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Objective:To explore the diagnostic value of radiomics based on arterial-venous mixed images derived from dual-energy CT (DECT) data in diagnosis of cervical lymph nodes (LNs) metastasis of papillary thyroid cancer (PTC).Methods:From June 2017 to December 2018, eighty-four patients with preoperatively DECT scanning and pathologically confirmed PTC (129 non-metastatic LNs and 97 metastatic LNs) in the First Affiliated Hospital of Nanjing Medical University were included in this study. The clinical and imaging data of all patients were retrospectively analyzed. The training cohort consisted of 62 PTC cases with 156 LNs (91 non-metastatic LNs and 65 metastatic LNs). An independent validation cohort consisted of 22 PTC patients with 70 LNs (38 non-metastatic LNs and 32 metastatic LNs). Semi-automatic LNs segmentation was conducted on arterial-venous mixed images derived from DECT using Syngo.via Frontier Radiomics software. Totally 1 226 radiomics features were extracted from arterial-venous mixed images for each LN. The least absolute shrinkage and selection operator (LASSO) regression was applied for radiomics features selection and signature building. The logistic regression modeling was used to construct diagnostic models based on the CT image features of LNs (model 1), the radiomics signature (model 2) and the combination of the CT image features and radiomics signature (model 3). An intuitive nomogram was plotted for model 3. The ROC curve analyses and area under the curve (AUC) were performed to evaluate the diagnostic efficiency of the three models, with the performances compared using the Delong test.Results:Model 1 was developed with LNs shape, degree of enhancement, pattern of enhancement, calcification and extra nodal extension. Three arterial phase radiomics features were selected and used to establish radiomics signature using LASSO regression (model 2). Model 3 was developed with LNs size, shape, degree of enhancement and radiomics signature. In both the training and validation cohort, model 3 showed the best diagnostic performance (AUC=0.965, 0.933), followed by model 2 (AUC=0.947, 0.910), and both these two models significantly outperformed model 1 (AUC=0.850, 0.846) (training cohort, Z=4.066 and 3.758, P both<0.001; validation cohort, Z=2.871 and 1.998, P=0.017 and 0.042) respectively. Conclusion:The radiomics model based on arterial-venous mixed images derived from DECT data can realize effective diagnosis of LNs metastasis in patients with PTC; and the combination model of radiomics signature with CT image features can further improve the diagnostic accuracy.
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Objective Toinvestigatetheclinicalvalueofreadoutsegmentationoflongvariableecho-trainsdiffusion-weightedimaging (RESOLVE-DWI)inthediagnosisandstagingofthyroid-associatedophthalmopathy(TAO).Methods Atotalof30consecutivepatientswith TAOand30healthycontrols(HCs)whounderwentRESOLVE-DWIwereenrolledinourstudy.ADCvaluesofextraocularmuscles (superiorrectus,inferiorrectus,medialrectusandlateralrectus)were measuredandcomparedbetween TAOsand HCs,active TAOsandinactiveTAOs,orinactiveTAOsandHCs.ROCanalysiswasperformedtoevaluatethediagnosticvalueofsignificantparametersfor discriminatingactivefrominactiveTAOs.Results TheADCvaluesofallextraocularmusclesinTAOsweresignificantlyhigherthan thoseinHCs(P<0.05).Meanwhile,alltheextraocularmusclesinactiveTAOsshowedsignificantlyhigherADCvaluesthanthose ininactiveTAOs(P<0.05),exceptlateralrectus(P=0.267).WhilstnosignificantdifferenceswerefoundontheADCvaluesofall extraocularmusclesbetweeninactiveTAOsandHCs(P>0.05).ROCanalysisresultsindicatedthattheADCvalueofmedialrectus showedtheoptimalstagingefficacy(cutoffvalue,1.40×10-3 mm2/s;AUC,0.766;sensitivity,92.1%;specificity,59.1%).Conclusion RESOLVE-DWIanditsderivedADCvaluesofextraocularmusclescanassistinthediagnosisofTAO.TheADCvalueofmedial rectushastheoptimalefficacyontheevaluationofitsclinicalactivity.
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Objective To evaluate the value of quantitative analysis of dynamic contrast-enhanced MRI (DCE-MRI) and diffusion weighted imaging (DWI) for differentiating malignant from benign orbital lymphoproliferative disorder(OLPD). Methods Forty-three patients with OLPDs(20 patients with benign OLPDs and 23 patients with orbital lymphoma) confirmed by histopathology or clinical follow-up were enrolled in this retrospective study.Quantitative parameters of DCE-MRI including volume transfer constant (Ktrans), flux rate constant (Kep), and extravascular extracellular volume fraction (Ve) and mean apparent diffusion coefficient(ADC)values were obtained. χ2test and t test were used to compare the differences of qualitative and quantitative parameters between two groups. Receiver operating characteristic (ROC) curve analyses were used to evaluate the diagnostic ability of each parameter and its combination. Results Malignant group showed significantly lower mean ADC values and higher Kepvalues than benign group [ADC:(0.674±0.126)×10-3mm2/s vs(1.030±0.304)×10-3mm2/s,P<0.001;Kep:(1.299±0.566)/min vs(0.787± 0.311)/min, P= 0.001], while no significant differences was found on Ktrans(P= 0.637) and Ve(P= 0.023). ROC analyses results indicated that,a sensitivity of 95.7%,specificity of 80.0% and area under curve(AUC) of 0.896 could be obtained,when using ADC=0.809×10-3mm2/s as the cut-off value.Setting the Kepvalue of 0.863/min as the cut-off value, a sensitivity of 91.3%, specificity of 75.0% and AUC of 0.848 could be obtained. When combination of mean ADC and Kepwas used, optimal diagnostic performance could be obtained (AUC, 0.926;sensitivity, 91.3%;specificity, 90.0%). Conclusion Mean ADC values and Kepare significant variables in predicting malignant OLPDs. Combination of DWI and DCE-MRI can further improve the diagnostic capability in differentiating malignant from benign OLPDs.
