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MCMICRO: a scalable, modular image-processing pipeline for multiplexed tissue imaging
- Source :
- Nat Methods
- Publication Year :
- 2021
-
Abstract
- Highly multiplexed tissue imaging makes detailed molecular analysis of single cells possible in a preserved spatial context. However, reproducible analysis of large multichannel images poses a substantial computational challenge. Here, we describe a modular and open-source computational pipeline, MCMICRO, for performing the sequential steps needed to transform whole-slide images into single-cell data. We demonstrate the use of MCMICRO on tissue and tumor images acquired using multiple imaging platforms, thereby providing a solid foundation for the continued development of tissue imaging software. MCMICRO is a modular and open-source computational pipeline for transforming highly multiplexed whole-slide images of tissues into single-cell data. MCMICRO is versatile and can be used with CODEX, mxIF, CyCIF, mIHC and H&E staining data.
- Subjects :
- Diagnostic Imaging
Tissue imaging
Computer science
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
Image processing
Biochemistry
Multiplexing
Article
03 medical and health sciences
0302 clinical medicine
Software
Neoplasms
Image Processing, Computer-Assisted
Humans
Molecular Biology
030304 developmental biology
0303 health sciences
business.industry
Cell Biology
Modular design
Pipeline (software)
Molecular analysis
Scalability
business
030217 neurology & neurosurgery
Computer hardware
Biotechnology
Subjects
Details
- ISSN :
- 15487105
- Volume :
- 19
- Issue :
- 3
- Database :
- OpenAIRE
- Journal :
- Nature methods
- Accession number :
- edsair.doi.dedup.....989aa17e26d8db3260f142116917dd39