Cargando…

Targeted MRM Quantification of Urinary Proteins in Chronic Kidney Disease Caused by Glomerulopathies

Glomerulopathies with nephrotic syndrome that are resistant to therapy often progress to end-stage chronic kidney disease (CKD) and require timely and accurate diagnosis. Targeted quantitative urine proteome analysis by mass spectrometry (MS) with multiple-reaction monitoring (MRM) is a promising to...

Descripción completa

Detalles Bibliográficos
Autores principales: Kononikhin, Alexey S., Brzhozovskiy, Alexander G., Bugrova, Anna E., Chebotareva, Natalia V., Zakharova, Natalia V., Semenov, Savva, Vinogradov, Anatoliy, Indeykina, Maria I., Moiseev, Sergey, Larina, Irina M., Nikolaev, Evgeny N.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10142111/
https://www.ncbi.nlm.nih.gov/pubmed/37110557
http://dx.doi.org/10.3390/molecules28083323
_version_ 1785033536110067712
author Kononikhin, Alexey S.
Brzhozovskiy, Alexander G.
Bugrova, Anna E.
Chebotareva, Natalia V.
Zakharova, Natalia V.
Semenov, Savva
Vinogradov, Anatoliy
Indeykina, Maria I.
Moiseev, Sergey
Larina, Irina M.
Nikolaev, Evgeny N.
author_facet Kononikhin, Alexey S.
Brzhozovskiy, Alexander G.
Bugrova, Anna E.
Chebotareva, Natalia V.
Zakharova, Natalia V.
Semenov, Savva
Vinogradov, Anatoliy
Indeykina, Maria I.
Moiseev, Sergey
Larina, Irina M.
Nikolaev, Evgeny N.
author_sort Kononikhin, Alexey S.
collection PubMed
description Glomerulopathies with nephrotic syndrome that are resistant to therapy often progress to end-stage chronic kidney disease (CKD) and require timely and accurate diagnosis. Targeted quantitative urine proteome analysis by mass spectrometry (MS) with multiple-reaction monitoring (MRM) is a promising tool for early CKD diagnostics that could replace the invasive biopsy procedure. However, there are few studies regarding the development of highly multiplexed MRM assays for urine proteome analysis, and the two MRM assays for urine proteomics described so far demonstrate very low consistency. Thus, the further development of targeted urine proteome assays for CKD is actual task. Herein, a BAK270 MRM assay previously validated for blood plasma protein analysis was adapted for urine-targeted proteomics. Because proteinuria associated with renal impairment is usually associated with an increased diversity of plasma proteins being present in urine, the use of this panel was appropriate. Another advantage of the BAK270 MRM assay is that it includes 35 potential CKD markers described previously. Targeted LC-MRM MS analysis was performed for 69 urine samples from 46 CKD patients and 23 healthy controls, revealing 138 proteins that were found in ≥2/3 of the samples from at least one of the groups. The results obtained confirm 31 previously proposed CKD markers. Combination of MRM analysis with machine learning for data processing was performed. As a result, a highly accurate classifier was developed (AUC = 0.99) that enables distinguishing between mild and severe glomerulopathies based on the assessment of only three urine proteins (GPX3, PLMN, and A1AT or SHBG).
format Online
Article
Text
id pubmed-10142111
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-101421112023-04-29 Targeted MRM Quantification of Urinary Proteins in Chronic Kidney Disease Caused by Glomerulopathies Kononikhin, Alexey S. Brzhozovskiy, Alexander G. Bugrova, Anna E. Chebotareva, Natalia V. Zakharova, Natalia V. Semenov, Savva Vinogradov, Anatoliy Indeykina, Maria I. Moiseev, Sergey Larina, Irina M. Nikolaev, Evgeny N. Molecules Article Glomerulopathies with nephrotic syndrome that are resistant to therapy often progress to end-stage chronic kidney disease (CKD) and require timely and accurate diagnosis. Targeted quantitative urine proteome analysis by mass spectrometry (MS) with multiple-reaction monitoring (MRM) is a promising tool for early CKD