Multiscale and recursive unmixing of spatiotemporal rhythms for live-cell and intravital cardiac microscopy

Zhi Ling1,2,3,4, Wenhao Liu1,2, Kyungduck Yoon1,2,3,4

  • 1Laboratory for Systems Biophotonics, Georgia Institute of Technology, Atlanta, GA, USA.

Insights

This study introduces multiscale recursive decomposition to precisely extract cardiovascular signals from microscopy images, overcoming autofluorescence challenges for better cardiac research. This method enhances cardiac imaging analysis for diverse cardiovascular models.

Area of Science:

  • Biomedical Engineering
  • Cardiovascular Research
  • Microscopy Techniques

Background:

  • Cardiovascular diseases are a major public health concern requiring advanced therapies.
  • Fluorescence microscopy is crucial for studying biological processes but suffers from autofluorescence and nonspecific labeling in cardiovascular imaging.
  • Accurate cardiac observation is essential for developing new therapeutic strategies.

Purpose of the Study:

  • To develop a novel method for precise extraction of dynamic cardiovascular signals from complex microscopy data.
  • To overcome limitations of autofluorescence and nonspecific labeling in cardiac imaging.
  • To advance light-field cardiac microscopy for multiparametric and volumetric analysis.

Main Methods:

  • Multiscale recursive decomposition framework.
  • Pixel-wise image enhancement.
  • Robust principal component analysis and recursive motion segmentation.

Main Results:

  • Validated the method in vitro using human induced pluripotent stem cell-derived cardiomyocytes.
  • Demonstrated efficacy in vivo for cardiovascular morphology and function in Xenopus embryos.
  • Achieved precise extraction of dynamic cardiovascular signals, overcoming autofluorescence.

Conclusions:

  • Multiscale recursive decomposition offers a comprehensive framework for cardiac microscopy.
  • The approach advances light-field cardiac microscopy, enabling simultaneous, multiparametric, and volumetric analysis with minimal photodamage.
  • This methodology is expected to significantly benefit cardiovascular studies across various cardiac models.

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