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ProMetheusDB:高质量人类甲基化蛋白质组的深度分析。

ProMetheusDB: An In-Depth Analysis of the High-Quality Human Methyl-proteome.

机构信息

Department of Experimental Oncology, European Institute of Oncology IRCCS, Milan, Italy; European School of Molecular Medicine (SEMM), Milan, Italy.

Department of Experimental Oncology, European Institute of Oncology IRCCS, Milan, Italy; Center for Genomic Science of Istituto Italiano di Tecnologia at European School of Molecular Medicine, Istituto Italiano di Tecnologia, Milan, Italy; Institute of Biomedical Technologies, National Research Council, Milan, Italy.

出版信息

Mol Cell Proteomics. 2022 Jul;21(7):100243. doi: 10.1016/j.mcpro.2022.100243. Epub 2022 May 14.

Abstract

Protein arginine (R) methylation is a post-translational modification involved in various biological processes, such as RNA splicing, DNA repair, immune response, signal transduction, and tumor development. Although several advancements were made in the study of this modification by mass spectrometry, researchers still face the problem of a high false discovery rate. We present a dataset of high-quality methylations obtained from several different heavy methyl stable isotope labeling with amino acids in cell culture experiments analyzed with a machine learning-based tool and show that this model allows for improved high-confidence identification of real methyl-peptides. Overall, our results are consistent with the notion that protein R methylation modulates protein-RNA interactions and suggest a role in rewiring protein-protein interactions, for which we provide experimental evidence for a representative case (i.e., NONO [non-POU domain-containing octamer-binding protein]-paraspeckle component 1 [PSPC1]). Upon intersecting our R-methyl-sites dataset with the PhosphoSitePlus phosphorylation dataset, we observed that R methylation correlates differently with S/T-Y phosphorylation in response to various stimuli. Finally, we explored the application of heavy methyl stable isotope labeling with amino acids in cell culture to identify unconventional methylated residues and successfully identified novel histone methylation marks on serine 28 and threonine 32 of H3. The database generated, named ProMetheusDB, is freely accessible at https://bioserver.ieo.it/shiny/app/prometheusdb.

摘要

蛋白质精氨酸(R)甲基化是一种参与多种生物过程的翻译后修饰,如 RNA 剪接、DNA 修复、免疫反应、信号转导和肿瘤发生。尽管质谱在研究这种修饰方面取得了一些进展,但研究人员仍然面临着假阳性率高的问题。我们提供了一组从几个不同的重甲基稳定同位素标记与细胞培养实验中的氨基酸分析的高质量甲基化数据集,该数据集使用基于机器学习的工具进行分析,并表明该模型允许对真实的甲基肽进行更可靠的鉴定。总的来说,我们的结果与蛋白质 R 甲基化调节蛋白质-RNA 相互作用的观点一致,并表明其在重新布线蛋白质-蛋白质相互作用中具有作用,我们为此提供了一个代表性案例(即 NONO [非 POUS 结构域包含八聚体结合蛋白]-paraspeckle 成分 1 [PSPC1])的实验证据。在将我们的 R-甲基化位点数据集与 PhosphoSitePlus 磷酸化数据集交叉后,我们观察到 R 甲基化与各种刺激下的 S/T-Y 磷酸化的相关性不同。最后,我们探索了重甲基稳定同位素标记与细胞培养中的氨基酸用于鉴定非常规甲基化残基的应用,并成功鉴定了 H3 丝氨酸 28 和苏氨酸 32 上的新型组蛋白甲基化标记。生成的数据库名为 ProMetheusDB,可在 https://bioserver.ieo.it/shiny/app/prometheusdb 上免费访问。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c37d/9207298/6a6a71215bc7/fx1.jpg

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