MCMICRO: a scalable, modular image-processing pipeline for multiplexed tissue imaging

التفاصيل البيبلوغرافية
العنوان: MCMICRO: a scalable, modular image-processing pipeline for multiplexed tissue imaging
المؤلفون: Artem Sokolov, Jeremy Goecks, Courtney Betts, Yu-An Chen, Clarence Yapp, Domenic Abbondanza, Ajit J. Nirmal, Samouil L. Farhi, Robert J. Coffey, Lisa M. Coussens, Aviv Regev, Connor A. Jacobson, Jia-Ren Lin, Juha Ruokonen, Denis Schapiro, Shamilene Sivagnanam, Gregory J. Baker, Daniel Persson, Joshua Hess, Peter K. Sorger, Zoltan Maliga, Jeremy L. Muhlich, Eliot T. McKinley, Maulik K. Nariya, Sandro Santagata, Matthew W. Hodgman, Allison L. Creason
المصدر: Nat Methods
سنة النشر: 2021
مصطلحات موضوعية: 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
الوصف: 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.
تدمد: 1548-7105
URL الوصول: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::989aa17e26d8db3260f142116917dd39
https://pubmed.ncbi.nlm.nih.gov/34824477
حقوق: OPEN
رقم الأكسشن: edsair.doi.dedup.....989aa17e26d8db3260f142116917dd39
قاعدة البيانات: OpenAIRE