With the emergence of deep learning techniques based on convolutional neural networks, artificial intelligence (AI) has driven transformative developments in the field of medical image analysis. Recently, large language models (LLMs) such as ChatGPT have also started to achieve distinction in this domain. Increasing research shows the undeniable role of AI in reshaping various aspects of medical image analysis, including processes such as image enhancement, segmentation, detection in image preprocessing, and postprocessing related to medical diagnosis and prognosis in clinical settings. However, despite the significant progress in AI research, studies investigating the recent advances in AI technology in the aforementioned aspects, the changes in research hotspot trajectories, and the performance of studies in addressing key clinical challenges in this field are limited. This article provides an overview of recent advances in AI for medical image analysis and discusses the methodological profiles, advantages, disadvantages, and future trends of AI technologies.
Artificial Intelligence ; Humans ; Image Processing, Computer-Assisted/methods* ; Neural Networks, Computer ; Deep Learning ; Diagnostic Imaging/methods*

Objective:To carry out cytogenetic and molecular genetic analysis for two infertile patients carrying rare small supernumerary marker chromosomes (sSMC).Methods:Two infertile patients who received reproductive and genetic counseling at CITIC Xiangya Reproductive and Genetic Hospital on October 31, 2018 and May 10, 2021, respectively were selected as the study subjects. The origin of sSMCs was determined by conventional G banding, fluorescence in situ hybridization (FISH) and copy number variation sequencing (CNV-seq). Microdissection combined with high-throughput whole genome sequencing (MicroSeq) was carried out to determine the fragment size and genomic information of their sSMCs. Results:For patient 1, G-banded karyotyping and FISH revealed that he has a karyotype of mos47, XY, del(16)(p10p12), + mar[65]/46, XY, del(16)(p10p12)[6]/48, XY, del(16)(p10p12), + 2mar[3].ish mar(Tel 16p-, Tel 16q-, CEP 16-, WCP 16+ ). CNV analysis has yielded a result of arr[GRCh37]16p12.1p11.2(24999364_33597595)×1[0.25]. MicroSeq revealed that his sSMC has contained the region of chromosome 16 between 24979733 and 34023115 (GRCh37). For patient 2, karyotyping and reverse FISH revealed that she has a karyotype of mos 47, XX, + mar[37]/46, XX[23].rev ish CEN5, and CNV analysis has yielded a result of seq[GRCh37]dup(5)(p12q11.2)chr5: g(45120001_56000000)dup[0.8]. MicroSeq results revealed that her sSMC has contained the region of chromosome 5 between 45132364 and 55967870(GRCh37). After genetic counseling, both couples had opted in vitro fertilization (IVF) treatment and preimplantation genetic testing (PGT). Conclusion:For individuals harboring sSMCs, it is vital to delineate the origin and structural characteristics of the sSMCs for their genetic counseling and reproductive guidance. Preimplantation genetic testing after microdissection combined with high-throughput whole genome sequencing (MicroSeq-PGT) can provide an alternative treatment for carrier couples with a high genetic risk.

