Related Experiment Video
Updated: Aug 10, 2025

Substructure Analyzer: A User-Friendly Workflow for Rapid Exploration and Accurate Analysis of Cellular Bodies in Fluorescence Microscopy Images
Published on: July 15, 2020
A novel automated protocol for ice crystal segmentation analysis using Cellpose and Fiji
Joshua Saad1, Madison Fomich1, Vermont P Día1
1Department of Food Science, The University of Tennessee, 2510 River Drive, Knoxville, TN, 37996-4539, USA.
Abstract:
Accurate measurement of ice crystal size is an essential step in quantitative ice recrystallization inhibition (IRI) analysis using the sucrose sandwiching assay (SSA) and splat assay (SA). Here, we introduce a novel method of measuring ice crystal size and shape using Fiji and Cellpose, an anatomical segmentation algorithm, to address the time-consuming and limited number of ice particle determination associated with the mean largest grain size measurement. This new automated approach, displaying rapid segmentation of ∼70 s per image, measures every ice crystal in an image field of view, consequently reducing bias introduced by subjectively selecting the largest crystals in an image. Consistent in determining a diverse set of crystal sizes and shapes, this method allows for the evaluation of ice crystals using Feret's diameter, a parameter that better accounts for irregular particle shape. This method provides new outputs such as standard deviation, particle size distributions of a population of ice crystals, and circularity to characterize and further provide insight into an analyte's IRI ability. Applicable to the SSA, the "shape descriptor" measurement can be used to quantify ice binding. This work presents a novel and accurate approach for ice crystal quantitative analysis.
More Related Videos
14:55Integrative Toolkit to Analyze Cellular Signals: Forces, Motion, Morphology, and Fluorescence
Published on: March 5, 2022
06:33Author Spotlight: Comprehensive Epigenetic Analysis for Investigating Human Cellular Plasticity and Environmental Adaptation Using Immunofluorescence Assays
Published on: June 28, 2024