Objective:To investigate the value of a deep learning method based on MobileNet in classification of bedside chest radiograph and improvement of the work efficiency.Methods:A total of 6, 320 bedside chest radiographs from January 2017 to December 2022 in the Second Peoples′ Hospital of Changzhou were retrospectively collected. The included cases were divided into normal group (885 images), pneumonia group (1 927 images), pleural effusion group (373 images), and pneumonia with pleural effusion group (3 135 images). Three hundred and fifty images were selected as a validation set, while the remaining images were divided into a train set (4 775 images) and a test set (1 195 images) using simple randomization, by 8∶2 ratio. Two lightweight convolutional neural network models (MobileNetV1 and MobileNetV2) were used to construct a bedside chest radiograph classification model, based on which two fine-tuning strategies were designed. Four models were generated namely MobileNetV1_False (V1_False), MobileNetV1_True (V1_True), MobileNetV2_False (V2_False) and MobileNetV2_True (V2_True). In the first stage, a binary classification model was established to divide the images into normal and lesion groups; then a four-class classification model was established in the second stage, with which the images were divided into four groups: normal, pneumonia, pleural effusion and pneumonia with pleural effusion. Metrics for model performance evaluation including accuracy (Ac), precision (Pr), recall rate (Rc), F1 score (F1) and area under the receiver operating characteristic curve (AUC) were calculated.Results:In both the first and second stages, V1_True and V2_True had higher Ac, Pr, Rc, and F1 than V1_False and V2_False in both the training set and validation set; and the V1_True model outperformed the other three models in classification. The classification Ac of the V1_True model in the validation set was higher than that of radiologists in the first stage [95.71% (335/350) vs. 90.29% (316/350)] and in the second stage [93.43% (327/350) vs. 87.14% (305/350)]. The recognition time of V1_True model′s in the validation set of 350 bedside chest radiographs was significantly less than that of the radiologists (mean: 17 s vs. 300 min).Conclusions:V1_True is an optimal MobileNet model for classifying bedside chest radiographs. The application of this model in clinical practice may help to accurately identify the information of lung lesions from bedside chest radiographs in time, and may improve the work efficiency in the radiology department.

Objective:To investigate the relationship between the changes of default network topology properties of brain function and cognitive function in patients with end-stage renal disease (ESRD).Methods:A total of 31 patients with ESRD were enrolled in the Department of Nephrology, Changzhou Second Hospital Affiliated to Nanjing Medical University from January 2019 to December 2020, and 18 healthy persons were included in the same period as the control group.The cognitive function was evaluated with the Montreal cognitive assessment (MoCA) and trail making tests, and then the subjects were examined by resting-state functional magnetic resonance imaging (rs-fMRI). After preprocessing, the brain functional network was constructed and the topology properities of the network were calculated.The SPSS 20.0 software was used for statistical analysis.Independent sample t-test, chi square test and Pearson correlation analysis were used for data statistics. Results:(1) The score of MoCA in the ESRD group(23.37±1.77) was significantly lower than that in the healthy control group(27.94±1.13)( t=9.537, P<0.001). (2) The levels of Eglobal, Elocal, Cp and Sigma in ESRD group ((0.129±0.025), (0.148±0.040), (0.188±0.046), (1.593±0.650)) were significantly lower than those in healthy control group ((0.160±0.040), (0.212±0.024), (0.276±0.049), (2.004±0.864))( t=3.591, 7.474, 7.058, 2.034, all P<0.05). The Lp value of the ESRD group (8.131±1.905) was significantly higher than that of the control group (6.777±2.150)( t=2.583, P< 0.05). The node efficiency values of bilateral dorsolateral superior frontal gyrus, left middle frontal gyrus, bilateral posterior cingulate gyrus, right hippocampus, left superior marginal gyrus, bilateral angular gyrus and bilateral cuneate anterior lobe in ESRD group ((0.133±0.071), (0.201±0.047), (0.211±0.106), (0.175±0.066), (0.276±0.113), (0.122±0.146), (0.042±0.075), (0.171±0.027), (0.154±0.078), (0.240±0.095), (0.161±0.056))were lower than those in the healthy control group((0.312±0.075), (0.289±0.091), (0.277±0.132), (0.284±0.053), (0.368±0.063), (0.231±0.227), (0.120±0.162), (0.296±0.064), (0.310±0.186), (0.318±0.066), (0.286±0.103))( t=2.107-9.436, all P<0.05). (3)Pearson correlation analysis showed that the node efficiency values of bilateral posterior cingulate gyrus and right hippocampus in ESRD group were positively correlated with the score of MoCA( r=0.36, 0.49, 0.53, all P<0.05). Conclusion:The topological structure of brain functional network is abnormal in ESRD patients, which can affect the cognitive function of patients.

