Radiomics based on multimodal MRI for the differential diagnosis of benign and malignant lung nodule/mass / 中华放射学杂志

Objective:To develop a multimodal MRI-based radiomics model for the differential diagnosis of benign and malignant lung lesions, and to compare the discriminative abilities of different models.Methods:Totally 114 patients with 115 lesions (44 benign and 71 malignant) in Nantong First Peoples′s Hospital from January 2014 to October 2019 were included in the study. All patients underwent non-enhanced MR examination, and textural features from T 1WI,T 2WI and apparent diffusion coefficient (ADC) imaging were extracted. The feature selection methods included L1 based, mutual information, tree based, recursive feature elimination and F-test. Then we constructed a prediction model by using logistic regression (LR), support vector machine (SVM), random forest (RF) and k-nearest neighbor (KNN) respectively. In order to control the number of modeling features and reduce the ininterpretability of the model, the new model was obtained by manually modifying some parameters of the hyperparameter model. One hundred and fourteen cases were rotated as training and validation sets. The performance of each model was evaluated by confounding matrix and receiver operating characteristic (ROC) curve. Results:The area under the curve (AUC) of T 2WI based LR model for the differential diagnosis of benign and malignant pulmonary nodules/masses was 0.71 and the F1 score was 0.57. Based on T 1WI images, LR and SVM model could be used to identify benign and malignant pulmonary nodules, the AUC before parameter adjustment were 0.77 and 0.78, the accuracy after parameter adjustment (LR a,SVM a) was 0.67, 0.70, and both the AUC were 0.72. However, no matter which feature or classifier was selected, both the AUC and accuracy of ADC-based model were less than 0.70. Conclusion:Multimodal MRI-based radiomics model is valuable for the differential diagnosis of benign and malignant pulmonary nodules/masses, and T 1WI-based model shows the best discrimination.

Study on Adverse Events of Infant Incubator Products / 中国医疗器械杂志

OBJECTIVE@#To investigate the risk of adverse events in the clinical use of infant incubators of three kinds of national medical devices in Zhejiang Province.@*METHODS@#Semi-quantitative matrix analysis was used to analyze the risk of adverse events related to incubator products in Zhejiang province from August 2018 to August 2019.@*RESULTS@#Through the risk analysis of 213 cases of adverse events of infant incubator product, the risk point and degree of the product in practical clinical application were evaluated.@*CONCLUSIONS@#Through the evaluation results of the production enterprises, medical institutions put forward relevant recommendations to reduce the risk of product use to prevent the recurrence of serious adverse events in the use of the product and spread.

Study of Adverse Events of Endotracheal Intubation / 中国医疗器械杂志

OBJECTIVE@#In order to further decrease and reduce the serious adverse events of silicone rubber endotracheal intubation in clinical use, especially in anesthesia and intensive care.@*METHODS@#Through the first stage analysis on the registration and certification of endotracheal intubation products in China, adverse events of products in recent five years in Zhejiang province, domestic and foreign literature of adverse events of products, retrieval of product citation standards, content integrity of product instructions, and expert seminar on serious adverse events, combined with the air leakage of endotracheal intubation products in recent two years, product material and clinical application with normative aspects.@*RESULTS@#Silicone rubber endotracheal intubation products in clinical intensive care have certain clinical safety risks, especially for long-term use of critically ill patients.@*CONCLUSIONS@#According to the four cases of serious adverse events of silicone rubber endotracheal intubation in the clinical intensive care unit, we put forward some suggestions for the manufacturers, clinical users and regulatory agencies to further decrease and reduce the serious adverse events of silicone rubber endotracheal intubation.

The value of diffusion-weighted imaging based on monoexponential and biexponential model in predicting the response of chemotherapy in non-small cell lung cancer patients / 中华放射学杂志

