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ProMetheusDB: An In-Depth Analysis of the High-Quality Human Methyl-proteome
Authors:Enrico Massignani  Roberto Giambruno  Marianna Maniaci  Luciano Nicosia  Avinash Yadav  Alessandro Cuomo  Francesco Raimondi  Tiziana Bonaldi
Institution:1. Department of Experimental Oncology, European Institute of Oncology IRCCS, Milan, Italy;2. European School of Molecular Medicine (SEMM), Milan, Italy;3. Center for Genomic Science of Istituto Italiano di Tecnologia at European School of Molecular Medicine, Istituto Italiano di Tecnologia, Milan, Italy;4. Institute of Biomedical Technologies, National Research Council, Milan, Italy;5. Bio@SNS, Scuola Normale Superiore, Pisa, Italy;6. Department of Oncology and Haematology-Oncology, University of Milan, Milan, Italy
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.
Keywords:heavy methyl SILAC  machine learning  mass spectrometry  protein methylation  PTM crosstalk  protein–protein interactions  ADMA"}  {"#name":"keyword"  "$":{"id":"kwrd0045"}  "$$":[{"#name":"text"  "_":"asymmetric dimethyl-arginine  dRT"}  {"#name":"keyword"  "$":{"id":"kwrd0055"}  "$$":[{"#name":"text"  "_":"retention time difference  FDR"}  {"#name":"keyword"  "$":{"id":"kwrd0065"}  "$$":[{"#name":"text"  "_":"false discovery rate  GO"}  {"#name":"keyword"  "$":{"id":"kwrd0075"}  "$$":[{"#name":"text"  "_":"Gene Ontology  hmSILAC"}  {"#name":"keyword"  "$":{"id":"kwrd0085"}  "$$":[{"#name":"text"  "_":"heavy methyl SILAC  IP"}  {"#name":"keyword"  "$":{"id":"kwrd0095"}  "$$":[{"#name":"text"  "_":"immunoprecipitation  K"}  {"#name":"keyword"  "$":{"id":"kwrd0105"}  "$$":[{"#name":"text"  "_":"lysine  LLPS"}  {"#name":"keyword"  "$":{"id":"kwrd0115"}  "$$":[{"#name":"text"  "_":"liquid–liquid phase separation  LogRatio"}  {"#name":"keyword"  "$":{"id":"kwrd0125"}  "$$":[{"#name":"text"  "_":"log2 H/L intensity ratio  ME"}  {"#name":"keyword"  "$":{"id":"kwrd0135"}  "$$":[{"#name":"text"  "_":"mass error  ML"}  {"#name":"keyword"  "$":{"id":"kwrd0145"}  "$$":[{"#name":"text"  "_":"machine learning  MMA"}  {"#name":"keyword"  "$":{"id":"kwrd0155"}  "$$":[{"#name":"text"  "_":"monomethyl-arginine  MS"}  {"#name":"keyword"  "$":{"id":"kwrd0165"}  "$$":[{"#name":"text"  "_":"mass spectrometry  NONO"}  {"#name":"keyword"  "$":{"id":"kwrd0175"}  "$$":[{"#name":"text"  "_":"non-POU domain–containing octamer-binding protein  PPARα"}  {"#name":"keyword"  "$":{"id":"kwrd0185"}  "$$":[{"#name":"text"  "_":"peroxisome proliferator–activated receptor alpha  PPI"}  {"#name":"keyword"  "$":{"id":"kwrd0195"}  "$$":[{"#name":"text"  "_":"protein–protein interaction  PRMT"}  {"#name":"keyword"  "$":{"id":"kwrd0205"}  "$$":[{"#name":"text"  "_":"protein arginine methyltransferase  ProMetheusDB"}  {"#name":"keyword"  "$":{"id":"kwrd0215"}  "$$":[{"#name":"text"  "_":"ProMetheus database  PSPC1"}  {"#name":"keyword"  "$":{"id":"kwrd0225"}  "$$":[{"#name":"text"  "_":"paraspeckle component 1  PTM"}  {"#name":"keyword"  "$":{"id":"kwrd0235"}  "$$":[{"#name":"text"  "_":"post-translational modification  R"}  {"#name":"keyword"  "$":{"id":"kwrd0245"}  "$$":[{"#name":"text"  "_":"arginine  RBP"}  {"#name":"keyword"  "$":{"id":"kwrd0255"}  "$$":[{"#name":"text"  "_":"RNA-binding protein  RNP"}  {"#name":"keyword"  "$":{"id":"kwrd0265"}  "$$":[{"#name":"text"  "_":"ribonucleoprotein  RT"}  {"#name":"keyword"  "$":{"id":"kwrd0275"}  "$$":[{"#name":"text"  "_":"room temperature  SDMA"}  {"#name":"keyword"  "$":{"id":"kwrd0285"}  "$$":[{"#name":"text"  "_":"symmetric dimethyl-arginine  SILAC"}  {"#name":"keyword"  "$":{"id":"kwrd0295"}  "$$":[{"#name":"text"  "_":"stable isotope labeling with amino acids in cell culture  WCE"}  {"#name":"keyword"  "$":{"id":"kwrd0305"}  "$$":[{"#name":"text"  "_":"whole-cell extract
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