Whole-brain traumatic controlled cortical impact to the left frontal lobe: Magnetic resonance image-based texture analysis.
Saleh T AlaneziWaleed M AlmutairiMichelle CroninOliviero GobboShane M O'MaraDeclan SheppardWilliam T O'ConnorMichael D GilchristChristoph KleefeldNiall ColganPublished in: Journal of neuropathology and experimental neurology (2024)
This research assesses the capability of texture analysis (TA) derived from high-resolution (HR) T2-weighted magnetic resonance imaging to identify primary sequelae following 1-5 hours of controlled cortical impact mild or severe traumatic brain injury (TBI) to the left frontal cortex (focal impact) and secondary (diffuse) sequelae in the right frontal cortex, bilateral corpus callosum, and hippocampus in rats. The TA technique comprised first-order (histogram-based) and second-order statistics (including gray-level co-occurrence matrix, gray-level run length matrix, and neighborhood gray-level difference matrix). Edema in the left frontal impact region developed within 1 hour and continued throughout the 5-hour assessments. The TA features from HR images confirmed the focal injury. There was no significant difference among radiomics features between the left and right corpus callosum or hippocampus from 1 to 5 hours following a mild or severe impact. The adjacent corpus callosum region and the distal hippocampus region (s), showed no diffuse injury 1-5 hours after mild or severe TBI. These results suggest that combining HR images with TA may enhance detection of early primary and secondary sequelae following TBI.
Keyphrases
- severe traumatic brain injury
- magnetic resonance
- contrast enhanced
- traumatic brain injury
- magnetic resonance imaging
- functional connectivity
- high resolution
- deep learning
- blood pressure
- squamous cell carcinoma
- spinal cord injury
- physical activity
- multiple sclerosis
- optical coherence tomography
- machine learning
- convolutional neural network
- diffusion weighted
- white matter
- drug induced