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In the early stages of development, correlated activity known as retinal waves causes periodic depolarizations of retinal ganglion cells (RGCs). The β2KO mouse, which lacks the β2 subunit of the nicotinic acetylcholine receptor, serves as a model for understanding the role of the cholinergic waves. β2KO mice have disruptions in several developmental processes of the visual system, including reduced retinotopic and eye-specific refinement of RGC axonal projections to their primary brain targets and an impact on the retinal circuits underlying direction selectivity. However, the effects of this mutation on gene expression in individual functional RGC types remain unclear. Here, we performed single-cell RNA sequencing on RGCs isolated at the end of the first postnatal week from wild-type and β2KO mice of either sex. We found that in β2KO, the programs governing RGC differentiation were not impacted and the magnitude of transcriptional changes was modest compared with those observed during 2 d of normal postnatal maturation. This contrasts with the substantial transcriptomic changes seen in downstream visual system areas under wave disruption in recent studies. Overall, we identified ∼238 genes whose expression was altered in a type-specific manner. We confirmed this result via in situ hybridization and whole-cell recording by focusing on one of the downregulated genes in αRGCs,Kcnk9, which encodes the two-pore domain leak potassium channel TASK3. Our study reveals a limited transcriptomic impact of cholinergic signaling in the retina, and instead of affecting all RGCs uniformly, these waves show subtle modulation of molecular programs in a type-specific manner.