DOAJ Open Access 2019

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

Arianna Mencattini Fabrizio Mattei Giovanna Schiavoni Annamaria Gerardino Luca Businaro +2 lainnya

Abstrak

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.

Topik & Kata Kunci

Penulis (7)

A

Arianna Mencattini

F

Fabrizio Mattei

G

Giovanna Schiavoni

A

Annamaria Gerardino

L

Luca Businaro

C

Corrado Di Natale

E

Eugenio Martinelli

Format Sitasi

Mencattini, A., Mattei, F., Schiavoni, G., Gerardino, A., Businaro, L., Natale, C.D. et al. (2019). From Petri Dishes to Organ on Chip Platform: The Increasing Importance of Machine Learning and Image Analysis. https://doi.org/10.3389/fphar.2019.00100

Akses Cepat

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Informasi Jurnal
Tahun Terbit
2019
Sumber Database
DOAJ
DOI
10.3389/fphar.2019.00100
Akses
Open Access ✓