Limited capability of MRI radiomics to predict primary tumor histology of brain metastases in external validation.
Quirin David StrotzerThomas WagnerPia AngstwurmKatharina HenseLucca ScheuermeyerEkaterina NoevaJohannes DinkelChristian StroszczynskiClaudia FellnerMarkus J RiemenschneiderKatharina RosengarthTobias PukropIsabel WiesingerChristina WendlAndreas SchichoPublished in: Neuro-oncology advances (2024)
Radiomics models' capability to predict histologic or genomic data from imaging should be critically assessed; external validation is essential.
Keyphrases
- brain metastases
- contrast enhanced
- small cell lung cancer
- lymph node metastasis
- magnetic resonance imaging
- high resolution
- electronic health record
- magnetic resonance
- computed tomography
- big data
- squamous cell carcinoma
- copy number
- gene expression
- genome wide
- deep learning
- dna methylation
- photodynamic therapy
- fluorescence imaging
- artificial intelligence