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Quantitative Mass Spectrometry Normalization in Urine Biomarker Analysis in Nephrotic Syndrome
Chronic kidney disease (CKD) affects 30 million adults, costs ∼$79 billion dollars (2016) in Medicare expenditures, and is the ninth leading cause of death in the USA. The disease is silent or undiagnosed in almost half of people with severely reduced kidney function. The urine provides an ideal bio...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
S. Karger AG
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9529004/ https://www.ncbi.nlm.nih.gov/pubmed/36199623 http://dx.doi.org/10.1159/000522217 |
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author | Cummins, Timothy D. Powell, David W. Wilkey, Daniel W. Brady, Makayla P. Benz, Fredrick W. Barati, Michelle T. Caster, Dawn J. Klein, Jon B. Merchant, Michael L. |
author_facet | Cummins, Timothy D. Powell, David W. Wilkey, Daniel W. Brady, Makayla P. Benz, Fredrick W. Barati, Michelle T. Caster, Dawn J. Klein, Jon B. Merchant, Michael L. |
author_sort | Cummins, Timothy D. |
collection | PubMed |
description | Chronic kidney disease (CKD) affects 30 million adults, costs ∼$79 billion dollars (2016) in Medicare expenditures, and is the ninth leading cause of death in the USA. The disease is silent or undiagnosed in almost half of people with severely reduced kidney function. The urine provides an ideal biofluid that is accessible to high-sensitivity mass spectrometry-based proteomic interrogation and is an indicator of renal homeostasis. While the accurate and precise diagnosis and better disease management of CKD can be aided using urine biomarkers, their discovery in excessive protein or nephrotic urine samples can present challenges. In this work, we present a mass spectrometry-based method utilizing multiplex tandem mass tag (TMT) quantification and improved protein quantification using reporter ion normalization to urinary creatinine to analyze urinary proteins from patients with a form of nephrotic syndrome (focal segmental glomerulosclerosis [FSGS]). A comparative analysis was performed for urine from patients in remission (RM) versus active disease (DX) flare. Two-dimensional LC-MS/MS TMT quantitative analysis identified over 1,058 urine proteins and 580 proteins with 2 peptides or greater and quantifiable. Normalization of TMT abundance values to creatinine per ml of urine concentrated reduced variability in 2D-TMT-LC-MS/MS experiments. Univariate and multivariate analyses showed that 27 proteins were significantly increased in a proteinuric DX flare. Hierarchical heatmap clustering showed that SERPINA1 and ORM1 were increased >1.5-fold in active DX versus RM urine samples. ELISA validation of SERPINA1 and ORM1 abundance agreed with our quantitative TMT proteomics analysis. These findings provide support for the utility of this method for identification of novel diagnostic markers of CKD and identify SERPINA1 and ORM1 as promising candidate diagnostic markers for FSGS. |
format | Online Article Text |
id | pubmed-9529004 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | S. Karger AG |
record_format | MEDLINE/PubMed |
spelling | pubmed-95290042023-02-06 Quantitative Mass Spectrometry Normalization in Urine Biomarker Analysis in Nephrotic Syndrome Cummins, Timothy D. Powell, David W. Wilkey, Daniel W. Brady, Makayla P. Benz, Fredrick W. Barati, Michelle T. Caster, Dawn J. Klein, Jon B. Merchant, Michael L. Glomerular Dis Methods Article Chronic kidney disease (CKD) affects 30 million adults, costs ∼$79 billion dollars (2016) in Medicare expenditures, and is the ninth leading cause of death in the USA. The disease is silent or undiagnosed in almost half of people with severely reduced kidney function. The urine provides an ideal biofluid that is accessible to high-sensitivity mass spectrometry-based proteomic interrogation and is an indicator of renal homeostasis. While the accurate and precise diagnosis and better disease management of CKD can be aided using urine biomarkers, their discovery in excessive protein or nephrotic urine samples can present challenges. In this work, we present a mass spectrometry-based method utilizing multiplex tandem mass tag (TMT) quantification and improved protein quantification using reporter ion normalization to urinary creatinine to analyze urinary proteins from patients with a form of nephrotic syndrome (focal segmental glomerulosclerosis [FSGS]). A comparative analysis was performed for urine from patients in remission (RM) versus active disease (DX) flare. Two-dimensional LC-MS/MS TMT quantitative analysis identified over 1,058 urine proteins and 580 proteins with 2 peptides or greater and quantifiable. Normalization of TMT abundance values to creatinine per ml of urine concentrated reduced variability in 2D-TMT-LC-MS/MS experiments. Univariate and multivariate analyses showed that 27 proteins were significantly increased in a proteinuric DX flare. Hierarchical heatmap clustering showed that SERPINA1 and ORM1 were increased >1.5-fold in active DX versus RM urine samples. ELISA validation of SERPINA1 and ORM1 abundance agreed with our quantitative TMT proteomics analysis. These findings provide support for the utility of this method for identification of novel diagnostic markers of CKD and identify SERPINA1 and ORM1 as promising candidate diagnostic markers for FSGS. S. Karger AG 2022-01-27 /pmc/articles/PMC9529004/ /pubmed/36199623 http://dx.doi.org/10.1159/000522217 Text en Copyright © 2022 by The Author(s). Published by S. Karger AG, Basel https://creativecommons.org/licenses/by-nc/4.0/This article is licensed under the Creative Commons Attribution-NonCommercial 4.0 International License (CC BY-NC). Usage and distribution for commercial purposes requires written permission. |
spellingShingle | Methods Article Cummins, Timothy D. Powell, David W. Wilkey, Daniel W. Brady, Makayla P. Benz, Fredrick W. Barati, Michelle T. Caster, Dawn J. Klein, Jon B. Merchant, Michael L. Quantitative Mass Spectrometry Normalization in Urine Biomarker Analysis in Nephrotic Syndrome |
title | Quantitative Mass Spectrometry Normalization in Urine Biomarker Analysis in Nephrotic Syndrome |
title_full | Quantitative Mass Spectrometry Normalization in Urine Biomarker Analysis in Nephrotic Syndrome |
title_fullStr | Quantitative Mass Spectrometry Normalization in Urine Biomarker Analysis in Nephrotic Syndrome |
title_full_unstemmed | Quantitative Mass Spectrometry Normalization in Urine Biomarker Analysis in Nephrotic Syndrome |
title_short | Quantitative Mass Spectrometry Normalization in Urine Biomarker Analysis in Nephrotic Syndrome |
title_sort | quantitative mass spectrometry normalization in urine biomarker analysis in nephrotic syndrome |
topic | Methods Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9529004/ https://www.ncbi.nlm.nih.gov/pubmed/36199623 http://dx.doi.org/10.1159/000522217 |
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