A Semi-automatic Cell Tracking Process Towards Completing the 4D Atlas of C. elegans Development

07/27/2022
by   Andrew Lauziere, et al.
0

The nematode Caenorhabditis elegans (C. elegans) is used as a model organism to better understand developmental biology and neurobiology. C. elegans features an invariant cell lineage, which has been catalogued and observed using fluorescence microscopy images. However, established methods to track cells in late-stage development fail to generalize once sporadic muscular twitching has begun. We build upon methodology which uses skin cells as fiducial markers to carry out cell tracking despite random twitching. In particular, we present a cell nucleus segmentation and tracking procedure which was integrated into a 3D rendering GUI to improve efficiency in tracking cells across late-stage development. Results on images depicting aforementioned muscle cell nuclei across three test embryos suggest the fiducial markers in conjunction with a classic tracking paradigm overcome sporadic twitching.

READ FULL TEXT

page 4

page 6

page 7

research
06/22/2017

Tracking Single-Cells in Overcrowded Bacterial Colonies

Cell tracking enables data extraction from time-lapse "cell movies" and ...
research
01/30/2020

Semi-Automatic Generation of Tight Binary Masks and Non-Convex Isosurfaces for Quantitative Analysis of 3D Biological Samples

Current in vivo microscopy allows us detailed spatiotemporal imaging (3D...
research
11/08/2021

Stain-free Detection of Embryo Polarization using Deep Learning

Polarization of the mammalian embryo at the right developmental time is ...
research
10/19/2019

Tracking-Assisted Segmentation of Biological Cells

U-Net and its variants have been demonstrated to work sufficiently well ...
research
01/02/2023

Segmentation based tracking of cells in 2D+time microscopy images of macrophages

The automated segmentation and tracking of macrophages during their migr...
research
05/01/2020

Bionic Tracking: Using Eye Tracking to Track Biological Cells in Virtual Reality

We present Bionic Tracking, a novel method for solving biological cell t...
research
05/23/2023

Towards Early Prediction of Human iPSC Reprogramming Success

This paper presents advancements in automated early-stage prediction of ...

Please sign up or login with your details

Forgot password? Click here to reset