Objective To investigate the ADC value and intravoxel incoherent motion (IVIM) parameters to predict the early response to chemotherapy in patients with locally advanced non-small cell lung cancer (NSCLC). Methods Twenty-six patients with pathologically confirmed NSCLC in our hospital from June 2015 to January 2017 were prospectively studied. MR routine scan, DWI and IVIM scans were performed before and at the end of the first cycle of chemotherapy. The ADC value, pure diffusion parameter (D), perfusion parameter (D*) and perfusion fraction (f) before and after chemotherapy were recorded respectively, and the maximum diameter of tumor (MDMRI) was measured on T2WI. The effective group and the ineffective group were divided according to RECIST 1.1. Intra- and interobserver reproducibility were assessed with intraclass correlation coefficient (ICC). The differences of the parameters and their change rate were compared pre-and posttreatment, in the effective and the ineffective groups by using t test. Receiver operating characteristic (ROC) curves were generated to explore the optimal parameters and thresholds for early prediction of the efficacy of chemotherapy. Z test was used to compare the differences in the areas under the ROC curves. Results The repeatability of D*was relatively poor (ICC 0.507-0.716). The ADC and D values of the effective group before chemotherapy were (1.28±0.21)×10-3 and (1.05±0.14)×10-3mm2/s, respectively, and those of the ineffective group were (1.55 ± 0.25) × 10-3 and (1.29 ± 0.18) × 10-3mm2/s, respectively. The differences between two groups were statistically significant (t=-2.989, -3.755, respectively, P all<0.05). While there was no significant difference in f between the effective and ineffective groups before chemotherapy (t=-1.034, P=0.312). The ADC, D and f values of the effective group before chemotherapy were lower than those after chemotherapy, and the differences were statistically significant (t=-3.969,-5.617 and-2.876, respectively, P all<0.05). While there was no significant difference in ADC and D values in ineffective group (t=-0.737, -0.866, P>0.05, respectively). The difference of f was statistically significant (t=-2.731, P<0.05).ΔADC％,ΔD％andΔMDMRI％in effective group were (23.90 ± 22.28)％, (32.58 ± 20.63)％ and (18.77 ± 10.36)％, respectively, and those in ineffective group were (1.19 ± 11.35)％, (6.22 ± 21.63)％ and (9.35 ± 8.26)％, respectively. The differences between two groups were statistically significant (t=3.393, 3.154 and 2.487, respectively, P all<0.05). There was no significant difference inΔf％between two groups (t=1.346, P=0.191). ROC curve analysis showed that the area under curve (AUC) of preADC, preD, ΔADC％, ΔD％ and ΔMDMRI％ was 0.788, 0.848, 0.800, 0.830 and 0.727, respectively. When setting the preD=1.20×10-3 mm2/s as the boundary under the largest AUC, however, there was no significant differences in AUC compared with preADC, ΔADC％, ΔD％ and ΔMDMRI％ (Z=1.336, 0.363, 0.136, 1.395, P>0.05). Conclusion The ADC value, D value before chemotherapy and the early change rate after chemotherapy can better predict the early response of chemotherapy in NSCLC patients.

Short-term reproducibility and impact factors of intravoxel incoherent motion parameters for lung cancer / 中国医学影像技术

Objective To prospectively evaluate the short-term test-retest reproducibility of intravoxel incoherent motion (IVIM) parameters for lung cancer,and to investigate its impact factors.Methods Thirty-eight lung cancer patients underwent twice free breathing IVIM scanning (0.5-1.0 h interval).Two radiologists independently analyzed IVIM images to obtain true diffusion coefficient (D),pseudo-diffusion coefficient (D*) and perfusion fraction (f).All the parameters were compared between repeated measurements and scans.Intra-and inter-observer,test-retest reproducibility was assessed with interclass correlation coefficients (ICCs).The impact of lung cancer type (peripheral and central),size (the largest diameter ≥2 cm and ＜2 cm) and location (upper,mid,and lower lung field) on short-term reproducibility were compared by using coefficient of variations (WCVs).Results There was no significant difference between repeated measurements for all parameters (all P＞ 0.05).All the parameters showed good intra-and inter-observer agreement.WCVsof D* and f (19.88％-36.83％) were higher than those of D (2.97％-4.62％).WCVs of D were higher for central lung cancer and the largest diameter ＜2 cm,and increasing from apical to lower zone.WCV of f was larger in the central lung cancer and the largest diameter ≥2 cm,while D* was greatly influenced by type,size and location of lung cancer.Conclusion The test retest reproducibility of D is good,while of D* and f are poor in lung cancer.The type,size and location of lung cancers are the impact factors of IVIM parameters.

The value of collateral circulation classification with 4-dimensional MR angiography in predicting the short-term outcome in patients with acute ischemic stroke / 中华放射学杂志

