Quantitative Assessment of Hepatic Steatosis Using Label-Free Multiphoton Imaging and Customized Image Processing Program

Lab Invest. 2023 Oct;103(10):100223. doi: 10.1016/j.labinv.2023.100223. Epub 2023 Jul 28.

Abstract

Nonalcoholic fatty liver disease is rapidly becoming one of the most common causes of chronic liver disease worldwide and is the leading cause of liver-related morbidity and mortality. A quantitative assessment of the degree of steatosis would be more advantageous for diagnostic evaluation and exploring the patterns of disease progression. Here, multiphoton microscopy, based on the second harmonic generation and 2-photon excited fluorescence, was used to label-free image the samples of nonalcoholic fatty liver. Imaging results confirm that multiphoton microscopy is capable of directly visualizing important pathologic features such as normal hepatocytes, hepatic steatosis, Mallory bodies, necrosis, inflammation, collagen deposition, microvessel, and so on and is a reliable auxiliary tool for the diagnosis of nonalcoholic fatty liver disease. Furthermore, we developed an image segmentation algorithm to simultaneously assess hepatic steatosis and fibrotic changes, and quantitative results reveal that there is a correlation between the degree of steatosis and collagen content. We also developed a feature extraction program to precisely display the spatial distribution of hepatocyte steatosis in tissues. These studies may be beneficial for a better clinical understanding of the process of steatosis as well as for exploring possible therapeutic targets.

Keywords: hepatic steatosis; multiphoton microscopy; second harmonic generation; two-photon excited fluorescence.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Collagen
  • Diagnostic Imaging / methods
  • Humans
  • Image Processing, Computer-Assisted
  • Liver / diagnostic imaging
  • Liver / pathology
  • Microscopy, Fluorescence, Multiphoton / methods
  • Non-alcoholic Fatty Liver Disease* / diagnostic imaging
  • Non-alcoholic Fatty Liver Disease* / pathology

Substances

  • Collagen