher than that in the control group (94.57 ± 8.86) points, the difference was statistically significant ( t=-3.92, P<0.05). The learning satisfaction and self-confidence scores after teaching were (20.82 ± 2.16), (33.20 ± 1.47) points in the experimental group, which were higher than those in the control group (19.52 ± 2.30), (31.89 ± 2.44) points, the differences were statistically significant ( t=-2.33, -3.07, both P<0.05). The scores on the theory and skill examination in the experimental group were also better than those in the control group, the differences were statistically significant ( t values were -2.59--2.14, all P<0.05). Conclusions:The serious game teaching method can effectively improve the clinical reasoning and reflection ability, practical learning satisfaction, self-confidence, and graduation performance of pediatric nursing interns, which can provide a reference for the reform of pediatric nursing practice teaching.
9.Research progress in the relationship between loss of heterozygosity events and antifungal drug resistance in Candida albicans
Rongchen DAI ; Xin FAN ; Canran JIANG ; Jie GONG ; Meng XIAO ; Conghua JI
Chinese Journal of Microbiology and Immunology 2023;43(4):309-315
Candida albicans as a pathogen of great clinical significance can widely colonize in many ecological niches of human body, especially in the immunocompromised population. Currently, antifungal drugs that can be used in clinical treatment are very limited. However, the genome of Candida albicans has a high rate of mutation, which can help it quickly develop resistance to antifungal drugs. Therefore, drug resistance in Candida albicans remains a great threat to clinical practice. This article focused on the frequent loss of heterozygosity (LOH) events in Candida albicans, summarized the association between LOH and other genomic variants and discussed the relationship of the frequency of de novo mutations, heterozygous status of key drug resistance genes and reproductive pattern with antifungal drug resistance.
10.Effect of 18F-FDG combined with 18F-PSMA-1007 PET/CT on TNM staging and clinical treatment decision of prostate cancer
Rongchen AN ; Yunhua WANG ; Jiaying YUAN ; Xiaowei MA ; Chuning DONG ; Xinyu LU ; Honghui GUO ; Xuan YIN
Chinese Journal of Nuclear Medicine and Molecular Imaging 2023;43(11):665-671
Objective:To investigate the effect of 18F-FDG combined with 18F-prostate specific membrane antigen (PSMA)-1007 PET/CT on TNM staging and clinical treatment decision of patients with prostate cancer. Methods:Clinical data and PET/CT images of 31 patients (age (69.9±9.2) years) with prostate cancer who underwent PET/CT imaging with 18F-FDG and 18F-PSMA-1007 (dual-tracer imaging) in the Second Xiangya Hospital of Central South University from June 2020 to March 2022 were retrospectively analyzed. Paired χ2 test was used to compare the diagnostic efficacy of 18F-FDG, 18F-PSMA-1007 and combined imaging for diagnosing primary prostate cancer, regional lymph node metastases and distant metastases, and to analyze the influence of combined imaging on clinical treatment decision. Results:There were 282 metastatic sites in 31 patients, including 46 regional lymph node metastases in 13 patients and 236 distant metastases in 15 patients. The detection rates of 18F-PSMA-1007 PET/CT and combined imaging for primary lesions were higher than the detection rate of 18F-FDG PET/CT (100%(31/31), 100%(31/31) vs 64.5%(20/31); χ2=13.37, P<0.001). Based on analysis of patients, the detection rates of 18F-PSMA-1007 PET/CT and combined imaging for regional lymph node metastases were higher than the detection rate of 18F-FDG PET/CT (12/13, 12/13 vs 6/13; χ2=4.51, P=0.034), and the 3 detection rates for distant metastases were also significantly different (15/15, 15/15 vs 10/15; χ2=6.00, P=0.042). Based on analysis of lesions, the detection rates of 18F-PSMA-1007 PET/CT and combined imaging for regional lymph node metastases were higher than the detection rate of 18F-FDG PET/CT (95.7%(44/46), 97.8%(45/46) and 45.7%(21/46); χ2 values: 25.37-49.56, all P<0.001). The detection rate of combined imaging for distant metastases was higher than that of 18F-FDG or 18F-PSMA-1007 PET/CT alone (96.2%(227/236) vs 68.6%(162/236), 58.9%(139/236)); and the detection rate of 18F-FDG PET/CT was higher than that of 18F-PSMA-1007 PET/CT ( χ2 values: 4.85-94.22, all P<0.05). Clinical treatment decisions in 10 patients (32.3%, 10/31) were changed based on the results of combined imaging. Conclusion:For prostate cancer with suspected distant metastases, 18F-FDG and 18F-PSMA-1007 dual-tracer PET/CT imaging can improve staging and guide clinical treatment decisions.

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