scispace - formally typeset
Proceedings ArticleDOI

Semi-automated tracking of muscle satellite cells in brightfield microscopy video

Reads0
Chats0
TLDR
A semi-automated approach for satellite cell tracking on myofibers consisting of registration with illumination correction, background subtraction and particle filtering is proposed and initial experimental results show the effectiveness of the approach.
Abstract
Muscle satellite cells, also known as myogenic precursor cells, are the dedicated stem cells responsible for postnatal skeletal muscle growth, repair, and hypertrophy. Biological studies aimed at describing satellite cell activity on their host myofiber using timelapse light microscopy enable qualitative study, but high-throughput automatic tracking of satellite cells translocating on myofibers is very difficult due to their complex motion across the three-dimensional surface of myofibers and the lack of discriminating cell features. Other complicating factors include inhomogeneous illumination, fixed focal plane, low contrast, and stage motion. We propose a semi-automated approach for satellite cell tracking on myofibers consisting of registration with illumination correction, background subtraction and particle filtering. Initial experimental results show the effectiveness of the approach.

read more

Citations
More filters
Journal ArticleDOI

Mitosis Detection for Invasive Breast Cancer Grading in Histopathological Images

TL;DR: A fast and accurate approach for automatic mitosis detection from histopathological images is proposed by restricting the scales with the maximization of relative-entropy between the cells and the background to result in precise cell segmentation.
Proceedings ArticleDOI

Enhanced Random Forest for Mitosis Detection

TL;DR: This work proposes a fast and accurate approach for automatic mitosis detection from histopathological images using an enhanced random forest classifier with weighted random trees.
Book ChapterDOI

Methods for Observing and Quantifying Muscle Satellite Cell Motility and Invasion In Vitro.

TL;DR: Three protocols developed in the group for quantitatively analyzing satellite cell motility over time are described, which allow identification and longitudinal evaluation of individual cells over time and quantification of variations in motility due to intrinsic or extrinsic factors.

Computer Vision Based Tracking Of Biological Cells-A

TL;DR: This article surveys the recent literature in the area of computer vision based automated cell tracking and discusses the latest trends and successes in the development and introduction of automated celltracking techniques and systems.
References
More filters
Journal ArticleDOI

Muscle stem cells in development, regeneration, and disease

TL;DR: In the present review, studies will be examined that focus on the origin, gene expression, and coordinated regulation of stem cell populations to highlight the regenerative capacity of skeletal muscle and emphasize the challenges for this field.
Journal ArticleDOI

Cell Population Tracking and Lineage Construction with Spatiotemporal Context

TL;DR: This paper presents a fully automated multi-target tracking system that can efficiently cope with these challenges while simultaneously tracking and analyzing thousands of cells observed using time-lapse phase contrast microscopy.
Journal ArticleDOI

Regeneration of single skeletal muscle fibers in vitro

TL;DR: A culture system utilizing single skeletal muscle fibers from adult rats was developed to study the origin and behavior of mononucleated myoblasts during muscle regeneration and found a rich outgrowth of endomysial connective tissue cells is found with bundles consisting of two or more fibers.
Journal ArticleDOI

Sequential Monte Carlo smoothing with application to parameter estimation in nonlinear state space models

TL;DR: In this article, a modified version of the standard SMC technique is proposed for smoothing in general state space models, which relies on forgetting properties of the filtering dynamics and the quality of the estimates produced.
Journal ArticleDOI

3D Timelapse Analysis of Muscle Satellite Cell Motility

TL;DR: Primary satellite cells are significantly more motile than myoblast cell lines, and that adhesion to laminin promotes primary cell motility more than fourfold over other substrates, suggesting that satellite cell migration in vivo may be more extensive than currently thought, and could be regulated by combinations of signals.