Wilms tumor versus others with radiomics

Article DOIhttps://dx.doi.org/10.1007/s00330-024-10589-8
ObjectiveTo build a classifier for the preoperative differentiation of Wilms tumor vs adrenal neuroblastoma in pediatric abdominal CT
AI ApproachSVM, RF
Data Source(s)Single institutional series (147 patients)
Model Input1218 features from contrast-enhanced abdominal CT, Age, gender, symptoms/signs, metastasis
Model OutcomeWilms tumor vs. neuroblastoma
Model MetricsCombined (radiomics + clinical) model, mean F1 0.94, AUC 0.96
Model UsabilityCode publicly available at https://github.com/ozgurkoska78/wt_nb. Dataset not publicly available.

AI = Artificial intelligence, CT = Computed tomography, AUC = Area under the receiver operator characteristic

Leave a comment