Dataset Information

Integrative multiomics analysis and CRISPR screening identify functional noncanonical translation loci in the mouse immune system [RNA-Seq]

ABSTRACT: Ribosome profiling has revealed thousands of noncanonical translation events across mammalian genomes, yet functional characterization has overwhelmingly focused on proliferative fitness in cancer cell lines. Here, we present a comprehensive survey of noncanonical translation in the mouse immune system and its functional consequences in macrophages. By performing a unified Ribo-seq meta-analysis across 20 public mouse leukocyte datasets - spanning macrophages, dendritic cells, neutrophils, B cells, and T cells - we define a compendium of 22,276 noncanonical coding sequences (CDSs), including upstream ORFs (uORFs), downstream ORFs, and ORFs on noncoding RNAs and pseudogenes (ncORFs). Proteogenomic integration with reanalyzed mass spectrometry data prioritizes a high-confidence subset with detectable protein products, including pseudogene-encoded and lncRNA-encoded zinc finger proteins. To move beyond cataloging, we carried out two orthogonal CRISPR screens in immortalized bone marrow-derived macrophages: a fitness screen identifying noncanonical CDSs required for macrophage viability, and a TLR1/TLR2-NFκB reporter screen uncovering CDSs that modulate innate immune signaling. These screens nominate uORFs, several conserved between mouse and human, that exert phenotypic effects on par with their cognate coding sequences. We unexpectedly discovered a family of endogenous retroviral envelope-derived proteins translated in adult myeloid cells. Among these, SYNIR is a full-length syncytin-like membrane glycoprotein that positively regulates NFκB-responsive transcription, while SEMR is a secreted protein with structural homology to the feline leukemia virus accessory protein FeLIX that drives broad transcriptional remodeling of macrophage gene programs upon knockout. Updated single-cell RNA-seq annotations and an interactive UCSC Genome Browser session integrating Ribo-seq, proteomics, and CRISPR screen data are provided as community resources. Together, these findings expand the functional landscape of noncanonical translation in immunity and establish endogenous retroviral proteins as previously unrecognized regulators of macrophage biology.

ORGANISM(S): Mus musculus

PROVIDER: GSE319783 | GEO | 2026/02/17

REPOSITORIES: GEO

ACCESS DATA

Dataset's files

Source:

			Action	DRS
		Other

Items per page:

1 - 1 of 1

Similar Datasets

Project description:Ribosome profiling has revealed thousands of noncanonical translation events across mammalian genomes, yet functional characterization has overwhelmingly focused on proliferative fitness in cancer cell lines. Here, we present a comprehensive survey of noncanonical translation in the mouse immune system and its functional consequences in macrophages. By performing a unified Ribo-seq meta-analysis across 20 public mouse leukocyte datasets - spanning macrophages, dendritic cells, neutrophils, B cells, and T cells - we define a compendium of 22,276 noncanonical coding sequences (CDSs), including upstream ORFs (uORFs), downstream ORFs, and ORFs on noncoding RNAs and pseudogenes (ncORFs). Proteogenomic integration with reanalyzed mass spectrometry data prioritizes a high-confidence subset with detectable protein products, including pseudogene-encoded and lncRNA-encoded zinc finger proteins. To move beyond cataloging, we carried out two orthogonal CRISPR screens in immortalized bone marrow-derived macrophages: a fitness screen identifying noncanonical CDSs required for macrophage viability, and a TLR1/TLR2-NFκB reporter screen uncovering CDSs that modulate innate immune signaling. These screens nominate uORFs, several conserved between mouse and human, that exert phenotypic effects on par with their cognate coding sequences. We unexpectedly discovered a family of endogenous retroviral envelope-derived proteins translated in adult myeloid cells. Among these, SYNIR is a full-length syncytin-like membrane glycoprotein that positively regulates NFκB-responsive transcription, while SEMR is a secreted protein with structural homology to the feline leukemia virus accessory protein FeLIX that drives broad transcriptional remodeling of macrophage gene programs upon knockout. Updated single-cell RNA-seq annotations and an interactive UCSC Genome Browser session integrating Ribo-seq, proteomics, and CRISPR screen data are provided as community resources. Together, these findings expand the functional landscape of noncanonical translation in immunity and establish endogenous retroviral proteins as previously unrecognized regulators of macrophage biology.

Project description:Transcription and translation are intertwined processes where mRNA isoforms are crucial intermediaries. However, methodological limitations in analyzing translation at the mRNA isoform level have impaired our ability to comprehensively establish links between the full-length transcripts and the translatome. This has left gaps in our understanding of critical biological processes, regulatory mechanisms, and disease progression. To address this, we develop an integrated computational and experimental framework called long-read Ribo-STAMP (LR-Ribo-STAMP). LR-Ribo-STAMP capitalizes on advancements in long-read sequencing and RNA-base editing-mediated technologies to simultaneously and scalably profile translation and transcription at both gene and mRNA isoform levels for the first time. In this report, we show agreement between gene-level translation profiles obtained with LR-Ribo-STAMP and those from previously validated short-read Ribo-STAMP data in unperturbed cells. At the mRNA isoform level, we show that LR-Ribo-STAMP successfully profiles translation in unperturbed cells and links mRNA isoforms and regulatory features, such as upstream ORFs (uORFs) and regulatory sequences, to translation measurements. We further demonstrate the method’s effectiveness in profiling disease models by profiling translation at gene and isoform levels in a triple-negative breast cancer cell line under normoxia and hypoxia. Here, we find that LR-Ribo-STAMP effectively delineates orthogonal transcriptional and translation shifts between conditions at gene and isoform levels. At the isoform level, LR-Ribo-STAMP uniquely identifies key regulatory elements and shifts in mRNA isoform transcription that correlate with changes in translational, providing an example of insight that can inform the development of novel therapeutics. Overall, LR-Ribo-STAMP is a significant advancement in translation methods and can have profound implications for basic research and clinical applications.

Dataset Information

Integrative multiomics analysis and CRISPR screening identify functional noncanonical translation loci in the mouse immune system [RNA-Seq]

Dataset's files

Similar Datasets

OmicsDI is part of the ELIXIR infrastructure

Tweets