Although cellular senescence drives multiple age-related co-morbidities through the senescence-associated secretory phenotype, in vivo senescent cell identification remains challenging. Here, we generate a gene set (SenMayo) and validate its enrichment in bone biopsies from two aged human cohorts. We further demonstrate reductions in SenMayo in bone following genetic clearance of senescent cells in mice and in adipose tissue from humans following pharmacological senescent cell clearance. We next use SenMayo to identify senescent hematopoietic or mesenchymal cells at the single cell level from human and murine bone marrow/bone scRNA-seq data. Thus, SenMayo identifies senescent cells across tissues and species with high fidelity. Using this senescence panel, we are able to characterize senescent cells at the single cell level and identify key intercellular signaling pathways. SenMayo also represents a potentially clinically applicable panel for monitoring senescent cell burden with aging and other conditions as well as in studies of senolytic drugs.

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Cell development requires tight yet dynamic control of protein production. Here, we use parallel RNA and ribosome profiling to study translational regulatory dynamics during murine terminal erythropoiesis. Our results uncover pervasive translational control of protein synthesis, with widespread alternative translation initiation and termination, robust discrimination of long noncoding from micropeptide-encoding RNAs, and dynamic use of upstream open reading frames. Further, we identify hundreds of messenger RNAs (mRNAs) whose translation efficiency is dynamically controlled during erythropoiesis and that enrich for target sites of RNA-binding proteins that are specific to hematopoietic cells, thus unraveling potential regulators of erythroid translational programs. A major such program involves enhanced decoding of specific mRNAs that are depleted in terminally differentiating/enucleating cells with decreasing transcriptional capacity. We find that RBM38, an erythroid-specific RNA-binding protein previously implicated in splicing, interacts with the general translation initiation factor eIF4G and promotes translation of a subset of these irreplaceable mRNAs. Inhibition of RBM38 compromises translation in erythroblasts and impairs their maturation, highlighting a key function for this protein during erythropoiesis. These findings thus reveal critical roles for dynamic translational control in supporting specialized mammalian cell formation.