Objective:To evaluate the objective imaging markers of cognitive impairment in patients with end-stage renal disease by MRI intravoxel incoherent motion.Methods:A total of 40 patients with ESRD were enrolled in the Department of Nephrology, Changzhou Second Hospital Affiliated to Nanjing Medical University from January 2019 to August 2020, and 24 healthy controls were prospectively enrolled at the same time.All subjects performed with MRI scan were collected, and the slow apparent diffusion coefficient (ADC slow) of the corresponding brain regions were obtained .The cognitive function was evaluated by the Montreal cognitive assessment scale (MoCA). Two-sample t test was used to analyze the difference of ADC slow and cognitive score between the two groups.Pearson correlation analysis was performed among the cognitive function score of end-stage renal disease and ADC slow value. Results:(1) The score of the intelligence test scale in the ESRD group (23.30±1.76) was significantly lower than that of the healthy control group (27.92±1.00) ( P<0.01). The ADC slow values of bilateral frontal lobe, hippocampus, and insula brain areas (respectively(0.648±0.035), (0.633±0.043), (0.762±0.043), (0.756±0.042), (0.792±0.048), (0.776±0.054))in the ESRD group were significantly higher than those in the healthy control group ((0.600±0.039), 0.610±0.037, (0.725±0.059), (0.711±0.054), (0.740±0.063), (0.716±0.051)) ( P<0.01). (2) Pearson correlation analysis showed that the ADC slow values of bilateral insula and right hippocampus in the ESRD group were negatively correlated with MoCA scales ( r=-0.38, -0.38, -0.66, all P<0.05). Conclusion:ADC slow value in IVIM can better reflect the changes of cognitive function impairment in ESRD patients.

Three dimensional (3D) imaging and 3D printing have been applied in pancreatic malignancy management.The 3D imaging can not only be applied in pre-procedural evaluation and planning,but also it can be used for residents and fellows for training and education,and families of patients advsing.A model of pancreatic and its surrounding structures can be gotten by the 3D printing technique based on 3D imaging,which can not only recognize the anatomical structure,but also can make the guidance for the procedure.3D imaging and 3D printing technique have an important role in the management of pancreatic malignancy.In this review,we summarized the application of 3D) imaging and 3D printing in malignant neoplasm of pancreas.

Objective To investigate the altered spontaneous cerebral activity in patients with type 2 diabetic retinopathy (T2DR). Methods Twenty-one patients with T2DR and sixteen healthy control subject underwent rs-fMRI scans,and the data were analyzed statistically using regional homogeneity(ReHo)method to observe the change of ReHo value.Results Compared to the control group,the T2DR group showed significantly increased ReHo value in the right occipital gyrus,occipital gyrus,inferior occipital gyrus and lingual gyrus regions (t=5.30,P＜0.05,voxel＞30,AlphaSim corrected),and significantly decreased ReHo value in the left posterior cingulate,margin lobe,right inferior parietal lobule,superior temporal gyrus and hippocampus (t=-4.01,-4.86,P＜0.05,voxel＞30, AlphaSim corrected).Conclusion The patients with T2DR showed significantly increased ReHo values in the brain visual cortex and visual pathway that were associated with the injury of brain function regions.It is of important value to evaluate brain dysfunction in patients with T2DR using ReHo method of rs-fMRI.

Objective To explore the value of low-dose multi-slice spiral computed tomography (MSCT) multi-stage scan and three-dimensional reconstruction in diagnosis of patients with gastric carcinoma.Methods A total of 40 patients with gastric carcinoma were selected.All the patients were conducted with low-dose MSCT scan,dynamic contrast scanning and three-dimensional reconstruction scan,and then were processed by multi-planar reconstruction,volume reconstruction and CT virtual endoscopy.Primary lesions in gastric cancer,peripheral infiltration and distant metastasis were observed.Results All the patients were satisfied with the low dose MSCT images,and all of them found primary gastric lesions and had satisfactory diagnosis rates of gastric peripheral infiltration,lymph node metastasis and distant metastasis.Conclusion Low-dose MSCT multi-stage scan and three-dimensional reconstruction can reduce the radiation dose and reveal the primary gastric lesions,gastric peripheral infiltration and distant metastasis.

Objective To investigate imaging manifestations of desmoids-type fibromatoses (DF).Methods The CT and MRI features of 17 cases with DF were reviewed retrospectively.Resuits All of 17 cases were solitary lesions,of which 10 cases were abdominal wall shape,5 cases were abdominal wall type and 2 cases were intra-abdominal (mesentery) type.In all the cases,10 times CT and 10 MRI examinations were performed,of which 3 cases underwent CT and MRI examination.In 10 cases with CTexamination,9 cases of plain scan was density,uniform density,1 cases of abdominal DF scan showed slightly higher local density.Enhanced CT scanning was performed in 5 cases,including 4 cases of mild enhancement,and the other 1 case of intra-abdominal DF showed annular enhancement.2 cases of delayed scan showed progressive enhancement.MRI examination was performed in 10 cases,T1WI were equal signals,9 cases of T2WI and SPIR sequences were high signals,and internal signals were not uniform.One case of internal DF showed patchy,short T2 low signal,and SPIR was low signal.6 cases of DF underwent enhanced scan,the lesions showed moderate and markedly inhomogeneous enhancement,with punctate,funicular and patchy enhancement in the interior zone.Conclusion The CT and MRI features of DF have some characteristics,and MRI can reflect the histological features of lesions.