Objective:To investigate the correlation between the annual professional proficiency test results and the theoretical examination score of completion assessment in standardized residency training, as well as the value of the annual professional proficiency test results in predicting whether a resident passes the theoretical examination of completion assessment.Methods:The residents who participated in the annual professional proficiency test of residency training in Affiliated Hospital 2 of Nantong University in 2019-2021 and the completion assessment of residency training in 2020-2022 were selected as subjects, and related data were collected, including sex, education background, personnel type, training specialty, the results of annual professional proficiency test, and the theoretical examination score of completion assessment. According to whether the resident passed the theoretical examination of completion assessment, they were divided into passed group and failed group. SPSS 19.0 was used to perform the chi-square test, the independent samples t-test, and the binary logistic regression analysis; the Pearson correlation coefficient was used for correlation analysis; the sensitivity analysis was represented by ROC curve. Results:Compared with the residents who passed the theoretical examination of completion assessment, the residents who did not pass the examination had a significant reduction in the proportion of the residents from our hospital and a significant increase in the proportion of the residents commissioned by foreign institutions ( χ 2=7.00, P=0.008). The passed group had a significantly higher national percentile of annual professional proficiency test score than the failed group (43.46%±26.61% vs. 23.40%±18.71%, t=6.02, P<0.001). The national percentile of annual professional proficiency test score was positively correlated with the theoretical examination score of completion assessment ( r=0.43, P<0.05). The source of residents commissioned by foreign institutions and the low percentile of annual professional proficiency test score were independent risk factors for failing the theoretical examination of completion assessment ( P=0.020 and P<0.001). The national percentile of annual professional proficiency test score had an area under the ROC curve of 0.73 (95% CI: 0.65-0.80) in predicting the outcome of theoretical examination and had a certain predictive value with a cut-off value of 15.1%. Conclusions:In addition to strengthening homogenization and professional base management for residency training, it is necessary to make full use of the results of annual professional proficiency test in standardized residency training and timely check the professional knowledge of the residents whose a national percentile of <15.1%, so as to effectively improve the pass rate of theoretical examination and the quality of training.

Objective:To analyze the effect of thoracoscopic subsegmental resection under the guidance of three dimensional(3D)computed tomography bronchography and angiography(3D-CTBA)for resection of pulmonary nodules.Methods:A total of 40 patients who underwent 3D-CTBA-guided thoracoscopic subsegmental resection in Nanjing Jiangbei Hospital of Nantong University from January 2020 to October 2021 were selected as the observation group,and other 35 patients who underwent 3D-CTBA-guided thoracoscopic pulmonary segmentectomy were selected as the control group.The intraoperative and postoperative conditions,and the incidence of postoperative complications of the two groups were observed.Results:The differences of amount of intraoperative blood loss,average margin width,postoperative drainage,retention time of drainage tube between observation group and control group were significant(t=8.644,2.862,10.03,3.277,P<0.05),respectively.The numbers of occurring postoperative chest leakage,pulmonary infection and hemoptysis in observation group and control group were respectively"3,1,1"and"2,1,2".The incidences of complications of two groups were respectively 12.5%and 14.29%,without statistical significance between the two groups(P>0.05).Conclusion:3D-CTBA-guided thoracoscopic subsegmental resection can shorten the operation time,and reduce intraoperative blood loss and the injury of tracheas and blood vessels,and improve the postoperative recovery of patients.

