1. Texture parameters of R2* maps are correlated with iron concentration and red blood cells count in clot analogs: A 7-T micro-MRI study
- Author
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Gillian Gunning, Antonino Bongiovanni, Jean-Pierre Pruvo, Charlotte Cordonnier, Xavier Leclerc, Nicolas Beauval, Grégory Kuchcinski, Ray McCarthy, Martin Bretzner, Delphine Corseaux, Meryem Tardivel, Sophie Susen, Florent Auger, and Renaud Lopes
- Subjects
Relaxometry ,Erythrocytes ,Iron ,030218 nuclear medicine & medical imaging ,03 medical and health sciences ,Second order statistics ,0302 clinical medicine ,Red Blood Cell Count ,medicine ,Animals ,Micro mri ,Radiology, Nuclear Medicine and imaging ,Texture (crystalline) ,Stroke ,Venous Thrombosis ,Sheep ,Radiological and Ultrasound Technology ,Chemistry ,medicine.disease ,Magnetic Resonance Imaging ,Red blood cell ,medicine.anatomical_structure ,Iron content ,Erythrocyte Count ,Neurology (clinical) ,030217 neurology & neurosurgery ,circulatory and respiratory physiology ,Biomedical engineering - Abstract
Previous studies have suggested that mechanical revascularization in acute ischemic stroke (AIS) patients could be affected by clot histology. In this 7-T micro-MRI study, we used R2* relaxometry of clot analogs to evaluate the relationship between texture parameters of R2* maps and clot constituents.Twelve AIS clot analogs were experimentally generated to obtain a wide range of red blood cell concentrations. All clots underwent a MR acquisition using a 7-T micro-MR system. A 3D multi-echo gradient-echo sequence was performed and R2* maps were generated. First order and second order statistics of R2* histograms within the clots were calculated. Iron concentration in clots was measured using absorption spectrometry and red blood cell count (RBC) was obtained by histopathological analysis.RBC count was strongly correlated with iron concentration within clots (r=0.87, P.001). Higher RBC count and iron concentration were significantly correlated with first order parameters including: (a) global positive shift of the R2* histogram with higher '10th percentile', 'median', 'mean' and '90th percentile'; (b) increase of the global magnitude of voxel values with higher 'total energy' and 'root mean squared'; (c) greater uniformity of the voxel values with higher 'uniformity' and lower 'entropy'. Second order statistical parameters confirmed that higher RBC count and iron concentration correlated with (a) greater concentration of high gray-level values in the image; (b) more "coarse" texture of R2* maps.Texture analysis of MRI-R2* maps can accurately estimate the red blood cell count and iron content of AIS clot analogs.
- Published
- 2020