diagnostics that could replace the invasive biopsy procedure. However, there are few studies regarding the development of highly multiplexed MRM assays for urine proteome analysis, and the two MRM assays for urine proteomics described so far demonstrate very low consistency. Thus, the further development of targeted urine proteome assays for CKD is actual task. Herein, a BAK270 MRM assay previously validated for blood plasma protein analysis was adapted for urine-targeted proteomics. Because proteinuria associated with renal impairment is usually associated with an increased diversity of plasma proteins being present in urine, the use of this panel was appropriate. Another advantage of the BAK270 MRM assay is that it includes 35 potential CKD markers described previously. Targeted LC-MRM MS analysis was performed for 69 urine samples from 46 CKD patients and 23 healthy controls, revealing 138 proteins that were found in ≥2/3 of the samples from at least one of the groups. The results obtained confirm 31 previously proposed CKD markers. Combination of MRM analysis with machine learning for data processing was performed. As a result, a highly accurate classifier was developed (AUC = 0.99) that enables distinguishing between mild and severe glomerulopathies based on the assessment of only three urine proteins (GPX3, PLMN, and A1AT or SHBG). MDPI 2023-04-09 /pmc/articles/PMC10142111/ /pubmed/37110557 http://dx.doi.org/10.3390/molecules28083323 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Kononikhin, Alexey S.
Brzhozovskiy, Alexander G.
Bugrova, Anna E.
Chebotareva, Natalia V.
Zakharova, Natalia V.
Semenov, Savva
Vinogradov, Anatoliy
Indeykina, Maria I.
Moiseev, Sergey
Larina, Irina M.
Nikolaev, Evgeny N.
Targeted MRM Quantification of Urinary Proteins in Chronic Kidney Disease Caused by Glomerulopathies
title Targeted MRM Quantification of Urinary Proteins in Chronic Kidney Disease Caused by Glomerulopathies
title_full Targeted MRM Quantification of Urinary Proteins in Chronic Kidney Disease Caused by Glomerulopathies
title_fullStr Targeted MRM Quantification of Urinary Proteins in Chronic Kidney Disease Caused by Glomerulopathies
title_full_unstemmed Targeted MRM Quantification of Urinary Proteins in Chronic Kidney Disease Caused by Glomerulopathies
title_short Targeted MRM Quantification of Urinary Proteins in Chronic Kidney Disease Caused by Glomerulopathies
title_sort targeted mrm quantification of urinary proteins in chronic kidney disease caused by glomerulopathies
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10142111/
https://www.ncbi.nlm.nih.gov/pubmed/37110557
http://dx.doi.org/10.3390/molecules28083323
work_keys_str_mv AT kononikhinalexeys targetedmrmquantificationofurinaryproteinsinchronickidneydiseasecausedbyglomerulopathies
AT brzhozovskiyalexanderg targetedmrmquantificationofurinaryproteinsinchronickidneydiseasecausedbyglomerulopathies
AT bugrovaannae targetedmrmquantificationofurinaryproteinsinchronickidneydiseasecausedbyglomerulopathies
AT chebotarevanataliav targetedmrmquantificationofurinaryproteinsinchronickidneydiseasecausedbyglomerulopathies
AT zakharovanataliav targetedmrmquantificationofurinaryproteinsinchronickidneydiseasecausedbyglomerulopathies
AT semenovsavva targetedmrmquantificationofurinaryproteinsinchronickidneydiseasecausedbyglomerulopathies
AT vinogradovanatoliy targetedmrmquantificationofurinaryproteinsinchronickidneydiseasecausedbyglomerulopathies
AT indeykinamariai targetedmrmquantificationofurinaryproteinsinchronickidneydiseasecausedbyglomerulopathies
AT moiseevsergey targetedmrmquantificationofurinaryproteinsinchronickidneydiseasecausedbyglomerulopathies
AT larinairinam targetedmrmquantificationofurinaryproteinsinchronickidneydiseasecausedbyglomerulopathies
AT nikolaevevgenyn targetedmrmquantificationofurinaryproteinsinchronickidneydiseasecausedbyglomerulopathies