Objective@#To assess the collateral grade based on 4-dimensional magnetic resonance angiography (4D-MRA) in predicting short-term outcome in patients with acute ischemic stroke (AIS) .@*Methods@#Forty-seven patients with unilateral MCA stroke were enrolled in this study. All patients underwent multi-modality MRI within 4.5 to 24.0 hours onset of stroke. The collateral grade was assessed through the dynamic MRI angiograms derived from perfusion raw data. The AIS patients were divided into favorable and unfavorable outcome group according to the improvement of national institutes of health stroke scale (NIHSS) score. The differences in baseline data, infarct volume, the ratio of volume of ischemic tissue on perfusion to infarct core on diffusion (rVPD) and collateral grade between the two groups were analyzed. Logistic regression analysis was used to identify variable influencing the short-term clinical outcomes. The Kappa coefficient was used to analyze the consistency of the collateral grade assessed between the two observers. Spearman rank-order correlation test was used to analyze the relationship between the collateral grade, infarct volume, hypoperfusion volume and rVPD.@*Results@#The collateral grade used ASITN/SIR based on 4D-MRA was performed in 47 patients. Grade 1 in 4 patients, grade 2 in 21paitients, grade 3 in 16 patients and grade 4 in 6 patients, respectively. The collateral grade had a high consistency among the observers (Kappa=0.806, P<0.01). Of the patients who enrolled the study, the median of infarct volume was 29.63 (4.92, 69.17) ml, the hypoperfusion volume was 73.76 (29.75, 178.42) ml, and the rVPD was 3.1 (1.5, 5.8). It was negatively correlated with initial infarct volume (r=-0.627, P<0.01) and hypoperfusion volume (r=-0.354, P<0.01) . There was a significant positive correlation between the collateral grade and rVPD (r=0.575, P<0.001). There was also significant differences in infarct volume, rVPD, and collateral grade between favorable and unfavorable outcome group (P<0.05). The collateral grade based on 4D-MRA was an independent predictor of favorable clinical outcome (OR=4.419, P<0.05) .@*Conclusions@#The collateral circulation classification based on 4D-MRA proved to be a significant predictor of clinical outcome, it can be considered as a reliable method for analyzing the cerebral hemodynamic changes and collateral grade in AIS patients.

A comparative study of fluoroscopic triggering method and empirical delay method for Gd-EOB-DTPA dynamic enhanced MRI in the liver / 实用放射学杂志

Objective To compare the effect of fluoroscopic triggering method and empirical delay method on image quality in the liver Gd-EOB-DTPA dynamic enhanced MRI,and to investigate the value of fluoroscopic triggering method in Gd-EOB-DTPA dynamic enhanced MRI.Methods The patients underwent Gd-EOB-DTPA dynamic enhanced MRI were randomly divided into two groups according to the starting modes in the artery phase.Group A used fluoroscopic triggering method and group B used empirical delay method.Eliminating the images with severe respiratory motion artifacts,the quality of the remaining images in 78 cases of group A and 85 cases of group B were assessed in scores (excellent=5 scores;good=4 scores).Data was statistically analyzed with Mann-whitney tests,and P<0.05 was considered statistically significant.Results The excellent rate of the images in group A was 96.15% (75/78).The excellent rate of the images in group B was 67.06% (57/85).There were significant differences between the two groups in the excellent rate (χ2=27.889, P<0.001)and the image quality scores (Z=-4.747,P<0.001).Conclusion For the liver Gd-EOB-DTPA dynamic enhanced MRI, fluoroscopic triggering method is more likely to get better image quality and higher success rate in artery phase than empirical delay method,which indicates that fluoroscopic triggering method have obviously advantages in clinical applications.

Influence of Region of Interest Selection on CT Perfusion Parameters for Peripheral Lung Cancer / 中国医学影像学杂志

Purpose To investigate the influence of the region of interest (ROI) selection on the repeatability of 64 slice spiral CT perfusion parameters for the peripheral lung cancer.Materials and Methods The 64 slice spiral CT perfusion images of thirty-seven patients with peripheral lung cancer were retrospectively analyzed.The perfusion parameters including blood flow (BF),blood volume (BV),Patlak blood volume (PBV),permeability surface area product (PS),and mean transit time (MTT) were obtained by using three ROI selection methods including maximum area of ROI (ROIm),round of ROI (ROIr),and volume of ROI (ROLv),and these parameters were measured by two observers repeatedly.The repeatability and reliability of the values of these perfusion parameters by using different ROI methods or measured by different observer were determined.Results The perfusion parameters derived from three ROIs all had a excellent intraobserver and interobserver agreement (ICC＞0.75).Besides,the values of the perfusion parameters by using different ROI methods had no significant difference (P＞0.05),but the data obtained by ROIm and ROIv were more stable than that obtained by ROIr.Conclusion The repeatability of the perfusion parameters obtained from above three ROIs is excellent,but ROIm and ROIv may be more suitable than ROIr to assess vascular perfusion of peripheral lung cancer.

Analysis of Adverse Events of Disposable Umbilical Cord Clamp / 中国医疗器械杂志

To investigate and analysis the multiple medical adverse events about disposable umbilical cord clamp during clinical using in Zhejiang province, and put forward some opinions some suggestions to improve the processing technology, to strengthen the professional training of medical staff in medical institutions of umbilical cord clamp using, and to take precautions against more adverse events.