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

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...

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Autores principales: Mencattini, Arianna, Mattei, Fabrizio, Schiavoni, Giovanna, Gerardino, Annamaria, Businaro, Luca, Di Natale, Corrado, Martinelli, Eugenio
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6399655/
https://www.ncbi.nlm.nih.gov/pubmed/30863306
http://dx.doi.org/10.3389/fphar.2019.00100
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author Mencattini, Arianna
Mattei, Fabrizio
Schiavoni, Giovanna
Gerardino, Annamaria
Businaro, Luca
Di Natale, Corrado
Martinelli, Eugenio
author_facet Mencattini, Arianna
Mattei, Fabrizio
Schiavoni, Giovanna
Gerardino, Annamaria
Businaro, Luca
Di Natale, Corrado
Martinelli, Eugenio
author_sort Mencattini, Arianna
collection PubMed
description 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.
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spelling pubmed-63996552019-03-12 From Petri Dishes to Organ on Chip Platform: The Increasing Importance of Machine Learning and Image Analysis Mencattini, Arianna Mattei, Fabrizio Schiavoni, Giovanna Gerardino, Annamaria Businaro, Luca Di Natale, Corrado Martinelli, Eugenio Front Pharmacol Pharmacology 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. Frontiers Media S.A. 2019-02-26 /pmc/articles/PMC6399655/ /pubmed/30863306 http://dx.doi.org/10.3389/fphar.2019.00100 Text en Copyright © 2019 Mencattini, Mattei, Schiavoni, Gerardino, Businaro, Di Natale and Martinelli. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Pharmacology
Mencattini, Arianna
Mattei, Fabrizio
Schiavoni, Giovanna
Gerardino, Annamaria
Businaro, Luca
Di Natale, Corrado
Martinelli, Eugenio
From Petri Dishes to Organ on Chip Platform: The Increasing Importance of Machine Learning and Image Analysis
title From Petri Dishes to Organ on Chip Platform: The Increasing Importance of Machine Learning and Image Analysis
title_full From Petri Dishes to Organ on Chip Platform: The Increasing Importance of Machine Learning and Image Analysis
title_fullStr From Petri Dishes to Organ on Chip Platform: The Increasing Importance of Machine Learning and Image Analysis
title_full_unstemmed From Petri Dishes to Organ on Chip Platform: The Increasing Importance of Machine Learning and Image Analysis
title_short From Petri Dishes to Organ on Chip Platform: The Increasing Importance of Machine Learning and Image Analysis
title_sort from petri dishes to organ on chip platform: the increasing importance of machine learning and image analysis
topic Pharmacology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6399655/
https://www.ncbi.nlm.nih.gov/pubmed/30863306
http://dx.doi.org/10.3389/fphar.2019.00100
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