BACKGROUND: Hepatocellular carcinoma (HCC) is one of the most common malignant tumors in the world. The ubiquitin-specific peptidase 25 (USP25) protein has been reported to participate in the development of several cancers. However, few studies have reported its association with HCC. In this study, we aimed to investigate the function and mechanism of USP25 in the progression of HCC. METHODS: We analyzed USP25 protein expression in HCC based on The Cancer Genome Atlas (TCGA) and International Cancer Genome Consortium (ICGC) database cohorts. Then, we constructed USP25-overexpressing and USP25-knockdown HepG2, MHCC97H, and L-O2 cells. We detected the biological function of USP25 by performing a series of assays, such as Cell Counting Kit-8 (CCK-8), colony formation, transwell, and wound healing assays. Western blotting and quantitative real-time polymerase chain reaction (qRT-PCR) analyses were performed to detect the interaction between USP25 and the Wnt/β-catenin signaling pathway. The relationship between USP25 and tripartite motif-containing 21 (TRIM21) was assessed through mass spectrometry and co-immunoprecipitation (Co-IP) analysis. Finally, we constructed a mouse liver cancer model with the USP25 gene deletion to verify in vivo role of USP25. RESULTS: USP25 was highly expressed in HCC tissue and HCC cell lines. Importantly, high expression of USP25 in tissues was closely related to a poor prognosis. USP25 knockdown markedly reduced the proliferation, migration, and invasion of HepG2 and MHCC97H cells, whereas USP25 overexpression led to the opposite effects. In addition, we demonstrated that USP25 interacts with TRIM21 to regulate the expression of proteins related to epithelial-mesenchymal transition (EMT; E-cadherin, N-cadherin, and Snail) and the Wnt/β-catenin pathway (β-catenin, Adenomatous polyposis coli, Axin2 and Glycogen synthase kinase 3 beta) and those of their downstream proteins (C-myc and Cyclin D1). Finally, we verified that knocking out USP25 inhibited tumor growth and distant metastasis in vivo . CONCLUSIONS In summary, our data showed that USP25 was overexpressed in HCC. USP25 promoted the proliferation, migration, invasion, and EMT of HCC cells by interacting with TRIM21 to activate the β-catenin signaling pathway.
Animals ; Mice ; beta Catenin/genetics* ; Carcinoma, Hepatocellular/pathology* ; Cell Line, Tumor ; Cell Movement/genetics* ; Cell Proliferation/genetics* ; Epithelial-Mesenchymal Transition/genetics* ; Gene Expression Regulation, Neoplastic ; Liver Neoplasms/pathology* ; Ubiquitin Thiolesterase/metabolism* ; Wnt Signaling Pathway/genetics*

Objective:To survey the cognition of general practice residency training and the willingness of teaching among specialists.Methods:A questionnaire survey was conducted among 221 specialists from 24 departments in Nantong First People's Hospital from May 2021 to June 2021 to investigate the their cognition of general practice residency training program and the teaching willingness.Results:Total 221 questionnaires were distributed and 185 valid ones were retrieved with a response rate of 83.70%. The results showed that 49 specialists (26.49%) well knew the national general practice training policy, 70 (37.84%) knew the most, 52 (28.11%) knew basically, 11 (5.95%) knew little, and 3 (1.62%) did not know at all. Meanwhile, 44 specialists (23.78%) well knew the hospital incentive policies about general practice education, 62 (33.51%) knew the most, 57 (30.81%) knew basically, 18 (9.73%) knew little, and 4 (2.16%) did not know at all. Whether they holding the teaching certificate of general practice was significantly associated with the cognition of national general practice training policy (χ2=14.28, P=0.003) and with their knowledge of residency training program (χ2=16.79, P=0.001), but not associated with knowing the hospital-level incentive policy (χ2=8.18, P=0.075). A total of 170 (91.89%) participants were willing to be clinical teachers of general practice. The reasons for the willingness of teaching were as following: learning more from the teaching in 161 participants (94.71%), expanding sources of patients from rural areas in 102 (60.00%), facilitating promotion in 77 (45.29%), and others in 30 (17.60%). Among 62 specialists holding teaching certificate, 60 (96.77%) were willing to teach general practice residents; while among 123 specialists without teaching certificate, 110 (89.43%) were willing to teach (χ2=4.92, P=0.027). In all hospital incentive policies, promotion of professional titles was most attractive one (82, 44.32%), followed by performance appraisal (63, 34.05%), priority for in-service training (25, 13.51%), and appraisal for excellence award (15, 8.11%). Conclusions:Strengthening trainings for general practice the faculty is helpful to improve their cognition of the general practice residency training programs. And rational hospital incentive policies can enhance the willingness of specialists to teach general practice residency.

