Towards a phylogenetically informed approach to solving protein-protein interactions.

IF 4.4 3区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY
Chun Shen Lim, Peter Mace, Peter C Fineran, Paul P Gardner
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引用次数: 0

Abstract

Protein-protein interactions (PPIs) are critical to all cellular activities. Despite having a large number of proteins, cells have spatial and temporal control over PPIs to avoid dysregulation in cellular pathways. Considerable research efforts have aimed to find new PPIs, curate PPIs from the literature and build searchable PPI databases. These databases have been widely used by experimental and computational scientists. Here we find that the PPIs captured by these databases are highly heterogeneous and concentrated on a small number of species. These issues hamper researchers from capturing the full landscape of reliable PPIs, affecting the accuracy of machine-learning models and the effectiveness of experimental designs. However, there are opportunities to fill gaps computationally and experimentally. We suggest developing a phylogenetically informed approach to test PPIs experimentally and computationally.

朝着解决蛋白质-蛋白质相互作用的系统发育知情方法迈进。
蛋白质-蛋白质相互作用(PPIs)是所有细胞活动的关键。尽管具有大量的蛋白质,但细胞对ppi具有空间和时间控制,以避免细胞通路失调。大量的研究工作旨在寻找新的PPI,从文献中整理PPI,并建立可搜索的PPI数据库。这些数据库已被实验和计算科学家广泛使用。在这里,我们发现这些数据库捕获的ppi是高度异构的,集中在少数物种上。这些问题阻碍了研究人员对可靠ppi的全面了解,影响了机器学习模型的准确性和实验设计的有效性。然而,有机会在计算和实验上填补空白。我们建议开发一个系统发育知情的方法来测试PPIs实验和计算。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Biochemical Society transactions
Biochemical Society transactions 生物-生化与分子生物学
CiteScore
7.80
自引率
0.00%
发文量
351
审稿时长
3-6 weeks
期刊介绍: Biochemical Society Transactions is the reviews journal of the Biochemical Society. Publishing concise reviews written by experts in the field, providing a timely snapshot of the latest developments across all areas of the molecular and cellular biosciences. Elevating our authors’ ideas and expertise, each review includes a perspectives section where authors offer comment on the latest advances, a glimpse of future challenges and highlighting the importance of associated research areas in far broader contexts.
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