Dual-modality imaging of immunofluorescence and imaging mass cytometry for whole-slide imaging and accurate

Eun Na Kim1, Phyllis Zixuan Chen2, Dario Bressan3

  • 1Department of Biomedical Engineering and Computational Biology Program, Oregon Health and Science University, Portland, OR, USA; Department of Pathology, Seoul National University Hospital, Seoul National University College of Medicine, Seoul, Republic of Korea.

Cell Reports Methods
|September 23, 2023
PubMed

Insights

This study introduces a dual-modality imaging method combining high-resolution immunofluorescence and imaging mass cytometry. This approach enhances spatial phenotyping by integrating small fields of view into whole-slide images for detailed single-cell analysis.

Area of Science:

  • Biomedical Imaging
  • Computational Pathology
  • Single-Cell Analysis

Background:

  • Imaging mass cytometry (IMC) enables high-plex spatial phenotyping but is limited by small field of view (FOV) and low resolution.
  • Current IMC limitations hinder comprehensive single-cell analysis and spatial profiling of tissue samples.

Purpose of the Study:

  • To develop a dual-modality imaging method integrating high-resolution immunofluorescence (IF) with IMC.
  • To overcome IMC's resolution and FOV limitations for improved spatial phenotyping.
  • To enable accurate single-cell segmentation and feature extraction for downstream analysis.

Main Methods:

  • A computational pipeline was developed to integrate high-resolution IF whole-slide images (WSIs) with IMC data.
  • IF WSIs served as spatial references to reconstruct high-dimensional IMC WSIs.
  • High-resolution IF images facilitated precise single-cell segmentation for robust feature extraction.

Main Results:

  • The dual-modality method successfully reconstructed WSI IMC images from small FOVs.
  • Accurate single-cell segmentation was achieved using high-resolution IF data.
  • The method was applied to esophageal adenocarcinoma, revealing its single-cell pathology landscape.

Conclusions:

  • The developed dual-modality imaging strategy significantly enhances spatial phenotyping capabilities.
  • This approach provides a more comprehensive understanding of tissue architecture and cellular interactions.
  • It offers a practical solution for integrating high-dimensional IMC data with WSI analysis.