Objective:To explore and evaluate a three-dimensional (3D) digital simulated design and implementation technique in esthetic rehabilitation.Methods:Thirty patients with esthetic deficiency, who came to the Department of Prosthodontics, Peking University School and Hospital of Stomatology from December 2017 to July 2019, were recruited and randomly assigned into 2 groups. Four males and 11 females which were (36.0±10.5) years old in the experimental group, 6 males and 9 females which were (32.0±6.7) years old in the control group, were enrolled. In the experimental group, 3D digital simulated design was used to predict the post-treatment effect; and the final restorations were designed duplicating from the pre-treatment digital design confirmed by the patient and milled. In the control group, the final restorations were manufactured by the dental technician according to the design of two-dimensional (2D) digital smile design. The simulation degree of digital design and the similarity between preoperative design and postoperative rehabilitation were scored by the patients with visual analogue scales (VAS) in both groups; and the satisfaction rate to the restorations was evaluated by the patients. The quality of the restorations was accessed by a prosthodontist who did not know the grouping of patients according to the modified criteria of United States Public Health Service (USPHS).Results:Three-dimensional digital simulated design and implementation technique was successfully established. The VAS score on the simulation degree of digital design in the experimental group (8.5±0.5) was higher than that in the control group (7.2±0.7) ( P<0.01); the VAS score on the similarity between preoperative design and postoperative rehabilitation in the experimental group (9.6±0.3) was higher than that in the control group (7.0±0.9) ( P<0.01). The satisfaction rate of the patients to the restorations was significantly higher in the experimental group than in the control group ( P<0.05). There was no significant difference of the quality of the restorations between the two groups on the anatomic form, the marginal adaption and the surface quality ( P>0.05). Conclusions:Three-dimensional digital simulated design and implementation technique can help achieving 3D digital simulated design before treatment and duplication to the final restorations, and can improve the patients′ satisfaction in esthetic rehabilitation.

Sepsis is frequently associated with multi-system organ dysfunction and refractory hypotension,leading to a high mortality and poor prognosis.As an antioxidant,ascorbic acid (vitamin C) is an important auxiliary factor for many enzymes in the organism.Numerous studies have revealed that vitamin C can attenuate the inflammatory response,improve microcirculatory and hypotension in sepsis,and also can enhance the role of catecholamine in central nervous system,to prevent sepsis-induced organ failure and improve prognosis of patients.

Objective To evaluate the validity and reliability of modified absolute and relative scale for myasthenia gravis (mARS-MG),and explore its clinical application value in evaluating the severity of MG.Methods One hundred and three MG patients,admitted to our hospital from March 2016 to February 2017,were enrolled in our study.A new measurement called mARS-MG was put forward,which had modified the items about bulbus medullae of ARS-MG.In mARS-MG,chewing and swallowing were split into 2 items.The swallow function was measured by water swallow test.An experienced neurologist performed 4 scales,ARS-MG,mARS-MG,Quantitative Myasthenia Gravis scale (QMG) and Myasthenic Muscle Scale (MMS),on these patients.Spearman correlation analysis was performed to assess the correlations of ARS-MG,mARS-MG,QMG,and MMS scores.Validity of ARS-MG and mARS-MG was constructed and evaluated by structural equation modeling.Besides,Cronbach's alpha coefficient was used to evaluate the internal consistency of the scales.Results Strong correlations were noted among ARS-MG,mARS-MG and QMG,MMS scores ([r[＞0.800,P＜0.05).The items in each scale were grouped according to different muscle groups;strong correlations among ARS-MG,mARS-MG,QMG and MMS scores were found in bulbus medullae,limbs and respiratory muscle (|r|＞0.900,P＜0.05).In the extraocular muscles' part,the correlations were also well (|r|＞0.650,P＜ 0.05);however,the correlations in facial part between these scales were not well.The chewing and swallowing items were highly correlated to QMG and MMS scores (|r|＞0.900,P＜0.05).Besides,the items of ARS-MG and mARS-MG were all reasonable;these two scales had good construct validity;the reliability analysis showed that the intemal consistency of ARS-MG and mARS-MG was good (Cronbach's α＞0.8).Conclusion Both ARS-MG and mARS-MG showed good validity and reliability in evaluating the severity of MG patients;they are all suitable for further promotion and clinical application,and the modified version is better than the original one in the bulbar part.