Proteomics and Metabolomics in Kidney Disease, including Insights into Etiology, Treatment, and Prevention

被引:113
作者
Dubin, Ruth F. [1 ]
Rhee, Eugene P. [2 ,3 ]
机构
[1] Univ Calif San Francisco, Div Nephrol, San Francisco Vet Affairs Med Ctr, San Francisco, CA 94143 USA
[2] Massachusetts Gen Hosp, Nephrol Div, Thier Res Bldg 1051,50 Blossom St, Boston, MA 02114 USA
[3] Massachusetts Gen Hosp, Endocrine Unit, Boston, MA 02114 USA
来源
CLINICAL JOURNAL OF THE AMERICAN SOCIETY OF NEPHROLOGY | 2020年 / 15卷 / 03期
关键词
Metabolomics; proteomics; proteome; diabetic nephropathy; diabetic nephropathies; metabolome; membranous glomerulonephritis; research personnel; confounding factors (epidemiology); prognosis; goals; kidney; mass spectrometry; biomarkers; microbiota; peptides; machine learning; environmental exposure; energy metabolism; chronic renal insufficiency; biological products; albumins; Kidney Genomics Series; TRIMETHYLAMINE-N-OXIDE; WIDE ASSOCIATION; METABOLISM; CKD; PHOSPHATIDYLCHOLINE; DIAGNOSIS; RECEPTOR;
D O I
10.2215/CJN.07420619
中图分类号
R5 [内科学]; R69 [泌尿科学(泌尿生殖系疾病)];
学科分类号
1002 ; 100201 ;
摘要
In this review of the application of proteomics and metabolomics to kidney disease research, we review key concepts, highlight illustrative examples, and outline future directions. The proteome and metabolome reflect the influence of environmental exposures in addition to genetic coding. Circulating levels of proteins and metabolites are dynamic and modifiable, and thus amenable to therapeutic targeting. Design and analytic considerations in proteomics and metabolomics studies should be tailored to the investigator?s goals. For the identification of clinical biomarkers, adjustment for all potential confounding variables, particularly GFR, and strict significance thresholds are warranted. However, this approach has the potential to obscure biologic signals and can be overly conservative given the high degree of intercorrelation within the proteome and metabolome. Mass spectrometry, often coupled to up-front chromatographic separation techniques, is a major workhorse in both proteomics and metabolomics. High-throughput antibody- and aptamer-based proteomic platforms have emerged as additional, powerful approaches to assay the proteome. As the breadth of coverage for these methodologies continues to expand, machine learning tools and pathway analyses can help select the molecules of greatest interest and categorize them in distinct biologic themes. Studies to date have already made a substantial effect, for example elucidating target antigens in membranous nephropathy, identifying a signature of urinary peptides that adds prognostic information to urinary albumin in CKD, implicating circulating inflammatory proteins as potential mediators of diabetic nephropathy, demonstrating the key role of the microbiome in the uremic milieu, and highlighting kidney bioenergetics as a modifiable factor in AKI. Additional studies are required to replicate and expand on these findings in independent cohorts. Further, more work is needed to understand the longitudinal trajectory of select protein and metabolite markers, perform transomics analyses within merged datasets, and incorporate more kidney tissue?based investigation.
引用
收藏
页码:404 / 411
页数:8
相关论文
共 50 条
  • [1] Mass spectrometry-based proteomics
    Aebersold, R
    Mann, M
    [J]. NATURE, 2003, 422 (6928) : 198 - 207
  • [2] Colonic Contribution to Uremic Solutes
    Aronov, Pavel A.
    Luo, Frank J. -G.
    Plummer, Natalie S.
    Quan, Zhe
    Holmes, Susan
    Hostetter, Thomas H.
    Meyer, Timothy W.
    [J]. JOURNAL OF THE AMERICAN SOCIETY OF NEPHROLOGY, 2011, 22 (09): : 1769 - 1776
  • [3] M-Type Phospholipase A(sub 2) Receptor as Target Antigen in Idiopathic Membranous Nephropathy.
