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Attenuation profile matching: An accurate and scan parameter‐robust measurement method for small airway dimensions in low‐dose CT CT scans

机译:衰减简介匹配:低剂量CT CT扫描中小气道尺寸的准确和扫描参数稳健的测量方法

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Purpose The dimensions of small airways with an internal diameter of less than 2–3?mm are important biomarkers for the evaluation of pulmonary diseases, such as asthma and chronic obstructive pulmonary disease ( COPD ). The resolution limitations of CT systems, however, have remained a barrier to be of use for determining the small airway dimensions. We present a novel approach, called the attenuation profile matching ( APM ) method, which allows for the accurate determination of the small airway dimension while being robust to varying CT scan parameters. Method For generating the synthetic attenuation profiles of an airway, we acquired and employed the point spread functions of a CT system by calculating its convolution with numerical airway models with varying wall thicknesses. The dimensions of a given airway were determined as per the numerical model yielding minimum error between the measured and the synthetic attenuation profiles across the airway. Results In a phantom study with airway tubes, the APM method proved to be highly accurate in determining airway wall dimensions. The measurement error for the smallest tube (0.6?mm thickness, 3?mm diameter) was merely 0.02?mm (3.3%) in wall thickness and 0.17?mm (5.6%) in lumen diameter. In a pilot clinical test, the APM method was able to distinguish the airway wall thicknesses of COPD cases (1.16?±?0.23?mm) from those of normal subjects (0.6?±?0.18?mm), while the measurements using the full width at half maximum method substantially overlapped (1.45?±?0.32?mm vs. 1.28?±?0.30?mm, respectively) and were barely distinguishable from each other. Conclusion Our proposed APM method has the potential to overcome the resolution limitations of current CT systems and accurately determine the small airway dimensions in COPD patients.
机译:目的,内径小于2-3Ωmm的小气道的尺寸是评估肺部疾病的重要生物标志物,例如哮喘和慢性阻塞性肺病(COPD)。然而,CT系统的分辨率限制仍然是用于确定小气道尺寸的屏障。我们提出了一种新的方法,称为衰减简档匹配(APM)方法,其允许精确确定小气道维度,同时鲁棒到改变CT扫描参数。我们通过计算具有不同壁厚的数值气道模型来获取和使用CT系统的点扩散功能的用于产生气道的合成衰减轮廓的方法。根据数值模型确定给定气道的尺寸,从而在气道上的测量和合成衰减型材之间产生最小误差。导致气道管的幻影研究,APM方法在确定气道壁尺寸方面被证明是高度准确的。最小管(0.6×mm厚度,3×mm直径)的测量误差仅为壁厚0.02Ωmm(3.3%),腔直径为0.17Ωmm(5.6%)。在试验临床试验中,APM方法能够将COPD病例的气道壁厚度与正常受试者(0.6?±0.18Ω±0.18毫秒)区分开(1.16?±0.23μm),而使用全部测量宽度以大致重叠的一半最大方法(1.45?±0.32Ω·mm与1.28?±0.30Ω·mm),并且彼此几乎无法区分。结论我们提出的APM方法有可能克服当前CT系统的分辨率,并准确地确定COPD患者的小气道维度。

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