Automated Kidney and Liver Segmentation in MR Images in Patients with Autosomal Dominant Polycystic Kidney Disease: A Multicenter Study.

Piotr Woznicki,Florian Siedek,Maatje D A van Gastel,Daniel Pinto Dos Santos,Sita Arjune,Larina A Karner,Franziska Meyer,Liliana Lourenco Caldeira,Thorsten Persigehl,Ron T Gansevoort,Franziska Grundmann,Bettina Baessler,Roman-Ulrich Müller

Kidney360（2022）

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摘要

Our deep learning model enabled accurate segmentation of kidneys and liver and objective assessment of TKV and TLV. Importantly, this approach was validated with axial and coronal MRI scans from 40 different scanners, making implementation in clinical routine care feasible. The German ADPKD Tolvaptan Treatment Registry (AD[H]PKD), NCT02497521.

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关键词

ADPKD,Cystic kidney disease,automated,deep neural network,kidney,liver,polycystic kidney disease,segmentation,volumetry

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