Objective To explore the prediction efficiency of Ki-67 expression status in pituitary adenoma(PA)based on a joint model of siamese network and transfer learning.Methods The preoperative MR T1WI enhanced sequence images of 370 patients with PA diagnosed by surgery and pathology were retrospectively collected.According to the results of immunohistochemical,all patients were divided into high proliferation index group(Ki-67≥3,n=97)and low proliferation index group(Ki-67＜3,n=273),and all the sample data were randomly divided into training set and test set according to the ratio of 7∶3.Two single predictive models,ResNet-50 and VGGNet-16 and combined them with the siamese network and transfer learning were built.The prediction efficiency of different models were evaluated via accuracy rate,precision rate,recall rate,F1 score and receiver operating characteristic(ROC)curve as the main criteria.Results Compared with a single predictive model,the model combined with siamese network and transfer learning showed a better performance for predicting the Ki-67 of PA.Additionally,the ResNet-50 joint model exhibited the superior predictive performance.The accuracy rate was 0.872 7,the precision rate was 0.812 5,the recall rate was 0.764 7,the F1 score was 0.787 9,and the area under the curve(AUC)was 0.841 6.Conclusion The joint model based on siamese network and transfer learning exhibits a higher efficiency for predicting the Ki-67 expression status in PA,which can help the clinicians to formulate more personalized treatment for the patients.

Objective To investigate the correlation between dual-energy computed tomography angiography(CTA)parameters of carotid plaques and acute stroke events.Methods A retrospective analysis was conducted on the clinical and imaging data of patients who underwent dual-energy head and neck CTA and brain MRI scans.Utilizing the Siemens workstation(Syngo.Via VB40B),region of interest(ROI)were placed on the thickest slice of the carotid plaque in the axial plane to obtain parameters such as fat fraction(FF),virtual non-contrast(VNC)value,iodine concentration(IC),electron density(Rho),effective atomic number(Zeff),dual energy index(DEI),spectral curve,and corresponding CT values at 40 keV(40 keVHU)and 90 keV(90 keVHU).The slope of the energy spectrum curve(λ)was calculated within the 40 keV-90 keV range.Patients with acute cerebral infarction(ACI)in the ipsilateral anterior circulation territory were classified into the ACI group,while those without were classified into the non-acute cerebral infarction(NACI)(NACI group).Qualitative data were analyzed using the x2 test,and quantitative data were analyzed using the t-test.The predictive performance was assessed using the area under the curve(AUC)of the receiver operating characteristic(ROC)curve,and the differences between different ROC curves were compared using the DeLong test.Results A total of 72 patients were included,with 21 in the ACI group and 51 in the NACI group.The mean values of FF,Zeff,and 40 keVHU in the ACI group were greater than those in the NACI group.Statistically significant differences were observed between the groups for Zeff,DEI,40 keVHU,and λ(P＜0.05).40 keVHU demonstrated the highest predictive performance,and the AUC,sensitivity,and specificity was 0.789,81.0％,and 74.5％,respectively.A combined variable constructed through logistic regression analysis yielded an AUC,sensitivity,and specificity of 0.796,85.7％,and 70.6％,respectively,with no significant statistical differences compared to single factor variables.Conclusion Dual-energy CTA parameters of carotid plaques may aid in predicting intraplaque hemorrhage(IPH)and the occurrence of acute stroke events.

Objective To construct a clinical-radiological nomo-gram model for severe mycoplasma pneumoniae pneumonia coinfec-tion with other pathogens(Co-SMPP)in children.Methods The clinical and radiological data of children with severe mycoplasma pneumoniae pneumonia(SMPP)who underwent nucleic acid testing or bronchoalveolar lavage(BAL)were analyzed retrospectively.The data analysis were performed by using SPSS 27.0 software.The group comparison between simple SMPP and Co-SMPP children was conducted by using t-tests,Mann-Whitney U tests,or chi-square tests.Nomogram analysis was performed by using R software and rms packages.The predictive performance of the model was evaluated by using the receiver operating characteristic(ROC)curve.Results A total of 194 SMPP children were included in the study,including 136 cases(70.1％)with simple SMPP,58 cases(29.9％)with Co-SMPP.The fibrinogen and albumin levels were lower in Co-SMPP children[(3.53±0.85)g/L,41.00(39.03,43.68)g/L]than in simple SMPP children[(3.79±0.80)g/L,42.80(41.00,44.40)g/L],with P values of 0.047 and 0.036,respec-tively.The probability of bronchial stenosis and grid shadow were higher in Co-SMPP children than in simple SMPP children,and there were significant differences between the two groups(P＜0.001,P=0.010).The odds ratio of bronchial stenosis in predicting Co-SMPP children was 14.085.The clinical-radiological nomogram model had an area under the curve(AUC)of 0.840,with sensi-tivity and specificity of 0.756 and 0.848,respectively.Conclusion The nomogram model based on clinical-radiological features can effectively predict Co-SMPP.

