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Measuring mechanical heterogeneities in live epithelia

ORAL

Abstract

The mechanical heterogeneity of biological tissues not only influences the tissue rigidity and cell migration, but also closely regulates essential biological processes such as organogenesis, homeostasis, and cancer invasion. However, experimentally measuring the modulus field in live epithelia has been challenging, as conventional tools (e.g., atomic force microscopy and rheometry) can be invasive, time-consuming, or lack cell-level resolution. In this work, we develop a method to visualize the heterogenous modulus distribution in live epithelial monolayers by integrating a cell stretcher, light microscopy, and artificial intelligence (AI)-based inference. Specifically, we capture the non-affine displacement of cells during extension and utilize AI models to translate such measurements into the modulus field. This experimental platform allows for a method to determine the correlation between cell modulus and morphological features including area and aspect ratio. Contrary to previous numerical studies, in which epithelial packing was suggested to be predominantly governed by geometric constraint, our results show that cell modulus variation plays an equally important role.

Presenters

  • Zachary A Gonzalez

    University of California, Los Angeles

Authors

  • Zachary A Gonzalez

    University of California, Los Angeles

  • Alexandra Bermudez

    University of California, Los Angeles, California State University, Los Angeles

  • Bao Zhao

    University of California, Los Angeles

  • Xuanqing Liu

    University of California, Los Angeles

  • Ethan Salter

    University of California, Los Angeles

  • Mohammad Khalid Jawed

    University of California, Los Angeles

  • Cho-Jui Hsieh

    University of California, Los Angeles

  • Neil Lin

    University of California, Los Angeles, UCLA