Multiplexed single-cell characterization of alternative polyadenylation regulators

Madeline H. Kowalski, Hans Hermann Wessels, Johannes Linder, Carol Dalgarno, Isabella Mascio, Saket Choudhary, Austin Hartman, Yuhan Hao, Anshul Kundaje, Rahul Satija

Research output: Contribution to journalArticlepeer-review

Abstract

Most mammalian genes have multiple polyA sites, representing a substantial source of transcript diversity regulated by the cleavage and polyadenylation (CPA) machinery. To better understand how these proteins govern polyA site choice, we introduce CPA-Perturb-seq, a multiplexed perturbation screen dataset of 42 CPA regulators with a 3′ scRNA-seq readout that enables transcriptome-wide inference of polyA site usage. We develop a framework to detect perturbation-dependent changes in polyadenylation and characterize modules of co-regulated polyA sites. We find groups of intronic polyA sites regulated by distinct components of the nuclear RNA life cycle, including elongation, splicing, termination, and surveillance. We train and validate a deep neural network (APARENT-Perturb) for tandem polyA site usage, delineating a cis-regulatory code that predicts perturbation response and reveals interactions between regulatory complexes. Our work highlights the potential for multiplexed single-cell perturbation screens to further our understanding of post-transcriptional regulation.

Original languageEnglish (US)
Pages (from-to)4408-4425.e23
JournalCell
Volume187
Issue number16
DOIs
StatePublished - Aug 8 2024

Keywords

  • Perturb-seq
  • RNA processing
  • alternative polyadenylation
  • cleavage and polyadenylation
  • post-transcriptional regulation

ASJC Scopus subject areas

  • General Biochemistry, Genetics and Molecular Biology

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