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Updated: Mar 8, 2026

Generic Protocol for Optimization of Heterologous Protein Production Using Automated Microbioreactor Technology
Published on: December 15, 2017
Protocol for single-cell optimization objective and trade-off inference
Da-Wei Lin1, Cara Teixeira2, Carolina Chung3
1Gilbert S. Omenn Department of Computational Medicine and Bioinformatics, Ann Arbor, MI 48109, USA; Department of Statistics, University of Michigan, Ann Arbor, MI, USA.
None:
Single-cell optimization objective and trade-off inference (SCOOTI) is a computational framework that integrates bulk and single-cell omics data with genome-scale metabolic modeling to infer metabolic objectives and trade-offs in biological systems. Here, we present a protocol for installing and running SCOOTI, using transcriptomics, proteomics, and metabolomics data to constrain metabolic models. We describe steps to interpret metabolic priorities across different cell states or conditions through clustering, dimensionality reduction, and trade-off analysis.
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