Intratumoral and peritumoral radiomics features of apparent diffusion coefficient for predicting prognosis of children with medulloblastoma
Objective To observe the value of intratumoral and peritumoral radiomics features of apparent diffusion coefficient(ADC)for predicting prognosis of children with medulloblastoma(MB).Methods Data of 74 children with MB were retrospectively analyzed.The children were divided into progression group(n=29)or non-progression group(n=45)according to results of 2-year follow-up,also into training set(n=44)or validation set(n=30)at the ratio of 6∶4.The intratumoral and peritumoral radiomics features were extracted and screened based on ADC images.The intratumoral,peritumoralas well as intratumoral+peritumoral radiomics models were established,and 3 combination models were constructed combining with clinical and conventional imaging features.The predictive efficiency were compared between each 2 combination models.Results In training set,the area under the curve(AUC)of clinical-conventional imaging-peritumoral radiomics model and clinical-conventional imaging-intratumoral+peritumoral radiomics model were both larger than that of peritumoral radiomics models(both P＜0.05).In validation set,AUC of clinical-conventional imaging-intratumoral+peritumoral radiomics model was the largest,but no significant difference of AUC was found among 3 combination models(all P＞0.05).Conclusion The intratumoral and peritumoral ADC radiomics features could be used to predict prognosis of MB children.Combining with clinical and conventional imaging features might improve the efficiency of prediction.
万方数据
维普
