Whole-brain traumatic controlled cortical impact to the left frontal lobe: Magnetic resonance image-based texture analysis

Author:

Alanezi Saleh T12ORCID,Almutairi Waleed M34,Cronin Michelle5,Gobbo Oliviero6,O’Mara Shane M7ORCID,Sheppard Declan8,O’Connor William T9,Gilchrist Michael D10,Kleefeld Christoph2,Colgan Niall211ORCID

Affiliation:

1. Physics Department, Faculty of Science, Northern Border University , ArAr, Saudi Arabia

2. School of Natural Sciences, College of Science and Engineering, University of Galway , Galway, Ireland

3. Medical Imaging Department, King Abdullah bin Abdulaziz University Hospital , Riyadh, Saudi Arabia

4. Department of Physics, College of Science, Princess Nourah Bint Abdulrahman University , Riyadh, Saudi Arabia

5. Conway Institute, University College Dublin , Belfield, Dublin, Ireland

6. School of Pharmacy and Pharmaceutical Sciences & Institute of Neuroscience, Trinity College , Dublin, Ireland

7. Institute of Neuroscience, Trinity College , Dublin, Ireland

8. Department of Radiology, University Hospital Galway , Galway, Ireland

9. University of Limerick School of Medicine , Castletroy, Limerick, Ireland

10. School of Mechanical & Materials Engineering, University College Dublin , Belfield, Dublin, Ireland

11. Department of Engineering, Technological University of the Shannon , Athlone, Ireland

Abstract

Abstract 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.

Publisher

Oxford University Press (OUP)

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