Automatically Detecting Pancreatic Cysts in Autosomal Dominant Polycystic Kidney Disease on MRI Using Deep Learning.

Journal: Tomography (Ann Arbor, Mich.)
PMID: 39058059

Abstract

BACKGROUND: Pancreatic cysts in autosomal dominant polycystic kidney disease (ADPKD) correlate with PKD2 mutations, which have a different phenotype than PKD1 mutations. However, pancreatic cysts are commonly overlooked by radiologists. Here, we automate the detection of pancreatic cysts on abdominal MRI in ADPKD.

Authors

  • 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.).
  • 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.).
  • Collin Li
    Department of Radiology, Weill Cornell Medicine, New York, NY 10065, USA.
  • 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.
  • Chenglin Zhu
    Department of Radiology, Weill Cornell Medicine, New York, NY 10065, USA.
  • Yin Wang
    State Key Laboratory of ASIC and System, School of Microelectronics, Fudan University, Shanghai 200433, China.
  • Usama Sattar
    Department of Radiology, Weill Cornell Medicine, New York, NY 10065, USA.
  • Vahid Bazojoo
    Department of Radiology, Weill Cornell Medicine, New York, NY 10065, USA.
  • Hui Yi Ng He
    Department of Radiology, Weill Cornell Medicine, 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.
  • Martin R Prince
    Department of Radiology, Weill Cornell Medicine, New York, NY, USA.

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