Saleh T Alanezi, Waleed M Almutairi, Michelle Cronin, Oliviero Gobbo, Shane M O'Mara, Declan Sheppard, William T O'Connor, Michael D Gilchrist, Christoph Kleefeld, Niall Colgan
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引用次数: 0
摘要
本研究评估了从高分辨率(HR)T2加权磁共振成像中得出的纹理分析(TA)的能力,以确定大鼠左侧额叶皮层(局灶性撞击)受控皮层撞击轻度或重度创伤性脑损伤(TBI)1-5小时后的原发性后遗症,以及右侧额叶皮层、双侧胼胝体和海马的继发性(弥漫性)后遗症。TA技术包括一阶(基于直方图)和二阶统计(包括灰度级共现矩阵、灰度级运行长度矩阵和邻域灰度级差异矩阵)。左前额撞击区的水肿在 1 小时内出现,并持续了 5 小时的评估。HR 图像的 TA 特征证实了病灶损伤。在轻度或重度撞击后的 1 至 5 小时内,左右胼胝体或海马的放射组学特征没有明显差异。相邻的胼胝体区域和海马远端区域(s)在轻度或重度创伤性脑损伤 1-5 小时后未显示弥漫性损伤。这些结果表明,将 HR 图像与 TA 结合使用可增强对创伤后早期原发性和继发性后遗症的检测。
Whole-brain traumatic controlled cortical impact to the left frontal lobe: Magnetic resonance image-based texture analysis.
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.