    Beck, Laurence H., Jr.
    Bonegio, Ramon G. B.
    Lambeau, Gerard
    Beck, David M.
    Powell, David W.
    Cummins, Timothy D.
    Klein, Jon B.
    Salant, David J.
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2009, 361 (01) : 11 - 21
  • [4] CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING
    BENJAMINI, Y
    HOCHBERG, Y
    [J]. JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) : 289 - 300
  • [5] Management of Membranous Nephropathy in the PLA2R Era
    Bomback, Andrew S.
    [J]. CLINICAL JOURNAL OF THE AMERICAN SOCIETY OF NEPHROLOGY, 2018, 13 (05): : 784 - 786
  • [6] The Impact of the Glomerular Filtration Rate on the Human Plasma Proteome
    Christensson, Anders
    Ash, Jessica A.
    DeLisle, Robert K.
    Gaspar, Fraser W.
    Ostroff, Rachel
    Grubb, Anders
    Lindstrom, Veronica
    Bruun, Laila
    Williams, Steve A.
    [J]. PROTEOMICS CLINICAL APPLICATIONS, 2018, 12 (03)
  • [7] Primary Membranous Nephropathy
    Couser, William G.
    [J]. CLINICAL JOURNAL OF THE AMERICAN SOCIETY OF NEPHROLOGY, 2017, 12 (06): : 983 - 997
  • [8] Naturally Occurring Human Urinary Peptides for Use in Diagnosis of Chronic Kidney Disease
    Good, David M.
    Zuerbig, Petra
    Argiles, Angel
    Bauer, Hartwig W.
    Behrens, Georg
    Coon, Joshua J.
    Dakna, Mohammed
    Decramer, Stephane
    Delles, Christian
    Dominiczak, Anna F.
    Ehrich, Jochen H. H.
    Eitner, Frank
    Fliser, Danilo
    Frommberger, Moritz
    Ganser, Arnold
    Girolami, Mark A.
    Golovko, Igor
    Gwinner, Wilfried
    Haubitz, Marion
    Herget-Rosenthal, Stefan
    Jankowski, Joachim
    Jahn, Holger
    Jerums, George
    Julian, Bruce A.
    Kellmann, Markus
    Kliem, Volker
    Kolch, Walter
    Krolewski, Andrzej S.
    Luppi, Mario
    Massy, Ziad
    Melter, Michael
    Neusuess, Christian
    Novak, Jan
    Peter, Karlheinz
    Rossing, Kasper
    Rupprecht, Harald
    Schanstra, Joost P.
    Schiffer, Eric
    Stolzenburg, Jens-Uwe
    Tarnow, Lise
    Theodorescu, Dan
    Thongboonkerd, Visith
    Vanholder, Raymond
    Weissinger, Eva M.
    Mischak, Harald
    Schmitt-Kopplin, Philippe
    [J]. MOLECULAR & CELLULAR PROTEOMICS, 2010, 9 (11) : 2424 - 2437
  • [9] Identifying Low-Abundance Biomarkers Aptamer-Based Proteomics Potentially Enables More Sensitive Detection in Cardiovascular Diseases
    Gramolini, Anthony
    Lau, Edward
    Liu, Peter P.
    [J]. CIRCULATION, 2016, 134 (04) : 286 - 289
  • [10] Metabolomic Alterations Associated with Cause of CKD
    Grams, Morgan E.
    Tin, Adrienne
    Rebholz, Casey M.
    Shafi, Tariq
    Koettgen, Anna
    Perrone, Ronald D.
    Sarnak, Mark J.
    Inker, Lesley A.
    Levey, Andrew S.
    Coresh, Josef
    [J]. CLINICAL JOURNAL OF THE AMERICAN SOCIETY OF NEPHROLOGY, 2017, 12 (11): : 1787 - 1794