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Histogram Analysis Of Apparent Diffusion Coefficient Maps For Differentiating Anterior Mediastinal Solid Tumors

Posted on:2019-07-04Degree:DoctorType:Dissertation
Country:ChinaCandidate:W ZhangFull Text:PDF
GTID:1364330545489734Subject:Medical imaging and nuclear medicine
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Part I Histogram analysis of apparent diffusion coefficient maps for assessing thymic epithelial tumors:correlation with world health organization classification and clinical stagingObjective:To investigate the value of apparent diffusion coefficients?ADC?histogram analysis for assessing World Health Organization?WHO?pathological classification and Masaoka clinical stages of thymic epithelial tumors.Materials and Methods:Thirty-seven patients with histologically confirmed thymic epithelial tumors were enrolled.ADC measurements were performed using hot-spot ROI(ADCHS-ROI)and histogram-based approach.ADC histogram parameters included mean ADC(ADCmean),median ADC(ADCmedian),10 and 90 percentile of ADC(ADC10 and ADC90),kurtosis and skewness.One-way ANOVA,independent-sample t test,and receiver operating characteristic?ROC?were used for statistical analyses.Results:There were significant differences in ADCmean,ADCmedian,ADC10,ADC90and ADCHS-ROI among low-risk thymoma?type A,AB,B1;n=14?,high-risk thymoma?type B2,B3;n=9?and thymic carcinoma?type C,n=14?groups?all Ps<0.05?,while no significant difference in skewness?p=0.181?and kurtosis?p=0.088?.ADC10 showed best differentiating ability?cut-off value,?0.689×10-3mm2/s;AUC,0.957;sensitivity,95.65%;specificity,92.86%?for discriminating low-risk thymoma from high-risk thymoma and thymic carcinoma.Advanced Masaoka stages?stage III and IV;n=24?tumors showed significant lower ADC parameters and higher kurtosis than early Masaoka stage?stage I and II;n=13?tumors?All p<0.05?,while no significant difference on skewness?p=0.063?.ADC10showed best differentiating ability?cut-off value,?0.689×10-3 mm2/s;AUC,0.913;sensitivity,91.30%;specificity,85.71%?for discriminating advanced and early Masaoka stage epithelial tumors.Conclusions:ADC histogram analysis may assist in assessing the WHO pathological classification and Masaoka clinical stages of thymic epithelial tumors.Part ? Whole-tumor histogram analysis of apparent diffusion coefficient maps for differentiating thymic carcinoma from lymphomaObjective: To assess the performance of whole-tumor histogram analysis of apparent diffusion coefficient?ADC?maps in differentiating thymic carcinoma from lymphoma,and compare with that of commonly used hot-spot region of interest?ROI?based ADC measurement.Materials and Methods: Diffusion weighed imaging?DWI?data of 15 patients with thymic carcinoma and 13 patients with lymphoma were retrospectively collected and processed with mono-exponential model.ADC measurements were performed by using histogram-based and hot-spot ROI based approach.In histogram-based approach,following parameters were generated,including mean ADC?ADCmean?,median ADC?ADCmedian?,10 and 90 percentile of ADC?ADC10 and ADC90?,kurtosis and skewness.The difference of ADCs between thymic carcinoma and lymphoma was compared using t test.Receiver operating characteristic analyses were conducted to determine and compare the differentiating performance of ADCs.Results: Lymphoma demonstrated significantly lower ADCmean,ADCmedian,ADC10,ADC90 and hot-spot ROI based mean ADC than thymic carcinoma?all p values < 0.001?,while no differences were found on kurtosis?p=0.412?and skewness?p=0.273?.ADC10 demonstrated optimal differentiating performance [cut-off value,0.403×10-3 mm2/s;area under curve?AUC?,0.977;sensitivity,92.31%;specificity,93.33%],followed by ADCmean,ADCmedian,ADC90 and hot-spot ROI based mean ADC.The AUC of the ROC curve of ADC10 was significantly higher than that of hot-spot ROI based ADC?0.977 vs 0.797,P=0.036?.Conclusion: Compared with commonly used hot-spot ROI based ADC measurement,histogram analysis of ADC maps holds the promise in improving the differentiating performance between thymic carcinoma and lymphoma.
Keywords/Search Tags:thymic epithelial tumors, World Health Organization, Masaoka clinical stages, diffusion weighted imaging, apparent diffusion coefficient, histogram analysis, Histogram analysis, Diffusion weighted imaging, Apparent diffusion coefficient, Thymic carcinoma
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