Author

M. B. Colonna

Listed by name: these papers carry no ORCID for this author, so different people with the same name may be mixed together.

Biology Disciplines

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Bioengineering· 2

Signature Assays, Organisms & Methods

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Organism:human· 2 Approach:machine learning (classical)· 2 Research Focus:benchmarking· 1 Assay:bulk RNA-seq· 1 Research Focus:cell type annotation· 1 Approach:deep learning· 1 Research Focus:differential expression· 1 Research Focus:drug response / drug discovery· 1

Frequent Co-Authors

A. M. Larey· 1 shared A. S. Edison· 1 shared A. Van Grouw· 1 shared B. L. Levine· 1 shared B.-W. C. Annie· 1 shared E. S. Arthur· 1 shared F. M. Facundo· 1 shared K. Roy· 1 shared

Activity by Year

2021-2023 · peak 1/yr

Co-Author Collaboration Network

10 top collaborators · 21 mutual co-author links

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1 shared paperBioengineering

A. M. Larey

Mutual co-authors in cluster

Author profile →

2 papers

Recent·Most cited

Development of a Robust Consensus Modeling Approach for Identifying Cellular and Media Metabolites Predictive of Mesenchymal Stromal Cell Potency

A. Van Grouw, M. B. Colonna, T. S. Maughon, X. Shen, A. M. Larey, S. G. Moore, Y. Carolyn, F. M. Facundo, E. S. Arthur, S. L. Stice, B.-W. C. Annie, M. A. Ross

The paper develops a consensus machine learning approach to identify metabolites predictive of mesenchymal stromal cell immunomodulatory function across multiple lines.

bioRxiv · Feb 3, 2023Bioengineering

Predicting T Cell Quality During Manufacturing Through an Artificial Intelligence-based Integrative Multi-Omics Analytical Platform

V. Y. Odeh-Couvertier, N. J. Dwarshuis, M. B. Colonna, B. L. Levine, A. S. Edison, T. Kotanchek, K. Roy, W. Torres-Garcia

The paper develops an AI-based platform to predict T cell quality during manufacturing using multi-omics data and identifies critical process parameters and quality attributes.

bioRxiv · May 5, 2021Bioengineering