Neuro / Head & NeckAI / InformaticsResearch

Radiomics model combining ADC and ASL MRI predicts ATRX status in glioblastoma

Frontiers in oncology2w ago

Radiomics model combining ADC and ASL MRI predicted ATRX status in glioblastoma: AUC 0.711, sensitivity 0.737, specificity 0.690 in 106 patients. SHAP showed balanced modality contribution. Low PPV limits to screening.

  • SHAP analysis revealed ADC- and ASL-derived features accounted for 48.5% and 51.5% of total mean absolute SHAP importance, respectively.
  • Decision curve analysis showed net benefit at threshold probabilities of approximately 0.01 to 0.46.
  • Model is best regarded as a hypothesis-generating screening adjunct due to moderate calibration and modest positive predictive value.

Automated summary

RadPigeon summaries are original and for information only. They are not clinical advice.