Taking Aim at Moving Targets in Computational Cell Migration

Paola Masuzzo1, Marleen Van Troys2, Christophe Ampe2

  • 1Medical Biotechnology Center, VIB, Ghent, Belgium; Department of Biochemistry, Ghent University, Ghent, Belgium.

Trends in Cell Biology
|October 21, 2015
PubMed

Insights

Computational tools are essential for analyzing complex cell migration data. This review covers methods for quantifying cell movement and modeling cell migration, aiding researchers with software choices.

Area of Science:

  • Cell Biology
  • Biophysics
  • Computational Biology

Background:

  • Cell migration is crucial for organism development and maintenance.
  • Understanding cell migration aids in developing therapies for diseases like cancer.
  • Analyzing extensive cell migration data is challenging and requires computational approaches.

Purpose of the Study:

  • To review computational methods for quantifying in vitro cell migration.
  • To summarize the state-of-the-art in in silico cell migration modeling.
  • To provide a resource of available software tools for cell migration research.

Main Methods:

  • Review of computational approaches for image pre-processing in cell migration studies.
  • Analysis of motion estimation techniques for quantifying cell movement.
  • Summary of feature extraction methods for cell migration data.
  • Overview of in silico modeling techniques for cell migration.

Main Results:

  • Computational methods are indispensable for processing and analyzing large cell migration datasets.
  • Key computational tasks include image pre-processing, motion estimation, and feature extraction.
  • Current in silico models offer advanced capabilities for simulating cell migration.

Conclusions:

  • Computational tools significantly enhance the quantification and modeling of cell migration.
  • A curated list of software tools is provided to guide researchers.
  • Effective use of computational methods can accelerate discoveries in cell migration research.

Related Concept Videos

Cell Migration01:19

Cell Migration

Cell migration is a process by which the cells move from one location to another, playing an essential role in embryological development, repair and regeneration, immune response, and metastasis. Cells migrate in response to chemical or mechanical signals generated by specific organs or tissues. The overall mechanism includes three steps - polarization, protrusion, and release. Polarization involves the formation of a distinct cell front and rear, which determines the direction of movement.
7.4K
Cell Migration01:09

Cell Migration

Cell migration, the process by which cells move from one location to another, is essential for the proper development and viability of organisms throughout their life. When cells are not able to migrate properly to their ordained locations, various disorders may occur. For example, disruption in cell migration causes chronic inflammatory diseases such as arthritis.
19.2K
Cytoskeletal Coordination in Cell Migration01:32

Cytoskeletal Coordination in Cell Migration

A migrating cell changes its shape during the cyclic events of attachment and detachment from the substratum and repositions the cell organelles correspondingly. These complex events are orchestrated by the dynamic cytoskeletal network comprising actin filaments, intermediate filaments, and microtubules. Cytoskeletal crosstalk — the direct and indirect communication between the different components — is crucial for this coordination. Direct communication involves various linker...
5.7K
Chemotaxis and Direction of Cell Migration01:21

Chemotaxis and Direction of Cell Migration

Cells can detect chemical cues in their environment and reorganize the cytoskeleton to migrate toward them or away from them. This directional migration, called chemotaxis, is essential during embryogenesis and development, immune response, tissue repair and regeneration, and reproduction. These chemical cues can either attract or repel the cell's movement. For example, axon development is determined by a combination of chemoattractants and chemorepellents that direct the growing axon...
6.2K
Role of Myosin in Cell Migration01:18

Role of Myosin in Cell Migration

Myosins are multimeric motor proteins involved in various cellular processes such as migration, adhesion, and proliferation. Myosin II is the most common type in animal cells, which binds and cross-links actin filaments.
Myosin II  is a hexamer comprising two heavy chains with globular heads and coiled-coil tails, two regulatory light chains, and two essential light chains. The ATPase sites on the myosin heads hydrolyze ATP, and the released phosphate generates the force for contraction....
3.7K
Cancer Cell Migration through Invadopodia01:35

Cancer Cell Migration through Invadopodia

Invadosome is a broad category of cell surface structures with proteolytic activity that  degrades the extracellular matrix (ECM). Invadosomes are present in normal cell types, including macrophages, endothelial cells, and neurons, as well as tumor cells. Although the macrophage podosomes and tumor cell invadopodia are classified as invadosomes, they have different structures, molecular pathways, and functions. Podosomes are short structures that last for a few minutes. However,...
3.5K