Title :
Semi-automated tracking of muscle satellite cells in brightfield microscopy video
Author :
Chowdhury, Ananda S. ; Paul, A. ; Bunyak, Filiz ; Cornelison, D.D.W. ; Palaniappan, Kannappan
Author_Institution :
Dept. of Electron. & Telecommun. Eng., Jadavpur Univ., Kolkata, India
fDate :
Sept. 30 2012-Oct. 3 2012
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.
Keywords :
cell motility; image motion analysis; image registration; medical image processing; muscle; object tracking; optical microscopy; particle filtering (numerical methods); video signal processing; background subtraction; brightfield microscopy video; cell feature discrimination; fixed focal plane; high-throughput automatic tracking; host myofiber; illumination correction; inhomogeneous illumination; muscle satellite cells; myogenic precursor cells; particle filtering; postnatal skeletal muscle growth; postnatal skeletal muscle hypertrophy; postnatal skeletal muscle repair; satellite cell tracking; satellite cells translocation; semiautomated approach; semiautomated tracking; stage motion; stem cells; three-dimensional surface; timelapse light microscopy; Atmospheric measurements; Cells (biology); Lighting; Muscles; Particle measurements; Satellites; Tracking; Background Modeling; Particle Filters; Registration; Satellite Cell Tracking;
Conference_Titel :
Image Processing (ICIP), 2012 19th IEEE International Conference on
Conference_Location :
Orlando, FL
Print_ISBN :
978-1-4673-2534-9
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2012.6467487