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PsD-DRT-18-0089

Published on 7 December 2023
PsD-DRT-18-0089
Research FieldBiotechnology, biophotonics

Domaine-SCellular biology, physiology and cellular imaging

ThemeEngineering sciences

Theme-SLife Sciences

Domaine
Biotechnology, biophotonics Engineering sciences Cellular biology, physiology and cellular imaging Life Sciences DRT DTBS STD LISA Grenoble
Title
Development of a cell analysis algorithm for phase microscopy imaging
Abstract
At CEA-Leti we have validated a video-lens-free microscopy platform by performing thousands of hours of real-time imaging observing varied cell types and culture conditions (e.g.: primary cells, human stem cells, fibroblasts, endothelial cells, epithelial cells, 2D/3D cell culture, etc.). And we have developed different algorithms to study major cell functions, i.e. cell adhesion and spreading, cell division, cell division orientation, and cell death. The research project is to extend the analysis of the datasets produced by lens-free video microscopy. The objective is to study a real-time cell tracking algorithm to follow every single cell and to plot different cell fate events as a function of time. To this aim, researches will be carried on segmentation and tracking algorithms that should outperform today’s state-of-the-art methodology in the field. In particular, the algorithms should yield good performances in terms of biological measures and practical usability. This will allow us to outperform today’s state-of-the-art methodology which are optimized for the intrinsic performances of the cell tracking and cell segmentation algorithms but fails at extracting important biological features (cell cycle duration, cell lineages, etc.). To this aim the recruited person should be able to develop a method that either take prior information into account using learning strategies (single vector machine, deep learning, etc.) or analyze cells in a global spatiotemporal video. We are looking people who have completed a PhD in image processing, with skills in the field of microscopy applied to biology.
Location
Département Microtechnologies pour la Biologie et la Santé (LETI) Service Technologies pour la Détection Laboratoire Imagerie et Systèmes d’Acquisition
Pcontact
ALLIER Cédric CEA DRT/DTBS/SEVI DTBS/LSIV - Bât. 42 CEA-LETI, MINATEC 17 rue des Martyrs 38054 Grenoble Cedex 9 France 0438782411
Start date1/9/2018
Contact personcedric.allier@cea.fr

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