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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...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2019
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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. |
format | Online Article Text |
id | pubmed-6399655 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
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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