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From Petri Dishes to Organ on Chip Platform: The Increasing Importance of Machine Learning and Image Analysis

Authors :
Corrado Di Natale
Arianna Mencattini
Eugenio Martinelli
Giovanna Schiavoni
Annamaria Gerardino
Fabrizio Mattei
Luca Businaro
Source :
Frontiers in Pharmacology, Vol 10 (2019), Frontiers in Pharmacology
Publication Year :
2019
Publisher :
Frontiers Media SA, 2019.

Abstract

The increasing interest for microfluidic devices in medicine and biology has opened the way to new time-lapse microscopy era where the amount of images and their acquisition time will become crucial. In this optic, new data analysis algorithms have to be developed in order to extract novel features of cell behavior and cell–cell interactions. In this brief article, we emphasize the potential strength of a new paradigm arising in the integration of microfluidic devices (i.e., organ on chip), time-lapse microscopy analysis, and machine learning approaches. Some snapshots of previous case studies in the context of immunotherapy are included as proof of concepts of the proposed strategies while a visionary description concludes the work foreseeing future research and applicative scenarios.

Details

ISSN :
16639812
Volume :
10
Database :
OpenAIRE
Journal :
Frontiers in Pharmacology
Accession number :
edsair.doi.dedup.....581c6afe00a7e7cf1411de7b4a74490f
Full Text :
https://doi.org/10.3389/fphar.2019.00100