Urine Measurements of the Renin-Angiotensin System-Regulated Proteins Predict Death and Graft Loss in Kidney Transplant Recipients Enrolled in a Ramipril versus Placebo Randomized Controlled Trial

The renin-angiotensin system (RAS) is involved in kidney fibrosis. We previously identified six RAS-regulated proteins (RHOB, BST1, LYPA1, GLNA, TSP1, and LAMB2) that were increased in the urine of patients with kidney allograft fibrosis, compared to patients without fibrosis. We hypothesized that these urinary RAS-regulated proteins predicted primary outcomes in kidney transplant recipients enrolled in the largest RAS inhibitor randomized controlled trial. Urine excretion of 10 peptides corresponding to the six RAS-regulated proteins was quantified using parallel reaction monitoring mass spectrometry assays (normalized by urine creatinine) in a subset of patients in the trial. Machine learning models predicting outcomes based on urine peptide excretion rates were developed and evaluated. Urine samples (<i>n</i> = 111) from 56 patients were collected at 0, 6, 12, and 24 months. Twenty-four primary outcomes (doubling of serum creatinine, graft loss, or death) occurred in 17 patients. Logistic regression utilizing eight peptides of TSP1, BST1, LAMB2, LYPA1, and RHOB, from the last urine sample prior to outcomes, predicted a graft loss with an AUC of 0.78 (<i>p</i> = 0.00001). A random forest classifier utilizing BST1 and LYPA1 peptides predicted death with an AUC of 0.80 (<i>p</i> = 0.0016). Urine measurements of RAS-regulated proteins may predict outcomes in kidney transplant recipients, although further prospective studies are required.

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Publication Details

Journal
Journal of Proteome Research
Published
2025-03-20
DOI
https://doi.org/10.1021/acs.jproteome.4c01100
Primary Topic
Renal Transplantation Outcomes and Treatments
Type
article
Field-Weighted Citation Impact
0.00

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article

Urine Measurements of the Renin-Angiotensin System-Regulated Proteins Predict Death and Graft Loss in Kidney Transplant Recipients Enrolled in a Ramipril versus Placebo Randomized Controlled Trial

Ana Konvalinka, Kevin D. Burns, Max Kotlyar, Greg A. Knoll et al.
Journal of Proteome Research
Renal Transplantation Outcomes and Treatments
article

Urine Measurements of the Renin-Angiotensin System-Regulated Proteins Predict Death and Graft Loss in Kidney Transplant Recipients Enrolled in a Ramipril versus Placebo Randomized Controlled Trial

Ana Konvalinka, Kevin D. Burns, Max Kotlyar, Greg A. Knoll, Igor Jurišica, Davor Brinc, Sofia Farkona
article en

Abstract

The renin-angiotensin system (RAS) is involved in kidney fibrosis. We previously identified six RAS-regulated proteins (RHOB, BST1, LYPA1, GLNA, TSP1, and LAMB2) that were increased in the urine of patients with kidney allograft fibrosis, compared to patients without fibrosis. We hypothesized that these urinary RAS-regulated proteins predicted primary outcomes in kidney transplant recipients enrolled in the largest RAS inhibitor randomized controlled trial. Urine excretion of 10 peptides corresponding to the six RAS-regulated proteins was quantified using parallel reaction monitoring mass spectrometry assays (normalized by urine creatinine) in a subset of patients in the trial. Machine learning models predicting outcomes based on urine peptide excretion rates were developed and evaluated. Urine samples (<i>n</i> = 111) from 56 patients were collected at 0, 6, 12, and 24 months. Twenty-four primary outcomes (doubling of serum creatinine, graft loss, or death) occurred in 17 patients. Logistic regression utilizing eight peptides of TSP1, BST1, LAMB2, LYPA1, and RHOB, from the last urine sample prior to outcomes, predicted a graft loss with an AUC of 0.78 (<i>p</i> = 0.00001). A random forest classifier utilizing BST1 and LYPA1 peptides predicted death with an AUC of 0.80 (<i>p</i> = 0.0016). Urine measurements of RAS-regulated proteins may predict outcomes in kidney transplant recipients, although further prospective studies are required.

Journal of Proteome ResearchVol. 24(4)
University Health Network (CA), University of Ottawa (CA), University of Toronto (CA), Slovak Academy of Sciences (SK), Discovery Centre (CA), Ottawa Hospital (CA), Toronto General Hospital (CA), Health Net (US), Laboratoire de Biologie Structurale de la Cellule (FR), Institute of Neuroimmunology of the Slovak Academy of Sciences (SK), Toronto General Hospital Research Institute, Krembil Research Institute, Ottawa Hospital Research Institute (CA), Maharshi Dayanand Saraswati University (IN)
Ontario Research Foundation, Canada Foundation for Innovation, Canadian Society of Transplantation, University Health Network Foundation, Canadian Institutes of Health Research, Natural Sciences and Engineering Research Council of Canada
Good health and well-being
Openalex Percentile: Top 92%
Renal Transplantation Outcomes and Treatments
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