Multimodal screen reveals noise regulatory proteins

Oscar Garcia-Blay, Xinyu Hu, Christin L. Wassermann, Tom van Bokhoven, Frederique M.B. Struijs, Maike M.K. Hansen
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Abstract

Gene-expression noise can influence cell-fate choices across pathology and physiology. However, a crucial question persists: do regulatory proteins or pathways exist that control noise independently of mean expression levels? Our integrative approach, combining single-cell RNA sequencing with proteomics and regulator enrichment analysis, reveals 32 putative noise regulators. SON, a nuclear speckle-associated protein, alters transcriptional noise without changing mean expression levels. Furthermore, SON's noise regulation can propagate to the protein level. Long-read and total RNA sequencing shows that SON's noise regulation does not significantly change isoform usage or splicing efficiency. Moreover, SON depletion reduces state-switching in pluripotent mouse embryonic stem cells and impacts their fate choice during differentiation. Collectively, we discover a class of proteins that regulates noise orthogonally to mean expression levels. This work serves as a proof-of-concept that can identify other functional noise-regulators throughout development and disease progression.
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多模式筛选发现噪声调控蛋白
基因表达噪音会影响病理学和生理学中细胞命运的选择。然而,一个关键问题依然存在:是否存在独立于平均表达水平控制噪音的调控蛋白或通路?我们的综合方法将单细胞 RNA 测序与蛋白质组学和调控因子富集分析相结合,揭示了 32 种推定的噪声调控因子。SON是一种核斑点相关蛋白,它能在不改变平均表达水平的情况下改变转录噪音。此外,SON的噪音调节还能传播到蛋白质水平。长读和总RNA测序显示,SON的噪音调节不会显著改变同工酶的使用或剪接效率。此外,SON缺失会降低多能小鼠胚胎干细胞的状态转换,并影响它们在分化过程中的命运选择。总之,我们发现了一类正交调节噪声与平均表达水平的蛋白质。这项工作可作为概念验证,在整个发育和疾病进展过程中识别其他功能性噪声调节因子。
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