CPA-Perturb-seq: Multiplexed single-cell characterization of alternative polyadenylation regulators.


Journal

bioRxiv : the preprint server for biology
Titre abrégé: bioRxiv
Pays: United States
ID NLM: 101680187

Informations de publication

Date de publication:
10 Feb 2023
Historique:
pubmed: 18 2 2023
medline: 18 2 2023
entrez: 17 2 2023
Statut: epublish

Résumé

Most mammalian genes have multiple polyA sites, representing a substantial source of transcript diversity that is governed by the cleavage and polyadenylation (CPA) regulatory machinery. To better understand how these proteins govern polyA site choice we introduce CPA-Perturb-seq, a multiplexed perturbation screen dataset of 42 known CPA regulators with a 3' scRNA-seq readout that enables transcriptome-wide inference of polyA site usage. We develop a statistical framework to specifically identify perturbation-dependent changes in intronic and tandem polyadenylation, and discover modules of co-regulated polyA sites exhibiting distinct functional properties. By training a multi-task deep neural network (APARENT-Perturb) on our dataset, we delineate a

Identifiants

pubmed: 36798324
doi: 10.1101/2023.02.09.527751
pmc: PMC9934614
pii:
doi:

Types de publication

Preprint

Langues

eng

Déclaration de conflit d'intérêts

COMPETING INTERESTS In the past three years, R.S. has worked as a consultant for Bristol-Myers Squibb, Regeneron, and Kallyope and served as an SAB member for ImmunAI, Resolve Biosciences, Nanostring, and the NYC Pandemic Response Lab. A.K. is on the SAB of PatchBio Inc., SerImmune Inc., AINovo Inc., TensorBio Inc., and OpenTargets; was a consultant with Illumina Inc. until Jan 2023; and owns shares in DeepGenomics Inc., Immunai Inc. and Freenome Inc. J.L. is an employee of Calico Life Sciences LLC as of 11/21/2022.

Auteurs

Madeline H Kowalski (MH)

New York Genome Center, New York, NY, USA.
Center for Genomics and Systems Biology, New York University, New York, NY, USA.
New York University Grossman School of Medicine, New York, NY, USA.

Hans-Hermann Wessels (HH)

New York Genome Center, New York, NY, USA.
Center for Genomics and Systems Biology, New York University, New York, NY, USA.

Johannes Linder (J)

Department of Genetics, Stanford University, Stanford USA.
Department of Computer Science, Stanford University, Stanford USA.

Saket Choudhary (S)

New York Genome Center, New York, NY, USA.
Center for Genomics and Systems Biology, New York University, New York, NY, USA.

Austin Hartman (A)

New York Genome Center, New York, NY, USA.

Yuhan Hao (Y)

New York Genome Center, New York, NY, USA.
Center for Genomics and Systems Biology, New York University, New York, NY, USA.

Isabella Mascio (I)

New York Genome Center, New York, NY, USA.
Center for Genomics and Systems Biology, New York University, New York, NY, USA.

Carol Dalgarno (C)

New York Genome Center, New York, NY, USA.

Anshul Kundaje (A)

Department of Genetics, Stanford University, Stanford USA.
Department of Computer Science, Stanford University, Stanford USA.

Rahul Satija (R)

New York Genome Center, New York, NY, USA.
Center for Genomics and Systems Biology, New York University, New York, NY, USA.
New York University Grossman School of Medicine, New York, NY, USA.

Classifications MeSH