Urinary TMAO Levels Are Associated with the Taxonomic Composition of the Gut Microbiota and with the Choline TMA-Lyase Gene (cutC) Harbored by Enterobacteriaceae

被引:42
作者
Dalla Via, Alessandro [1 ]
Gargari, Giorgio [1 ]
Taverniti, Valentina [1 ]
Rondini, Greta [1 ]
Velardi, Ilaria [1 ]
Gambaro, Veniero [2 ]
Visconti, Giacomo Luca [2 ]
De Vitis, Valerio [1 ]
Gardana, Claudio [1 ]
Ragg, Enzio [1 ]
Pinto, Andrea [1 ]
Riso, Patrizia [1 ]
Guglielmetti, Simone [2 ]
机构
[1] Univ Milan, Dept Food Environm & Nutr Sci DeFENS, I-20122 Milan, Italy
[2] Univ Milan, Dept Pharmaceut Sci, I-20122 Milan, Italy
关键词
choline; trimethylamine; trimethylamine n-oxide; 16S rRNA gene profiling; qPCR; linear mixed models; TRIMETHYLAMINE-N-OXIDE; L-CARNITINE; METABOLISM; PHOSPHATIDYLCHOLINE; MARKER;
D O I
10.3390/nu12010062
中图分类号
R15 [营养卫生、食品卫生]; TS201 [基础科学];
学科分类号
100403 ;
摘要
Gut microbiota metabolization of dietary choline may promote atherosclerosis through trimethylamine (TMA), which is rapidly absorbed and converted in the liver to proatherogenic trimethylamine-N-oxide (TMAO). The aim of this study was to verify whether TMAO urinary levels may be associated with the fecal relative abundance of specific bacterial taxa and the bacterial choline TMA-lyase gene cutC. The analysis of sequences available in GenBank grouped the cutC gene into two main clusters, cut-Dd and cut-Kp. A quantitative real-time polymerase chain reaction (qPCR) protocol was developed to quantify cutC and was used with DNA isolated from three fecal samples collected weekly over the course of three consecutive weeks from 16 healthy adults. The same DNA was used for 16S rRNA gene profiling. Concomitantly, urine was used to quantify TMAO by ultra-performance liquid chromatography coupled with tandem mass spectrometry (UPLC-MS/MS). All samples were positive for cutC and TMAO. Correlation analysis showed that the cut-Kp gene cluster was significantly associated with Enterobacteriaceae. Linear mixed models revealed that urinary TMAO levels may be predicted by fecal cut-Kp and by 23 operational taxonomic units (OTUs). Most of the OTUs significantly associated with TMAO were also significantly associated with cut-Kp, confirming the possible relationship between these two factors. In conclusion, this preliminary method-development study suggests the existence of a relationship between TMAO excreted in urine, specific fecal bacterial OTUs, and a cutC subgroup ascribable to the choline-TMA conversion enzymes of Enterobacteriaceae.
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页数:14
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共 45 条
[1]   Fitting Linear Mixed-Effects Models Using lme4 [J].
Bates, Douglas ;
Maechler, Martin ;
Bolker, Benjamin M. ;
Walker, Steven C. .
JOURNAL OF STATISTICAL SOFTWARE, 2015, 67 (01) :1-48
[2]   Trimethylamine-N-Oxide, a Metabolite Associated with Atherosclerosis, Exhibits Complex Genetic and Dietary Regulation [J].
Bennett, Brian J. ;
Vallim, Thomas Q. de Aguiar ;
Wang, Zeneng ;
Shih, Diana M. ;
Meng, Yonghong ;
Gregory, Jill ;
Allayee, Hooman ;
Lee, Richard ;
Graham, Mark ;
Crooke, Rosanne ;
Edwards, Peter A. ;
Hazen, Stanley L. ;
Lusis, Aldons J. .
CELL METABOLISM, 2013, 17 (01) :49-60
[3]  
Bishnoi S., 2016, CEMENT INT, V14, P70
[4]   QIIME allows analysis of high-throughput community sequencing data [J].
Caporaso, J. Gregory ;
Kuczynski, Justin ;
Stombaugh, Jesse ;
Bittinger, Kyle ;
Bushman, Frederic D. ;
Costello, Elizabeth K. ;
Fierer, Noah ;
Pena, Antonio Gonzalez ;
Goodrich, Julia K. ;
Gordon, Jeffrey I. ;
Huttley, Gavin A. ;
Kelley, Scott T. ;
Knights, Dan ;
Koenig, Jeremy E. ;
Ley, Ruth E. ;
Lozupone, Catherine A. ;
McDonald, Daniel ;
Muegge, Brian D. ;
Pirrung, Meg ;
Reeder, Jens ;
Sevinsky, Joel R. ;
Tumbaugh, Peter J. ;
Walters, William A. ;
Widmann, Jeremy ;
Yatsunenko, Tanya ;
Zaneveld, Jesse ;
Knight, Rob .
NATURE METHODS, 2010, 7 (05) :335-336
[5]   New insights into the relationship between taste perception and oral microbiota composition [J].
Cattaneo, Camilla ;
Gargari, Giorgio ;
Koirala, Ranjan ;
Laureati, Monica ;
Riso, Patrizia ;
Guglielmetti, Simone ;
Pagliarini, Ella .
SCIENTIFIC REPORTS, 2019, 9 (1)
[6]   The Metabolite Trimethylamine-N-Oxide is an Emergent Biomarker of Human Health [J].
Chhibber-Goel, Jyoti ;
Singhal, Varsha ;
Parakh, Neeraj ;
Bhargava, Balram ;
Sharma, Amit .
CURRENT MEDICINAL CHEMISTRY, 2017, 24 (36) :3942-3953
[7]   The gut microbiota: a major player in the toxicity of environmental pollutants? [J].
Claus, Sandrine P. ;
Guillou, Herve ;
Ellero-Simatos, Sandrine .
NPJ BIOFILMS AND MICROBIOMES, 2016, 2
[8]   L-Carnitine intake and high trimethylamine N-oxide plasma levels correlate with low aortic lesions in ApoE-/- transgenic mice expressing CETP [J].
Collins, Heidi L. ;
Drazul-Schrader, Denise ;
Sulpizio, Anthony C. ;
Koster, Paul D. ;
Williamson, Yuping ;
Adelman, Steven J. ;
Owen, Kevin ;
Sanli, Toran ;
Bellamine, Aouatef .
ATHEROSCLEROSIS, 2016, 244 :29-37
[9]   Phenotypic and Genotypic Characterization of Lactic Acid Bacteria Isolated from Artisanal Italian Goat Cheese [J].
Colombo, E. ;
Franzetti, L. ;
Frusca, M. ;
Scarpellini, M. .
JOURNAL OF FOOD PROTECTION, 2010, 73 (04) :657-662
[10]   Characterization of Choline Trimethylamine-Lyase Expands the Chemistry of Glycyl Radical Enzymes [J].
Craciun, Smaranda ;
Marks, Jonathan A. ;
Balskus, Emily P. .
ACS CHEMICAL BIOLOGY, 2014, 9 (07) :1408-1413