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To create a world without kidney diseases, the ASN Alliance for Kidney Health elevates care by educating and informing, driving breakthroughs and innovation, and advocating for policies that create transformative changes in kidney medicine throughout the world.

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Kidney Week

Basic/Clinical Science Session

Applications of Artificial Intelligence to Medical Kidney Biopsy Interpretation

November 03, 2022 | 02:00 PM - 04:00 PM

Location: W315, Orange County Convention Center, West Building

Session Description

Although the kidney biopsy remains an essential diagnostic and prognostic tool, considerable interobserver variability is an important limitation in assessing key elements of the biopsy, such as cellular injury, fibrosis, and inflammation in the glomerular, tubulointerstitial, and vascular compartments. This session discusses the increasing interest in use of image analysis and machine learning to promote uniformity of kidney biopsy interpretation and the development of algorithms for assessing prognosis and guiding therapy.

Learning Objective(s)

  • Describe the fundamentals and advantages of using machine learning in the analysis of kidney biopsies and the current application of this technology in research and clinical practice
  • Define the role of digital pathology and computer-aided analysis of these images in clinical trials of glomerular diseases and establishing taxonomies of glomerular diseases, particularly podocytopathies
  • Discuss how the use of deep learning-based analysis can improve on current morphology-based analysis of kidney transplant biopsies and provide new tools for assessing prognosis and guiding therapy

Learning Pathway(s)

  • Pathology

Moderators

  • Laura Barisoni, MD
  • Avi Z. Rosenberg, MD, PhD

Presentations