Automatic total kidney volume measurement on follow-up magnetic resonance images to facilitate monitoring of autosomal dominant polycystic kidney disease progression
Author(s) -
Timothy L. Kline,
Panagiotis Korfiatis,
Marie E. Edwards,
Joshua Warner,
María V. Irazabal,
Bernard F. King,
Vicente E. Torres,
Bradley J. Erickson
Publication year - 2015
Publication title -
nephrology dialysis transplantation
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 1.654
H-Index - 168
eISSN - 1460-2385
pISSN - 0931-0509
DOI - 10.1093/ndt/gfv314
Subject(s) - autosomal dominant polycystic kidney disease , medicine , segmentation , magnetic resonance imaging , gold standard (test) , radiology , stereology , nuclear medicine , artificial intelligence , pathology , computer science , cyst
Renal imaging examinations provide high-resolution information about the anatomic structure of the kidneys and are used to measure total kidney volume (TKV) in autosomal dominant polycystic kidney disease (ADPKD) patients. TKV has become the gold-standard image biomarker for ADPKD progression at early stages of the disease and is used in clinical trials to characterize treatment efficacy. Automated methods to segment the kidneys and measure TKV are desirable because of the long time requirement for manual approaches such as stereology or planimetry tracings. However, ADPKD kidney segmentation is complicated by a number of factors, including irregular kidney shapes and variable tissue signal at the kidney borders.
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