首页> 外文会议>Conference on Artificial Intelligence in Medicine >Automatic Image-Derived Estimation of the Arterial Whole-Blood Input Function from Dynamic Cerebral PET with ~(18)F-Choline
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Automatic Image-Derived Estimation of the Arterial Whole-Blood Input Function from Dynamic Cerebral PET with ~(18)F-Choline

机译:〜(18)F-胆碱对动态脑PET动脉全血输入功能的自动图像估计

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The arterial concentration of the radiopharmaceutical ~(18)F-choline is needed to estimate its absorption by tumors and other tissues. The blood concentration of ~(18)F-choline changes as it interacts with tissues, and so it is represented as a function with respect to time, the so-called Input Function (IF). In this paper, we present the estimation of an arterial whole-blood Image-Derived Input Function (IDIF) from the PET image, needed to model its absorption. The sagittal and transverse brain venous sinuses are automatically segmented based on the top-hat morphological transform. Such segmentation provides an estimation of the venous whole-blood IDIF. It is then corrected to obtain the arterial whole-blood IDIF by relating the amount of radioactivity material entering the brain region with the amount leaving it and the amount remaining. We compare the automatic venous whole-blood IDIF with a whole-blood venous IDIF from a region manually segmented. Also, we compare the automatic arterial whole-blood IDIF with the arterial IF obtained with serial blood samples on the radial artery. Quantitative measures indicate the overall accuracy of the estimation.
机译:需要放射性药物〜(18)F-胆碱的动脉浓度来估计其被肿瘤和其他组织吸收的程度。 〜(18)F-胆碱的血液浓度在与组织相互作用时会发生变化,因此它表示为时间的函数,即所谓的输入函数(IF)。在本文中,我们提出了从PET图像估算动脉全血图像衍生输入函数(IDIF)的方法,以估算其吸收。矢状和横状脑静脉窦会根据高顶形态形态学自动进行分割。这样的分割提供了静脉全血IDIF的估计。然后通过将进入大脑区域的放射性物质的数量与离开大脑区域的放射性物质的数量和剩余的数量相关联,对其进行校正,以获得动脉全血IDIF。我们将自动静脉全血IDIF与手动分割区域的全血静脉IDIF进行了比较。此外,我们比较了自动动脉全血IDIF与with动脉连续血样获得的动脉IF。定量度量表明估计的总体准确性。

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