Test Retest Reproducibility of Organ Volume Measurements in ADPKD Using 3D Multimodality Deep Learning.

Journal: Academic radiology
PMID:

Abstract

RATIONALE AND OBJECTIVES: Following autosomal dominant polycystic kidney disease (ADPKD) progression by measuring organ volumes requires low measurement variability. The objective of this study is to reduce organ volume measurement variability on MRI of ADPKD patients by utilizing all pulse sequences to obtain multiple measurements which allows outlier analysis to find errors and averaging to reduce variability.

Authors

  • Xinzi He
    School of Biomedical Engineering, Health Science Center, Shenzhen University, National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging, Shenzhen, Guangdong, China.
  • Zhongxiu Hu
    Department of Radiology, Weill Cornell Medicine, New York, New York (X.H., Z.H., H.D., D.J.R., A.S., S.I.R., S.J.W., K.T., G.S., A.G., R.S., M.R.P.).
  • Hreedi Dev
    Department of Radiology, Weill Cornell Medicine, Cornell University, New York, NY 10065, USA.
  • Dominick J Romano
    Department of Radiology, Weill Cornell Medicine, New York, New York (X.H., Z.H., H.D., D.J.R., A.S., S.I.R., S.J.W., K.T., G.S., A.G., R.S., M.R.P.).
  • Arman Sharbatdaran
    Department of Radiology, Weill Cornell Medicine, Cornell University, New York, NY 10065, USA.
  • Syed I Raza
    Department of Radiology, Weill Cornell Medicine, Cornell University, New York, NY 10065, USA.
  • Sophie J Wang
    Department of Radiology, Weill Cornell Medicine, New York, New York (X.H., Z.H., H.D., D.J.R., A.S., S.I.R., S.J.W., K.T., G.S., A.G., R.S., M.R.P.).
  • Kurt Teichman
    Department of Radiology, Weill Cornell Medicine, Cornell University, New York, NY 10065, USA.
  • George Shih
  • James M Chevalier
    The Rogosin Institute and Department of Medicine Weill Cornell Medicine, Cornell University, New York, NY 10065, USA.
  • Daniil Shimonov
    The Rogosin Institute and Department of Medicine Weill Cornell Medicine, Cornell University, New York, NY 10065, USA.
  • Jon D Blumenfeld
    The Rogosin Institute and Department of Medicine Weill Cornell Medicine, Cornell University, New York, NY 10065, USA.
  • Akshay Goel
    Columbia University Irving Medical Center, 622 West 168th Street, PB 01-301, New York, NY, 10032, USA.
  • Mert R Sabuncu
    Department of Radiology, Weill Cornell Medicine, New York, NY, USA.
  • Martin R Prince
    Department of Radiology, Weill Cornell Medicine, New York, NY, USA.