Objective:To evaluate the dosimetric characteristics of intensity-modulated proton therapy (IMPT) and photon volumetric modulated arc therapy (VMAT) in radiation therapy planning for patients with bilateral breast cancer after breast-conserving surgery.Methods:On the computed tomography localization images of 18 patients with bilateral breast cancer, target volumes and organs at risk were contoured to develop both IMPT and VMAT plans for each patient. Two IMPT plans were designed based on the clinical target volume (CTV) with robust optimization (RO-IMPT) and the planning target volume (PTV) without RO (NonRO-IMPT), respectively. The RO-IMPT, NonRO-IMPT, and VMAT plans were normalized such that the prescription dose could cover 95% of the target volume. The dosimetric parameters of target volumes and organs at risk were evaluated, and the dosimetric characteristics of the two techniques were compared.Results:In terms of target volumes, the RO-IMPT group showed significantly lower D1%, Dmean, and homogeneity index (HI) and a significantly higher D99% of the CTV than those of the PTV in the VMAT group ( t=-8.96, -8.21, -8.13, 4.96, P<0.05). The NonRO-IMPT group showed significantly lower D1%, Dmean, and HI and a significantly higher conformity index of the PTV than those of the PTV in the VMAT group ( t=-7.75, -6.25, -6.11, 7.53, P<0.05). In terms of organs at risk, the two IMPT groups showed significantly lower values than the VMAT group for the V5- V30 and Dmean of the whole lungs, V5- V40 and Dmean of the heart, D1% and Dmean of the left anterior descending coronary artery, D1% of the spinal cord, Dmean of normal tissues, and Dmean of the skin ( t= -28.47 to -3.25, P<0.05). There was no significant difference in any other evaluation indices ( P>0.05). Conclusions:Both IMPT and VMAT can meet the clinical requirements of radiotherapy plans following breast-conserving surgery for bilateral breast cancer. IMPT has apparent advantages over VMAT in protecting organs at risk.

Objective·To investigate the reparative effects of photo-crosslinked gelatin methylacrylated(GelMA)hydrogel scaffolds loaded with tauroursodeoxycholic acid(TUDCA)on cartilage defects in rabbit knee joints.Methods·Photo-crosslinked GelMA hydrogel scaffolds loaded with TUDCA were prepared by the ultraviolet light irradiation method.The physicochemical properties of GelMA hydrogel scaffolds were characterized,and the cumulative release rate of TUDCA was determined.A rabbit knee cartilage defect model was established,and 18 rabbits were randomly assigned into three groups,with six rabbits in each group:the control group(no treatment was applied to the cartilage defect),the GelMA group(the cartilage defect was filled with GelMA hydrogel scaffold),and the GelMA+TUDCA group(the cartilage defect was filled with the GelMA hydrogel scaffold loaded with TUDCA).At 12 weeks postoperatively,the concentrations of two inflammatory factors in synovial fluid,tumor necrosis factor-α(TNF-α)and interleukin-1β(IL-1β),were detected by enzyme-linked immunosorbent assay(ELISA).After euthanasia,knee cartilage samples were harvested for gross observation,safranin O-fast green staining,and toluidine blue staining.The repair of the cartilage defects was evaluated according to the International Cartilage Repair Society(ICRS)and Modified O'Driscoll Score(MODS)systems.Immunohistochemical staining was performed to detect type Ⅱ collagen(COL-Ⅱ)protein in the cartilage tissue,and Western blotting was used to assess the protein levels of aggrecan(ACAN)and COL-Ⅱ.Results·GelMA hydrogel scaffolds exhibited a more compact microstructure after ultraviolet light irradiation,along with an suitable mass swelling ratio and compressive modulus.The TUDCA-loaded photo-crosslinked GelMA hydrogel scaffolds demonstrated effective and sustained TUDCA release,achieving a cumulative release rate of 90.2%±2.5%within 28 d.ELISA results showed that compared to the control and GelMA groups,the concentrations of TNF-α and IL-1β in the synovial fluid of the GelMA+TUDCA group were significantly reduced(P<0.001).In the GelMA+TUDCA group,the cartilage defects were nearly fully repaired,with a smooth surface and good integration with the surrounding tissue.The number of newly formed chondrocytes increased,displaying orderly alignment,and the neocartilage exhibited excellent formation.Both ICRS and MODS scores were significantly higher in the GelMA+TUDCA group than those in the control and GelMA groups(P<0.001).Additionally,the expression levels of ACAN and COL-Ⅱ proteins were significantly elevated in the GelMA+TUDCA group compared to the control and GelMA groups(P<0.001).Conclusion·Photo-crosslinked GelMA hydrogel scaffolds loaded with TUDCA can effectively promote the repair of cartilage defects in rabbit knee joints.

