Radiology and Imaging Sciences Department, Cardiovascular and Pulmonary Branch, National Institutes of Health, Bethesda, MD 20892-1590, USA.
AJR Am J Roentgenol. 2012 Oct;199(4):787-93. doi: 10.2214/AJR.11.7888.
The aim of this study was to determine whether a CT-based method shows lung lesions, grades disease severity, and evaluates lung tissue in areas adjacent to or remote from cysts in patients with lymphangioleiomyomatosis (LAM), a cystic lung disease that may cause respiratory failure and death.
Three hundred twenty-six CT examinations of 52 patients with LAM were studied. After the lungs had been divided into segments and images had been subdivided into texture blocks, a multidimensional feature vector was used to differentiate and group each texture block. Cysts were outlined, and texture around and away from cysts was analyzed. Sequential CT scans and pulmonary function test results were evaluated to assess the trend of change. Histopathologic examinations were performed of biopsy specimens from 45 patients.
Differences in texture features between areas adjacent to and areas remote from the cysts were observed. The cyst score and sum entropy in areas around the cysts correlated with lung function (p<0.0001). Emphysematouslike changes in noncystic areas were identified in lung tissue of 31 of 45 patients.
A computational method that uses texture analysis and feature correlation can identify and quantify cystic areas where LAM exists and can detect abnormalities in areas near cysts. Pathologic data also show lung damage in areas adjacent to cysts. Several texture features correlate with lung function. Declines in lung function paralleled changes in texture features. In LAM, cystic changes alone may not define the extent of lung destruction.
本研究旨在确定基于 CT 的方法是否可以显示淋巴管平滑肌瘤病(LAM)患者的肺部病变、评估疾病严重程度以及评估囊肿周围或远处的肺组织。LAM 是一种囊性肺部疾病,可能导致呼吸衰竭和死亡。
对 52 例 LAM 患者的 326 次 CT 检查进行了研究。将肺部分为节段,将图像细分为纹理块后,使用多维特征向量对每个纹理块进行区分和分组。勾勒出囊肿,并分析囊肿周围和远离囊肿的纹理。评估连续 CT 扫描和肺功能测试结果,以评估变化趋势。对 45 例患者的活检标本进行了组织病理学检查。
观察到囊肿周围和远离囊肿的区域之间的纹理特征存在差异。囊肿评分和周围区域的总和熵与肺功能相关(p<0.0001)。在 45 例患者中有 31 例的非囊性区域中发现了类似于肺气肿的改变。
一种使用纹理分析和特征相关性的计算方法可以识别和量化存在 LAM 的囊性区域,并可以检测到囊肿附近区域的异常。病理数据还显示了囊肿周围的肺损伤。一些纹理特征与肺功能相关。肺功能下降与纹理特征的变化平行。在 LAM 中,单纯的囊性改变可能无法确定肺部破坏的程度。