Identification of a serum and urine extracellular vesicle signature predicting renal outcome after kidney transplant

被引:17
作者
Burrello, Jacopo [1 ,2 ]
Monticone, Silvia [2 ]
Burrello, Alessio [3 ]
Bolis, Sara [1 ]
Cristalli, Carlotta Pia [4 ]
Comai, Giorgia [4 ]
Corradetti, Valeria [4 ]
Grange, Cristina [2 ]
Orlando, Giuseppe [5 ]
Bonafe, Massimiliano [4 ,6 ]
La Manna, Gaetano [4 ]
Barile, Lucio [1 ,7 ,8 ]
Bussolati, Benedetta [9 ]
机构
[1] Ente Osped Cantonale, Cardiovasc Theranost, Ist Cardioctr Ticino, Labs Translat Res, Lugano, Switzerland
[2] Univ Torino, Dept Med Sci, Turin, Italy
[3] Univ Bologna, Dept Elect Elect & Informat Engn DEI, Bologna, Italy
[4] Univ Bologna, IRCCS Azienda Osped Univ Bologna, Nephrol Dialysis & Renal Transplant Unit, Bologna, Italy
[5] Wake Forest Univ, Bowman Gray Sch Med, Dept Surg, Sect Transplantat, Winston Salem, NC 27103 USA
[6] Univ Bologna, AlmaMater Studiorum, Dept Expt Diagnost & Specialty Med, Bologna, Italy
[7] Univ Svizzera Italiana, Fac Biomed Sci, Lugano, Switzerland
[8] Scuola Super Sant Anna, Inst Life Sci, Pisa, Italy
[9] Univ Torino, Dept Mol Biotechnol & Hlth Sci, Turin, Italy
关键词
biomarker; chronic kidney disease; extracellular vesicle; kidney transplant; machine learning; PROGENITOR CELLS; BIOMARKER; EXOSOMES; INCREASE; RISK;
D O I
10.1093/ndt/gfac259
中图分类号
R3 [基础医学]; R4 [临床医学];
学科分类号
1001 ; 1002 ; 100602 ;
摘要
Background A long-standing effort is dedicated towards the identification of biomarkers allowing the prediction of graft outcome after kidney transplant. Extracellular vesicles (EVs) circulating in body fluids represent an attractive candidate, as their cargo mirrors the originating cell and its pathophysiological status. The aim of the study was to investigate EV surface antigens as potential predictors of renal outcome after kidney transplant. Methods We characterized 37 surface antigens by flow cytometry, in serum and urine EVs from 58 patients who were evaluated before, and at 10-14 days, 3 months and 1 year after transplant, for a total of 426 analyzed samples. The outcome was defined according to estimated glomerular filtration rate (eGFR) at 1 year. Results Endothelial cells and platelets markers (CD31, CD41b, CD42a and CD62P) in serum EVs were higher at baseline in patients with persistent kidney dysfunction at 1 year, and progressively decreased after kidney transplant. Conversely, mesenchymal progenitor cell marker (CD1c, CD105, CD133, SSEEA-4) in urine EVs progressively increased after transplant in patients displaying renal recovery at follow-up. These markers correlated with eGFR, creatinine and proteinuria, associated with patient outcome at univariate analysis and were able to predict patient outcome at receiver operating characteristics curves analysis. A specific EV molecular signature obtained by supervised learning correctly classified patients according to 1-year renal outcome. Conclusions An EV-based signature, reflecting the cardiovascular profile of the recipient, and the repairing/regenerative features of the graft, could be introduced as a non-invasive tool for a tailored management of follow-up of patients undergoing kidney transplant.
引用
收藏
页码:764 / 777
页数:14
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