#37 · ML / AI methods
Databases annotate TE-initiated transcripts in cancer and enhancer perturbations
The dominant thread is curated, database-style resources that organize functional genomic data into queryable annotations. TEITbase reports transposable element-initiated transcripts in human cancers, cataloguing regulatory transcripts derived from TEs. ePerturbDB compiles experimental perturbation data for enhancers, which act as cis-regulatory elements controlling gene expression across developmental stages, external signalling, and cell states. A separate preprint characterizes highly conserved 3'UTR fragments across mammals using a transformer genomic foundation model and transfer learning. This work is methodologically distinct from the database entries and is computational rather than curated-resource oriented. What is new here is the extension of cancer-focused annotation to TE-initiated transcripts, alongside regulatory-element perturbation resources. These entries report no comparative benchmarks against one another, so relative performance or coverage cannot be assessed.
Published papers
ePerturbDB: enhancer's experimental perturbation database.
Enhancers act as cis-regulatory elements, controlling the expression of genes according to developmental stages, external signalling, and cell states.
TEITbase: a database for transposable element (TE)-initiated transcripts in human cancers.
Transposable elements (TEs) are abundant and play a crucial regulatory role in the human genome.
Preprints
Characterizing Highly Conserved Fragments in 3'UTRs via Computational and Transfer Learning Approaches
Computational identification of highly conserved 3'UTR fragments across mammals, characterized with a transformer genomic foundation model; fragments are…
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