Plasma metabolomics profiling for the prediction of cytomegalovirus DNAemia and analysis of virus host interaction in allogeneic stem cell transplant recipients

被引:6
作者
Monleon, Daniel [1 ]
Gimenez, Estela [2 ]
Munoz-Cobo, Beatriz [2 ]
Manuel Morales, Jose [1 ]
Solano, Carlos [3 ,4 ]
Amat, Paula [3 ]
Navarro, David [2 ,5 ]
机构
[1] Fdn Invest INCLIVA, Metabol & Mol Image Lab, Valencia, Spain
[2] Hosp Clin Univ, Microbiol Serv, Fdn Invest INCLIVA, Valencia, Spain
[3] Hosp Clin Univ, Hematal & Med Oncol Serv, Fdn Invest INCLIVA, Valencia, Spain
[4] Univ Valencia, Sch Med, Dept Med, Valencia, Spain
[5] Univ Valencia, Sch Med, Dept Microbiol, Valencia, Spain
关键词
MAGNETIC-RESONANCE-SPECTROSCOPY; BLOOD; METABONOMICS; THERAPY; SERUM; MICE;
D O I
10.1099/jgv.0.000275
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Metabolomics analysis of biofluids is increasingly being recognized as a useful tool for the diagnosis and management of a number of infectious diseases. Here we showed that plasma metabolomics profiling by untargeted H-1 nuclear magnetic resonance may allow the anticipation of the occurrence of cytomegalovirus (CMV) DNAemia in allogeneic stem cell transplant. For this purpose, key discriminatory metabolites were total glutathione, taurine, methylamine, trimethylamine N-oxide and lactate, all of which were upregulated in patients eventually developing CMV DNAemia. The overall classification accuracy (predictability) of the projection to latent structure discriminant analysis (PLS-DA) model in cross-validation technical replicates was 73 %. Increased levels of alanine, lactate and total fatty acids, and a shift in the fatty acid profile towards unsaturated species, were observed in patients with detectable CMV DNA in plasma. The classification accuracy of this PLS-DA model in cross-validation technical replicates was 81 %. Plasma metabolomics profiling may prove useful for identifying patients at highest risk for CMV DNAemia thus allowing early inception of antiviral therapy.
引用
收藏
页码:3373 / 3381
页数:9
相关论文
共 20 条
[1]   Comparison of the new Abbott Real Time CMV assay and the Abbott CMV PCR Kit for the quantitation of plasma cytomegalovirus DNAemia [J].
Angeles Clari, Maria ;
Bravo, Dayana ;
Costa, Elisa ;
Munoz-Cobo, Beatriz ;
Solano, Carlos ;
Jose Remigia, Maria ;
Gimenez, Estela ;
BenMarzouk-Hidalgo, Omar J. ;
Perez-Romero, Pilar ;
Navarro, David .
DIAGNOSTIC MICROBIOLOGY AND INFECTIOUS DISEASE, 2013, 75 (02) :207-209
[2]   Metabolomic Profile of Human Myocardial Ischemia by Nuclear Magnetic Resonance Spectroscopy of Peripheral Blood Serum A Translational Study Based on Transient Coronary Occlusion Models [J].
Bodi, Vicente ;
Sanchis, Juan ;
Morales, Jose M. ;
Marrachelli, Vannina G. ;
Nunez, Julio ;
Forteza, Maria J. ;
Chaustre, Fabian ;
Gomez, Cristina ;
Mainar, Luis ;
Minana, Gema ;
Rumiz, Eva ;
Husser, Oliver ;
Noguera, Inmaculada ;
Diaz, Ana ;
Moratal, David ;
Carratala, Arturo ;
Bosch, Xavier ;
Llacer, Angel ;
Chorro, Francisco J. ;
Vina, Juan R. ;
Monleon, Daniel .
JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2012, 59 (18) :1629-1641
[3]   Recent Advances in Cytomegalovirus: An Update on Pharmacologic and Cellular Therapies [J].
Boeckh, Michael ;
Murphy, William J. ;
Peggs, Karl S. .
BIOLOGY OF BLOOD AND MARROW TRANSPLANTATION, 2015, 21 (01) :24-29
[4]   RasGrf1 deficiency delays dging in mice [J].
Borras, Consuelo ;
Monleon, Daniel ;
Lopez-Grueso, Raul ;
Gambini, Juan ;
Orlando, Leonardo ;
Pallardo, Federico V. ;
Santos, Eugenio ;
Vina, Jose ;
Font de Mora, Jaime .
AGING-US, 2011, 3 (03) :262-276
[5]   Lipopolysaccharide, tumor necrosis factor alpha, or interleukin-1β triggers reactivation of latent cytomegalovirus in immunocompetent mice [J].
Cook, Charles H. ;
Trgovcich, Joanne ;
Zimmerman, Peter D. ;
Zhang, Yingxue ;
Sedmak, Daniel D. .
JOURNAL OF VIROLOGY, 2006, 80 (18) :9151-9158
[6]   Assessment of analytical reproducibility of 1H NMR spectroscopy based metabonomics for large-scale epidemiological research:: the INTERMAP study [J].
Dumas, ME ;
Maibaum, EC ;
Teague, C ;
Ueshima, H ;
Zhou, BF ;
Lindon, JC ;
Nicholson, JK ;
Stamler, J ;
Elliott, P ;
Chan, Q ;
Holmes, E .
ANALYTICAL CHEMISTRY, 2006, 78 (07) :2199-2208
[7]   Early Kinetics of Plasma Cytomegalovirus DNA Load in Allogeneic Stem Cell Transplant Recipients in the Era of Highly Sensitive Real-Time PCR Assays: Does It Have Any Clinical Value? [J].
Gimenez, Estela ;
Munoz-Cobo, Beatriz ;
Solano, Carlos ;
Amat, Paula ;
Navarro, David .
JOURNAL OF CLINICAL MICROBIOLOGY, 2014, 52 (02) :654-656
[8]   Human metabolic phenotype diversity and its association with diet and blood pressure [J].
Holmes, Elaine ;
Loo, Ruey Leng ;
Stamler, Jeremiah ;
Bictash, Magda ;
Yap, Ivan K. S. ;
Chan, Queenie ;
Ebbels, Tim ;
De Iorio, Maria ;
Brown, Ian J. ;
Veselkov, Kirill A. ;
Daviglus, Martha L. ;
Kesteloot, Hugo ;
Ueshima, Hirotsugu ;
Zhao, Liancheng ;
Nicholson, Jeremy K. ;
Elliott, Paul .
NATURE, 2008, 453 (7193) :396-U50
[9]   Quality Markers Addressing Preanalytical Variations of Blood and Plasma Processing Identified by Broad and Targeted Metabolite Profiling [J].
Kamlage, Beate ;
Maldonado, Sandra Gonzalez ;
Bethan, Bianca ;
Peter, Erik ;
Schmitz, Oliver ;
Liebenberg, Volker ;
Schatz, Philipp .
CLINICAL CHEMISTRY, 2014, 60 (02) :399-412
[10]   Effects of endotoxin on lactate metabolism in humans [J].
Michaeli, Burkhard ;
Martinez, Alexandre ;
Revelly, Jean-Pierre ;
Cayeux, Marie-Christine ;
Chiolero, Rene L. ;
Tappy, Luc ;
Berger, Mette M. .
CRITICAL CARE, 2012, 16 (04)