Abstract

This paper presents a novel software framework, called macrosight, which incorporates routines to detect, track, and analyze the shape and movement of objects, with special emphasis on macrophages. The key feature presented in macrosight consists of an algorithm to assess the changes of direction derived from cell–cell contact, where an interaction is assumed to occur. The main biological motivation is the determination of certain cell interactions influencing cell migration. Thus, the main objective of this work is to provide insights into the notion that interactions between cell structures cause a change in orientation. Macrosight analyzes the change of direction of cells before and after they come in contact with another cell. Interactions are determined when the cells overlap and form clumps of two or more cells. The framework integrates a segmentation technique capable of detecting overlapping cells and a tracking framework into a tool for the analysis of the trajectories of cells before and after they overlap. Preliminary results show promise into the analysis and the hypothesis proposed, and lays the groundwork for further developments. The extensive experimentation and data analysis show, with statistical significance, that under certain conditions, the movement changes before and after an interaction are different from movement in controlled cases.

Highlights

  • The migration of cells is of great importance in several biological processes, such as embryogenesis, wound healing and, more relevantly, the immune system [1,2,3]

  • Macrophages are cells of the immune system that filter foreign particles when settled in lymphoid tissues and the liver [1]

  • The tendency to an equilibrium of physiological processes, the role of macrophages ranges from tissue repair through to immune responses to pathogens [4]

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Summary

Introduction

The migration of cells is of great importance in several biological processes, such as embryogenesis, wound healing and, more relevantly, the immune system [1,2,3]. Macrophages are cells of the immune system that filter foreign particles when settled in lymphoid tissues and the liver [1]. Excessive migration can be related to autoimmune diseases and cancer [5]. The common fruit fly, Drosophila melanogaster, has been widely studied as a model organism on developmental and cellular processes relating to other organisms, including humans [6]; such investigations have led to insights into how macrophages integrate external cues into migration [2]. In [7,8], previously unrevealed dynamics of cytoskeletal structures in macrophages were discovered; where certain events of cell–cell contact appeared to anticipate migration

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