Objective To explore the value of low-dose multi-slice spiral computed tomography (MSCT) multi-stage scan and three-dimensional reconstruction in diagnosis of patients with gastric carcinoma.Methods A total of 40 patients with gastric carcinoma were selected.All the patients were conducted with low-dose MSCT scan,dynamic contrast scanning and three-dimensional reconstruction scan,and then were processed by multi-planar reconstruction,volume reconstruction and CT virtual endoscopy.Primary lesions in gastric cancer,peripheral infiltration and distant metastasis were observed.Results All the patients were satisfied with the low dose MSCT images,and all of them found primary gastric lesions and had satisfactory diagnosis rates of gastric peripheral infiltration,lymph node metastasis and distant metastasis.Conclusion Low-dose MSCT multi-stage scan and three-dimensional reconstruction can reduce the radiation dose and reveal the primary gastric lesions,gastric peripheral infiltration and distant metastasis.

Objective To investigate imaging manifestations of desmoids-type fibromatoses (DF).Methods The CT and MRI features of 17 cases with DF were reviewed retrospectively.Resuits All of 17 cases were solitary lesions,of which 10 cases were abdominal wall shape,5 cases were abdominal wall type and 2 cases were intra-abdominal (mesentery) type.In all the cases,10 times CT and 10 MRI examinations were performed,of which 3 cases underwent CT and MRI examination.In 10 cases with CTexamination,9 cases of plain scan was density,uniform density,1 cases of abdominal DF scan showed slightly higher local density.Enhanced CT scanning was performed in 5 cases,including 4 cases of mild enhancement,and the other 1 case of intra-abdominal DF showed annular enhancement.2 cases of delayed scan showed progressive enhancement.MRI examination was performed in 10 cases,T1WI were equal signals,9 cases of T2WI and SPIR sequences were high signals,and internal signals were not uniform.One case of internal DF showed patchy,short T2 low signal,and SPIR was low signal.6 cases of DF underwent enhanced scan,the lesions showed moderate and markedly inhomogeneous enhancement,with punctate,funicular and patchy enhancement in the interior zone.Conclusion The CT and MRI features of DF have some characteristics,and MRI can reflect the histological features of lesions.

Objective To explore the image quality and radiation dose for coronary angiography using DSCT (dual-source computed tomography) under lower tube voltage and lower contrast agent concentration ('double low').Methods A total of 160 patients with suspected coronary artery disease underwent dual-source CCTA.80 patients (BMI ＜ 25 kg/m2) were randomly assigned to group A (270 mg I/ml-80 kV) and B (350 mg I/ml-120 kV).The other 80 patients (25 ≤ BMI ＜30 kg/m2) were randomly assigned to group C (270 mg I/ml-100 kV) and D (350 mg I/ml-120 kV),sonogram affirmed iterative reconstruction technology and 270 mg I/ml contrast agent were applied to group A and C ; FBP technology and 350 mg I/ml contrast agent were applied to group B and D.Adaptive cardio-sequence prospective ECG-gated technology was applied in all patients,while the acquisition phase was 65％-75％ RR interval (when heart rate ＜ 75 beats / min) or 40％-50％ RR interval at when heart rate ≥ 75 beats/min.Volume CT dose index (CTDIvol),dose length product (DLP),effective dose (E),size specific dose estimates (SSDE),image noise,CT value,signal-to-noise ratio (SNR),and contrast-to-noise ratio(CNR) were all evaluated for each patient.Results There was not statistical difference in scan length among groups A and B,C and D.There was statistical difference in tube current between group A and B (t =8.932,P ＜0.05).There was not statistical difference in tube current between group C and D (tCD =-1.212,P ＞ 0.05).There was statistical difference in CTDIvol,DLP,E and SSDE between group A and B,C and D (tCTDIvol =-16.141,-11.440 ; tDLP =-17.454,-10.521 ; t =-17.444,-10.523 ;tSSDE =-13.032,-9.119,P ＜0.05).Compared to group B,the SSDE in group A decreased by 64.4％.Compared to group D,the SSDE in group C decreased by 39.3％.There was no statistical difference in image noise between group A and B,C and D (P ＞ 0.05).There was statistical difference in CT value,SNR and CNR between group A and B (t =0.436,4.623,3.272,P ＜ 0.05).There was no statistical difference in CT value and CNR between group C and D,while there was statistical difference in SNR between group C and D (t =2.981,P ＜0.05).There was no statistical difference in image quality scores between group A and B,C and D (P ＞ 0.05).Conclusion Compared with conventional DSCT coronary angiography,'double low' DSCT coronary scanning solution can significantly reduce the radiation dose and contrast agent,and could provide the effective coronary images which meet the clinical diagnostic needs.