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Objective@#To evaluate the clinical outcomes of posterior percutaneous endoscopic cervical discectomy (PPECD) for cervical disc herniation.@*Methods@#A total of 23 patients who underwent PPECD for cervical disc herniation at Department of Spine Surgery, Guangdong Provincial Hospital of Chinese Medicine from August 2014 to April 2016 were reviewed. The mean age of the 17 males and 6 females was 49.5 years (range from 31 to 61 years). All patients had unilateral upper limb radiating symptoms, 13 patients with right upper limb radiating pain and 10 patients with left upper limb radiation pain, 17 patients with neck pain symptoms. Responsible segment: left C4-5 1 case, right C4-5 2 cases, left C5-6 4 cases, right C5-6 8 cases, left C6-7 5 cases, right C6-7 3 example.Operating time, length of hospitalization, complications, neck and arm Visual analog scale(VAS), and Neck Disability Index(NDI) were evaluated. The excellent and good rate of surgery was evaluated by using the Odom criteria. Harrison method was used to measure cervical curvature. The Cobb angle of the surgical segment was measured on the X-ray, and the range of motion (ROM) was calculated. The changes of the cervical curvature and the surgical segment ROM were compared pre- and post-operation.@*Results@#The operation time was 94.1 min (range from 80 to 150 min). The average length of hospital stay was 4.8 days. The mean follow-up period was 23.5 months (range from 15 to 35 months). The preoperative arm VAS score was 6.95±0.88, 1-week postoperative arm VAS score was 2.09±0.67, the last follow-up arm VAS score was 1.04±0.98. The preoperative neck VAS score was 3.04±0.77, 1-week postoperative neck VAS score was 1.52±0.51 and the last follow-up neck VAS score was 0.61±0.78. The 1-week postoperative and last follow-up arm and neck VAS scores were significantly reduced compared with pre-operation (P<0.01). Compared with 1 week after surgery, the last follow-up of the arm and neck VAS score further reduced, the difference was statistically significant (P<0.01). The preoperative NDI was (58.52±4.98)%, the 1-week postoperative NDI was (33.74±4.72)%, the last follow-up NDI was (19.22±3.23)%. The 1-week postoperative and last follow-up NDI was significantly improved compared with pre-operation (P<0.01). Compared with 1 week after surgery, the last follow-up of the NDI further improved, the difference was statistically significant (P<0.01). The 1-week postoperative cervical curvature was (14.65±2.89)°, and it was improved compared with preoperative(14.23±3.06)°, the difference was statistically significant (P<0.05) . The last follow-up was cervical curvature(14.64±2.68)°, there was no significant difference compared with preoperative (P> 0.05). The preoperative surgical ROM was(5.37±1.83)°, 1-week postoperative was(5.53±1.52)°, and the last follow-up was (5.62±1.48)°, there was no significant difference pre-operative and post-operation (P> 0.05). The excellent and good rate was 91.3% (excellent in 16 cases, good in 5 cases, 2 cases). There was no nerve root injury, cerebrospinal fluid leakage, wound infection, and other complications.@*Conclusions@#PPECD is a sufficient and safe supplement for cervical disc herniation, its recent clinical efficacy was good. And it has no significant effect on cervical stability.
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Objective To evaluate the role of conventional and functional MR in the diagnosis of orbital mucosa-associated lymphoid tissue lymphoma (MALToma).Methods Twenty-two patients with pathologically confirmed orbital MALToma were enrolled in our study.The number,location,morphology,involvement of surrounding structure and imaging features were evaluated.Apparent diffusion coefficient (ADC) values derived from diffusion weighted imaging and time-intensity curve (TIC)pattern derived from dynamic contrast enhanced MRI were assessed. Results Orbital MALToma occurred unilaterally in 1 7 cases and bilaterally in 5 cases.Anterior orbit preseptal region was involved most frequently (20 cases),followed by intraconal(19 cases),extraxonal (17 cases)and lacrimal fossa (12 cases)regions.Most cases showed as homogeneously iso-intensity on both T1 and T2 weighted images.Mean ADC value of the lesions was (0.61 ± 0.08)× 10 -3 mm2/s.A washout-type TIC pattern was observed in 1 5 cases,while plateau pattern was found in 7 cases.Conclusion Conventional MRI can assist in describing the extent,while the functional MRI can quantitatively reflect the histo-pathological features of orbital MALToma.Combination of conventional and functional MRI can help the diagnosis of orbital MALToma.