Cargando…
FLEXIQuant-LF to quantify protein modification extent in label-free proteomics data
Improvements in LC-MS/MS methods and technology have enabled the identification of thousands of modified peptides in a single experiment. However, protein regulation by post-translational modifications (PTMs) is not binary, making methods to quantify the modification extent crucial to understanding...
Autores principales: | , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
eLife Sciences Publications, Ltd
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7721442/ https://www.ncbi.nlm.nih.gov/pubmed/33284109 http://dx.doi.org/10.7554/eLife.58783 |
_version_ | 1783620021292892160 |
---|---|
author | Schlaffner, Christoph N Kahnert, Konstantin Muntel, Jan Chauhan, Ruchi Renard, Bernhard Y Steen, Judith A Steen, Hanno |
author_facet | Schlaffner, Christoph N Kahnert, Konstantin Muntel, Jan Chauhan, Ruchi Renard, Bernhard Y Steen, Judith A Steen, Hanno |
author_sort | Schlaffner, Christoph N |
collection | PubMed |
description | Improvements in LC-MS/MS methods and technology have enabled the identification of thousands of modified peptides in a single experiment. However, protein regulation by post-translational modifications (PTMs) is not binary, making methods to quantify the modification extent crucial to understanding the role of PTMs. Here, we introduce FLEXIQuant-LF, a software tool for large-scale identification of differentially modified peptides and quantification of their modification extent without knowledge of the types of modifications involved. We developed FLEXIQuant-LF using label-free quantification of unmodified peptides and robust linear regression to quantify the modification extent of peptides. As proof of concept, we applied FLEXIQuant-LF to data-independent-acquisition (DIA) data of the anaphase promoting complex/cyclosome (APC/C) during mitosis. The unbiased FLEXIQuant-LF approach to assess the modification extent in quantitative proteomics data provides a better understanding of the function and regulation of PTMs. The software is available at https://github.com/SteenOmicsLab/FLEXIQuantLF. |
format | Online Article Text |
id | pubmed-7721442 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | eLife Sciences Publications, Ltd |
record_format | MEDLINE/PubMed |
spelling | pubmed-77214422020-12-09 FLEXIQuant-LF to quantify protein modification extent in label-free proteomics data Schlaffner, Christoph N Kahnert, Konstantin Muntel, Jan Chauhan, Ruchi Renard, Bernhard Y Steen, Judith A Steen, Hanno eLife Biochemistry and Chemical Biology Improvements in LC-MS/MS methods and technology have enabled the identification of thousands of modified peptides in a single experiment. However, protein regulation by post-translational modifications (PTMs) is not binary, making methods to quantify the modification extent crucial to understanding the role of PTMs. Here, we introduce FLEXIQuant-LF, a software tool for large-scale identification of differentially modified peptides and quantification of their modification extent without knowledge of the types of modifications involved. We developed FLEXIQuant-LF using label-free quantification of unmodified peptides and robust linear regression to quantify the modification extent of peptides. As proof of concept, we applied FLEXIQuant-LF to data-independent-acquisition (DIA) data of the anaphase promoting complex/cyclosome (APC/C) during mitosis. The unbiased FLEXIQuant-LF approach to assess the modification extent in quantitative proteomics data provides a better understanding of the function and regulation of PTMs. The software is available at https://github.com/SteenOmicsLab/FLEXIQuantLF. eLife Sciences Publications, Ltd 2020-12-07 /pmc/articles/PMC7721442/ /pubmed/33284109 http://dx.doi.org/10.7554/eLife.58783 Text en © 2020, Schlaffner et al http://creativecommons.org/licenses/by/4.0/ http://creativecommons.org/licenses/by/4.0/This article is distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use and redistribution provided that the original author and source are credited. |
spellingShingle | Biochemistry and Chemical Biology Schlaffner, Christoph N Kahnert, Konstantin Muntel, Jan Chauhan, Ruchi Renard, Bernhard Y Steen, Judith A Steen, Hanno FLEXIQuant-LF to quantify protein modification extent in label-free proteomics data |
title | FLEXIQuant-LF to quantify protein modification extent in label-free proteomics data |
title_full | FLEXIQuant-LF to quantify protein modification extent in label-free proteomics data |
title_fullStr | FLEXIQuant-LF to quantify protein modification extent in label-free proteomics data |
title_full_unstemmed | FLEXIQuant-LF to quantify protein modification extent in label-free proteomics data |
title_short | FLEXIQuant-LF to quantify protein modification extent in label-free proteomics data |
title_sort | flexiquant-lf to quantify protein modification extent in label-free proteomics data |
topic | Biochemistry and Chemical Biology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7721442/ https://www.ncbi.nlm.nih.gov/pubmed/33284109 http://dx.doi.org/10.7554/eLife.58783 |
work_keys_str_mv | AT schlaffnerchristophn flexiquantlftoquantifyproteinmodificationextentinlabelfreeproteomicsdata AT kahnertkonstantin flexiquantlftoquantifyproteinmodificationextentinlabelfreeproteomicsdata AT munteljan flexiquantlftoquantifyproteinmodificationextentinlabelfreeproteomicsdata AT chauhanruchi flexiquantlftoquantifyproteinmodificationextentinlabelfreeproteomicsdata AT renardbernhardy flexiquantlftoquantifyproteinmodificationextentinlabelfreeproteomicsdata AT steenjuditha flexiquantlftoquantifyproteinmodificationextentinlabelfreeproteomicsdata AT steenhanno flexiquantlftoquantifyproteinmodificationextentinlabelfreeproteomicsdata |