Lalit Farhaan, Jose Antony M
University of Maryland, 4066 Campus Drive, College Park, MD 20742, USA.
Nucleic Acids Res. 2025 Jan 7;53(1). doi: 10.1093/nar/gkae1246.
Progress in biology has generated numerous lists of genes that share some property. But advancing from these lists of genes to understanding their roles is slow and unsystematic. Here we use RNA silencing in Caenorhabditis elegans to illustrate an approach for prioritizing genes for detailed study given limited resources. The partially subjective relationships between genes forged by both deduced functional relatedness and biased progress in the field were captured as mutual information and used to cluster genes that were frequently identified yet remain understudied. Some proteins encoded by these understudied genes are predicted to physically interact with known regulators of RNA silencing, suggesting feedback regulation. Predicted interactions with proteins that act in other processes and the clustering of studied genes among the most frequently perturbed suggest regulatory links connecting RNA silencing to other processes like the cell cycle and asymmetric cell division. Thus, among the gene products altered when a process is perturbed could be regulators of that process acting to restore homeostasis, which provides a way to use RNA sequencing to identify candidate protein-protein interactions. Together, the analysis of perturbed transcripts and potential interactions of the proteins they encode could help prioritize candidate regulators of any process.
生物学的进展已产生了众多具有某些共同特性的基因列表。但从这些基因列表深入了解它们的作用却进展缓慢且缺乏系统性。在此,我们利用秀丽隐杆线虫中的RNA干扰来阐述一种在资源有限的情况下对基因进行优先排序以开展详细研究的方法。通过推导的功能相关性以及该领域有偏差的进展所形成的基因间部分主观关系被作为互信息捕获,并用于对那些频繁被鉴定但仍未得到充分研究的基因进行聚类。这些未充分研究的基因所编码的一些蛋白质预计会与已知的RNA干扰调节因子发生物理相互作用,这表明存在反馈调节。与在其他过程中起作用的蛋白质的预测相互作用以及在最常受到干扰的基因中已研究基因的聚类表明,RNA干扰与细胞周期和不对称细胞分裂等其他过程之间存在调节联系。因此,在一个过程受到干扰时发生改变的基因产物中,可能存在该过程的调节因子,它们发挥作用以恢复体内平衡,这提供了一种利用RNA测序来识别候选蛋白质 - 蛋白质相互作用的方法。综合起来,对受干扰转录本及其编码蛋白质的潜在相互作用的分析有助于对任何过程的候选调节因子进行优先排序。