Designer genes courtesy of artificial intelligence

Genes Dev. 2023 May 1;37(9-10):351-353. doi: 10.1101/gad.350783.123. Epub 2023 May 30.

Abstract

The core promoter determines not only where gene transcription initiates but also the transcriptional activity in both basal and enhancer-induced conditions. Multiple short sequence elements within the core promoter have been identified in different species, but how they function together and to what extent they are truly species-specific has remained unclear. In this issue of Genes & Development, Vo ngoc and colleagues (pp. 377-382) report undertaking massively parallel measurements of synthetic core promoters to generate a large data set of their activities that informs a statistical learning model to identify the sequence differences of human and Drosophila core promoters. This machine learning model was then applied to design gene core promoters that are particularly specific for the human transcriptional machinery.

Keywords: Drosophila; RNA polymerase II; core promoter; gene expression; transcription.

Publication types

  • Review
  • Research Support, N.I.H., Extramural

MeSH terms

  • Animals
  • Artificial Intelligence*
  • Drosophila / genetics
  • Drosophila / metabolism
  • Drosophila Proteins* / metabolism
  • Humans
  • Promoter Regions, Genetic / genetics
  • Transcription, Genetic

Substances

  • Drosophila Proteins