Rao Shilpa, Le Aden Y, Persyn Logan, Cenik Can
Department of Molecular Biosciences, University of Texas at Austin, Austin, TX 78712, USA.
bioRxiv. 2025 May 21:2025.05.16.654561. doi: 10.1101/2025.05.16.654561.
Translational buffering refers to the regulation of ribosome occupancy to offset the effects of transcriptional variation. While previous work systematically analyzed translational buffering in yeast, it remains unknown whether this is an intrinsic property of genes in mouse and human across cell types. To identify this phenomenon on a global scale and across different experimental conditions, we uniformly analyzed 1515 matched ribosome profiling and RNA-seq datasets from human and mouse tissues or cell lines. This resource enabled us to assess the potential of genes to exhibit translational buffering by comparative analysis of variation at ribosome occupancy and the RNA levels across cell types as well as by examining the relationship between mRNA abundance and translation efficiency. We demonstrate that translational buffering is a conserved property of genes using homologous gene pairs from humans and mice. Although the identified buffered genes show association with some intrinsic sequence features, our modeling results suggest that these alone are insufficient to predict translational buffering, highlighting the importance of cellular context in determining buffering. Further, genes exhibiting translational buffering have lower variation in protein abundance in cancer cell lines, primary human tissues and mouse samples. We also observed that translationally buffered genes are more likely to be haploinsufficient and triplosensitive suggesting a demand for stringent dosage limits in these genes. We hypothesize two models of translational buffering, namely "differential accessibility model" and "change in translation initiation rate model". Our experiment suggests that some transcripts conform to the former and others align with the alternate model. Overall, our work broadens the catalog of genes subjected to translational buffering, underscores the characteristics of genes that demonstrate this phenomenon and additionally provides an insight into the rationale driving this effect.
翻译缓冲是指对核糖体占有率的调节,以抵消转录变异的影响。虽然之前的工作系统地分析了酵母中的翻译缓冲,但尚不清楚这是否是小鼠和人类跨细胞类型基因的固有特性。为了在全球范围内和不同实验条件下识别这一现象,我们统一分析了来自人类和小鼠组织或细胞系的1515个匹配的核糖体谱分析和RNA测序数据集。通过对核糖体占有率和跨细胞类型的RNA水平的变异进行比较分析,以及通过检查mRNA丰度与翻译效率之间的关系,这一资源使我们能够评估基因表现出翻译缓冲的潜力。我们利用人类和小鼠的同源基因对证明翻译缓冲是基因的一种保守特性。虽然所鉴定的缓冲基因显示出与一些内在序列特征相关,但我们的建模结果表明,仅这些特征不足以预测翻译缓冲,这突出了细胞环境在决定缓冲中的重要性。此外,在癌细胞系、原代人类组织和小鼠样本中,表现出翻译缓冲的基因在蛋白质丰度上具有较低的变异。我们还观察到,翻译缓冲的基因更可能是单倍体不足和三倍体敏感的,这表明这些基因对严格的剂量限制有需求。我们假设了两种翻译缓冲模型,即“差异可及性模型”和“翻译起始速率变化模型”。我们的实验表明,一些转录本符合前者,而其他转录本则符合另一种模型。总体而言,我们的工作拓宽了受到翻译缓冲的基因目录,强调了表现出这种现象的基因的特征,并进一步深入了解了驱动这种效应的基本原理。