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From Petri Dishes to Organ on Chip Platform: The Increasing Importance of Machine Learning and Image Analysis
- 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.
- Subjects :
- 0301 basic medicine
Computer science
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
Context (language use)
Machine learning
computer.software_genre
Settore ING-INF/07
Image (mathematics)
law.invention
03 medical and health sciences
0302 clinical medicine
image analysis
law
Pharmacology (medical)
Pharmacology
business.industry
Petri dish
time-lapse microscopy
lcsh:RM1-950
machine learning
lcsh:Therapeutics. Pharmacology
030104 developmental biology
Proof of concept
030220 oncology & carcinogenesis
Perspective
cell interaction analysis
Acquisition time
Artificial intelligence
organ on chip
business
computer
Subjects
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