Objective:To evaluate the impact of implementing a regional hierarchical medical management model based on the medical internet of things (medical IoT) on the frequency of emergency department visits and hospitalizations, as well as related medical expenses, in patients with chronic obstructive pulmonary disease (COPD).Methods:This retrospective study included COPD patients enrolled in the regional hierarchical medical management system based on Medical IoT across 21 community health service centers in Songjiang District, Shanghai, between July 2017 and May 2018. Utilizing patient data from the year prior to enrollment as the baseline, changes in the number of emergency visits, hospitalizations, and associated medical costs during the first and second years of management were compared. Changes for patients receiving drug treatment were also analyzed.Results:A total of 973 COPD patients were enrolled. The mean age was 75.2±17.0 years, and 64.34% (626/973) were male. Compared to baseline, all COPD patients in the first year of management showed significant reductions: emergency visits decreased by 33.67%, total emergency costs by 45.60%, hospitalizations by 27.15%, and total hospitalization costs by 25.42%. In the second year, reductions were: emergency visits by 28.08%, total emergency costs by 36.10%, hospitalizations by 35.26%, and total hospitalization costs by 18.13% (all P<0.05). Among patients receiving drug therapy, reductions in the first year were: emergency visits by 39.66%, total emergency costs by 47.54%, hospitalizations by 25.19%, and total hospitalization costs by 28.40%. In the second year, reductions were: emergency visits by 46.98%, total emergency costs by 45.99%, hospitalizations by 41.98%, and total hospitalization costs by 24.94% (all P<0.05). No significant differences were observed before and after management for patients without drug treatment. Conclusion:The implementation of the regional hierarchical medical management model based on Medical IoT significantly reduced the frequency of emergency visits and hospitalizations, as well as related costs, for COPD patients.

Objective:To explore the changes of brain excitation/inhibition balance and gray matter volume (GMV) and their correlations with clinical features in benign childhood epilepsy with centrotemporal spikes (BECTS).Methods:A cross-sectional study was performed; 83 BECTS children enrolled from Department of Diagnostic Radiology, Jinling Hospital, Affiliated Hospital of Medical School, Nanjing University from January 2015 to January 2024 were selected as BECTS group. During the same period, 101 age- and gender-matched healthy children were recruited as healthy control group through advertisements in local primary schools. Data of conventional MRI and resting-state functional MRI (rs-fMRI) of the two groups were collected. Whole brain GMV was analyzed by voxel-based morphometry (VBM), and Hurst index was calculated based on time series data of blood oxygen level dependent (BOLD) signal of rs-fMRI. Correlations of GMV and Hurst index with disease duration and onset age in children with BECTS were explored by Pearson correlation analysis.Results:Compared with the healthy control group, the BECTS group had significantly increased GMV and decreased Hurst index in the bilateral Rolandic region ( P<0.05). Pearson correlation analysis showed that in the BECTS group, GMV in bilateral Rolandic region was negatively correlated with onset age ( r=-0.267, P=0.015) and positively correlated with disease course ( r=0.267, P=0.015); Hurst index in bilateral Rolandic region was positively correlated with onset age ( r=0.323, P=0.003) and negatively correlated with disease course ( r=-0.240, P=0.029); Hurst index was negatively correlated with GMV in bilateral Rolandic region ( r=-0.328, P=0.003). Conclusion:BECTS children have excitation/inhibition imbalance in epilepsy-related regions and cortical structural delay, and both of them are related to onset age and disease course.

Objective:To investigate the training mode of outstanding talents in medical imaging in the context of "new medicine".Methods:Aiming at the 138 undergraduate students of medical imaging in the class of 2019, this study proposed a new model of "1+Medicine+X" based on "emphasis on ideology and politics", "strengthening practice", and "interdisciplinary training", which targeted the problems in the traditional teaching process, and the methods such as self-made course satisfaction questionnaires and achievements data collection were used to evaluate the effectiveness of teaching reform.Results:Through five years of reform practice, landmark accomplishments had been achieved in the construction of majors and courses (national and provincial first-class undergraduate majors), with significant improvements in the comprehensive ability and teaching satisfaction of students (process evaluation increased to 50.00%, teaching satisfaction increased to 96.20%), and the teaching reform had been widely recognized by the society.Conclusions:The "1+Medicine+X" model can effectively improve the training quality of medical imaging talents and thus provides a new paradigm for the disciplinary development of imaging and the cultivation of outstanding talents in the context of new medicine.

