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Alternative methods for virtual heart transplant—Size matching for pediatric heart transplantation with and without donor medical images available

机译:具有和没有供体医学图像的儿科心脏移植虚拟心脏移植型匹配的替代方法

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Abstract Background Listed pediatric heart transplant patients have the highest solid‐organ waitlist mortality rate. The donor‐recipient body weight ( DRBW ) ratio is the clinical standard for allograft size matching but may unnecessarily limit a patient's donor pool. To overcome DRBW ratio limitations, two methods of performing virtual heart transplant fit assessments were developed that account for patient‐specific nuances. Method 1 uses an allograft total cardiac volume ( TCV ) prediction model informed by patient data wherein a matched allograft 3‐D reconstruction is selected from a virtual library for assessment. Method 2 uses donor images for a direct virtual transplant assessment. Methods Assessments were performed in medical image reconstruction software. The allograft model was developed using allometric/isometric scaling assumptions and cross‐validation. Results The final predictive model included gender, height, and weight. The 25th‐, 50th‐, and 75th‐percentiles for TCV percentage errors were ?13% (over‐prediction), ?1%, and 8% (under‐prediction), respectively. Two examples illustrating the potential of virtual assessments are presented. Conclusion Transplant centers can apply these methods to perform their virtual assessments using existing technology. These techniques have potential to improve organ allocation. With additional experience and refinement, virtual transplants may become standard of care for determining suitability of donor organ size for an identified recipient.
机译:抽象背景上市的儿科心脏移植患者具有最高的固体器官候补死亡率。供体 - 受体体重(DRBW)比例是同种异体移植尺寸匹配的临床标准,但可能不必要地限制患者的捐赠池。为了克服DRBW比率限制,开发了两种表演虚拟心脏移植拟合评估的方法,该评估为患者特异性细微差异。方法1使用由患者数据通知的同种异体移植总心脏体积(TCV)预测模型,其中从虚拟库中选择匹配的同种异体移植3-D重建以进行评估。方法2使用捐助者图像进行直接虚拟移植评估。方法在医学图像重建软件中进行评估。使用同种异体/等距缩放假设和交叉验证开发了同种异体移植模型。结果最终预测模型包括性别,身高和体重。 TCV百分比误差的第25次,50级和75百分位数分别为13%(过度预测),?1%和8%(预测)。提出了两个示例,说明了虚拟评估的潜力。结论移植中心可以应用这些方法来使用现有技术进行虚拟评估。这些技术有可能改善器官分配。通过额外的经验和改进,虚拟移植可能成为确定识别的受体的供体器官尺寸的适用性的护理标准。

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