A Radiomic "Warning Sign" of Progression on Brain MRI in Individuals with MS.
Brendan S KellyPrateek MathurGerard McGuinnessHenry DillonEdward H LeeKristen W YeomAonghus LawlorRonan P KilleenPublished in: AJNR. American journal of neuroradiology (2024)
Our machine learning model based on radiomics features successfully differentiated prelesions from normal-appearing white matter. This outcome suggests that radiomics features from normal-appearing white matter could serve as an imaging biomarker for progression of MS on MR imaging.
Keyphrases
- white matter
- multiple sclerosis
- contrast enhanced
- machine learning
- magnetic resonance imaging
- mass spectrometry
- ms ms
- magnetic resonance
- lymph node metastasis
- computed tomography
- high resolution
- diffusion weighted imaging
- artificial intelligence
- squamous cell carcinoma
- big data
- deep learning
- blood brain barrier
- brain injury
- cerebral ischemia