Objective·To investigate the reparative effects of photo-crosslinked gelatin methylacrylated(GelMA)hydrogel scaffolds loaded with tauroursodeoxycholic acid(TUDCA)on cartilage defects in rabbit knee joints.Methods·Photo-crosslinked GelMA hydrogel scaffolds loaded with TUDCA were prepared by the ultraviolet light irradiation method.The physicochemical properties of GelMA hydrogel scaffolds were characterized,and the cumulative release rate of TUDCA was determined.A rabbit knee cartilage defect model was established,and 18 rabbits were randomly assigned into three groups,with six rabbits in each group:the control group(no treatment was applied to the cartilage defect),the GelMA group(the cartilage defect was filled with GelMA hydrogel scaffold),and the GelMA+TUDCA group(the cartilage defect was filled with the GelMA hydrogel scaffold loaded with TUDCA).At 12 weeks postoperatively,the concentrations of two inflammatory factors in synovial fluid,tumor necrosis factor-α(TNF-α)and interleukin-1β(IL-1β),were detected by enzyme-linked immunosorbent assay(ELISA).After euthanasia,knee cartilage samples were harvested for gross observation,safranin O-fast green staining,and toluidine blue staining.The repair of the cartilage defects was evaluated according to the International Cartilage Repair Society(ICRS)and Modified O'Driscoll Score(MODS)systems.Immunohistochemical staining was performed to detect type Ⅱ collagen(COL-Ⅱ)protein in the cartilage tissue,and Western blotting was used to assess the protein levels of aggrecan(ACAN)and COL-Ⅱ.Results·GelMA hydrogel scaffolds exhibited a more compact microstructure after ultraviolet light irradiation,along with an suitable mass swelling ratio and compressive modulus.The TUDCA-loaded photo-crosslinked GelMA hydrogel scaffolds demonstrated effective and sustained TUDCA release,achieving a cumulative release rate of 90.2%±2.5%within 28 d.ELISA results showed that compared to the control and GelMA groups,the concentrations of TNF-α and IL-1β in the synovial fluid of the GelMA+TUDCA group were significantly reduced(P<0.001).In the GelMA+TUDCA group,the cartilage defects were nearly fully repaired,with a smooth surface and good integration with the surrounding tissue.The number of newly formed chondrocytes increased,displaying orderly alignment,and the neocartilage exhibited excellent formation.Both ICRS and MODS scores were significantly higher in the GelMA+TUDCA group than those in the control and GelMA groups(P<0.001).Additionally,the expression levels of ACAN and COL-Ⅱ proteins were significantly elevated in the GelMA+TUDCA group compared to the control and GelMA groups(P<0.001).Conclusion·Photo-crosslinked GelMA hydrogel scaffolds loaded with TUDCA can effectively promote the repair of cartilage defects in rabbit knee joints.

Objective:To evaluate the dosimetric characteristics of intensity-modulated proton therapy (IMPT) and photon volumetric modulated arc therapy (VMAT) in radiation therapy planning for patients with bilateral breast cancer after breast-conserving surgery.Methods:On the computed tomography localization images of 18 patients with bilateral breast cancer, target volumes and organs at risk were contoured to develop both IMPT and VMAT plans for each patient. Two IMPT plans were designed based on the clinical target volume (CTV) with robust optimization (RO-IMPT) and the planning target volume (PTV) without RO (NonRO-IMPT), respectively. The RO-IMPT, NonRO-IMPT, and VMAT plans were normalized such that the prescription dose could cover 95% of the target volume. The dosimetric parameters of target volumes and organs at risk were evaluated, and the dosimetric characteristics of the two techniques were compared.Results:In terms of target volumes, the RO-IMPT group showed significantly lower D1%, Dmean, and homogeneity index (HI) and a significantly higher D99% of the CTV than those of the PTV in the VMAT group ( t=-8.96, -8.21, -8.13, 4.96, P<0.05). The NonRO-IMPT group showed significantly lower D1%, Dmean, and HI and a significantly higher conformity index of the PTV than those of the PTV in the VMAT group ( t=-7.75, -6.25, -6.11, 7.53, P<0.05). In terms of organs at risk, the two IMPT groups showed significantly lower values than the VMAT group for the V5- V30 and Dmean of the whole lungs, V5- V40 and Dmean of the heart, D1% and Dmean of the left anterior descending coronary artery, D1% of the spinal cord, Dmean of normal tissues, and Dmean of the skin ( t= -28.47 to -3.25, P<0.05). There was no significant difference in any other evaluation indices ( P>0.05). Conclusions:Both IMPT and VMAT can meet the clinical requirements of radiotherapy plans following breast-conserving surgery for bilateral breast cancer. IMPT has apparent advantages over VMAT in protecting organs at risk.