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Using genome-wide expression compendia to study microorganisms
- Source :
- Computational and Structural Biotechnology Journal, Vol 20, Iss , Pp 4315-4324 (2022)
- Publication Year :
- 2022
- Publisher :
- Elsevier, 2022.
-
Abstract
- A gene expression compendium is a heterogeneous collection of gene expression experiments assembled from data collected for diverse purposes. The widely varied experimental conditions and genetic backgrounds across samples creates a tremendous opportunity for gaining a systems level understanding of the transcriptional responses that influence phenotypes. Variety in experimental design is particularly important for studying microbes, where the transcriptional responses integrate many signals and demonstrate plasticity across strains including response to what nutrients are available and what microbes are present. Advances in high-throughput measurement technology have made it feasible to construct compendia for many microbes. In this review we discuss how these compendia are constructed and analyzed to reveal transcriptional patterns.
- Subjects :
- Transcriptomics
Compendia
Machine learning
Microbiology
Biotechnology
TP248.13-248.65
Subjects
Details
- Language :
- English
- ISSN :
- 20010370
- Volume :
- 20
- Issue :
- 4315-4324
- Database :
- Directory of Open Access Journals
- Journal :
- Computational and Structural Biotechnology Journal
- Publication Type :
- Academic Journal
- Accession number :
- edsdoj.93e0f2f99d46178b55729cbfa7c480
- Document Type :
- article
- Full Text :
- https://doi.org/10.1016/j.csbj.2022.08.012