Characterization and Detection of a Widely Distributed Gene Cluster That Predicts Anaerobic Choline Utilization by Human Gut Bacteria
Open accessAbstract
UNLABELLED: Elucidation of the molecular mechanisms underlying the human gut microbiota's effects on health and disease has been complicated by difficulties in linking metabolic functions associated with the gut community as a whole to individual microorganisms and activities. Anaerobic microbial choline metabolism, a disease-associated metabolic pathway, exemplifies this challenge, as the specific human gut microorganisms responsible for this transformation have not yet been clearly identified. In this study, we established the link between a bacterial gene cluster, the choline utilization (cut) cluster, and anaerobic choline metabolism in human gut isolates by combining transcriptional, biochemical, bioinformatic, and cultivation-based approaches. Quantitative reverse transcription-PCR analysis and in vitro biochemical characterization of two cut gene products linked the entire cluster to growth on choline and supported a model for this pathway. Analyses of sequenced bacterial genomes revealed that the cut cluster is present in many human gut bacteria, is predictive of choline utilization in sequenced isolates, and is widely but discontinuously distributed across multiple bacterial phyla. Given that bacterial phylogeny is a poor marker for choline utilization, we were prompted to develop a degenerate PCR-based method for detecting the key functional gene choline TMA-lyase (cutC) in genomic and metagenomic DNA. Using this tool, we found that new choline-metabolizing gut isolates universally possessed cutC. We also demonstrated that this gene is widespread in stool metagenomic data sets. Overall, this work represents a crucial step toward understanding anaerobic choline metabolism in the human gut microbiota and underscores the importance of examining this microbial community from a function-oriented perspective. IMPORTANCE: Anaerobic choline utilization is a bacterial metabolic activity that occurs in the human gut and is linked to multiple diseases. While bacterial genes responsible for choline fermentation (the cut gene cluster) have been recently identified, there has been no characterization of these genes in human gut isolates and microbial communities. In this work, we use multiple approaches to demonstrate that the pathway encoded by the cut genes is present and functional in a diverse range of human gut bacteria and is also widespread in stool metagenomes. We also developed a PCR-based strategy to detect a key functional gene (cutC) involved in this pathway and applied it to characterize newly isolated choline-utilizing strains. Both our analyses of the cut gene cluster and this molecular tool will aid efforts to further understand the role of choline metabolism in the human gut microbiota and its link to disease.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
CutC and its activating partner CutD support choline TMA lyase enzyme activity.
“the catalytic CutC protein and its activating partner, CutD, support choline TMA lyase enzyme activity32–34.”
From Development of a gut microbe–targeted nonlethal therapeutic to inhibit thrombosis potential (2018) · cites this paper as [34]
Resveratrol is suggested to reduce TMAO levels by reorganization of microbial community structure.
“resveratrol, which while not an inhibitor, is suggested to reduce TMAO levels by reorganization of microbial community structure231,232.”
From Dietary metabolism, the gut microbiome, and heart failure (2019) · cites this paper as [232]
Meldonium is reported to reduce carnitine to TMA conversion.
“meldonium, an analog of γ-butyrobetaine and carnitine, that is reported to be able to reduce carnitine to TMA conversion”
From Dietary metabolism, the gut microbiome, and heart failure (2019) · cites this paper as [232]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Analysis of Relative Gene Expression Data Using Real-Time Quantitative PCR and the 2−ΔΔCT Method
Livak, K. J., & Schmittgen, T. D. (2001) · Methods · doi:10.1006/meth.2001.1262 · Cited by 180,860 · see citing works
Tamura, K., Peterson, D., Peterson, N., Stecher, G., Nei, M., & Kumar, S. (2011) · Molecular Biology and Evolution · doi:10.1093/molbev/msr121 · Cited by 39,795 · see citing works
Clustal W and Clustal X version 2.0
Larkin, M., Blackshields, G., Brown, N. P., Chenna, R., McGettigan, P., McWilliam, H., Valentin, F., Wallace, I. M., Wilm, A., López, R., et al. (2007) · Bioinformatics · doi:10.1093/bioinformatics/btm404 · Cited by 28,221 · see citing works
BLAST+: architecture and applications
Camacho, C., Coulouris, G., Avagyan, V., Ma, N., Papadopoulos, J., Bealer, K., & Madden, T. L. (2009) · BMC Bioinformatics · doi:10.1186/1471-2105-10-421 · Cited by 22,074 · see citing works
Fast, scalable generation of high-quality protein multiple sequence alignments using Clustal Omega
Sievers, F., Wilm, A., Dineen, D., Gibson, T., Karplus, K., Li, W.-Z., Lopez, R., McWilliam, H., Remmert, M., Söding, J., et al. (2011) · Molecular Systems Biology · doi:10.1038/msb.2011.75 · Cited by 15,576 · see citing works
Structure, function and diversity of the healthy human microbiome
The Human Microbiome Project Consortium (2012) · Nature · doi:10.1038/nature11234 · Cited by 11,726 · see citing works
A human gut microbial gene catalogue established by metagenomic sequencing
MetaHIT Consortium, Qin, J., Li, R., Raes, J., Arumugam, M., Burgdorf, K. S., Manichanh, C., Nielsen, T., Pons, N., Levenez, F., et al. (2010) · Nature · doi:10.1038/nature08821 · Cited by 11,624 · see citing works
Human gut microbiome viewed across age and geography
Yatsunenko, T., Rey, F. E., Manary, M. J., Trehan, I., Dominguez-Bello, M. G., Contreras, M., Magris, M., Hidalgo, G., Baldassano, R. N., Anokhin, A. P., et al. (2012) · Nature · doi:10.1038/nature11053 · Cited by 7,815 · see citing works
Gut flora metabolism of phosphatidylcholine promotes cardiovascular disease
Wang, Z., Klipfell, E., Bennett, B. J., Koeth, R., Levison, B. S., DuGar, B., Feldstein, A. E., Britt, E. B., Fu, X., Chung, Y.-M., et al. (2011) · Nature · doi:10.1038/nature09922 · Cited by 5,597 · see citing works
Host-gut microbiota metabolic interactions
Nicholson, J. K., Holmes, E., Kinross, J., Burcelin, R., Gibson, G., Jia, W., & Pettersson, S. (2012) · Science · doi:10.1126/science.1223813 · Cited by 4,760 · see citing works
Intestinal microbiota metabolism of l-carnitine, a nutrient in red meat, promotes atherosclerosis
Koeth, R. A., Wang, Z., Levison, B. S., Buffa, J. A., Org, E., Sheehy, B. T., Britt, E. B., Fu, X., Wu, Y., Li, L., et al. (2013) · Nature Medicine · doi:10.1038/nm.3145 · Cited by 4,386 · see citing works
Intestinal microbial metabolism of phosphatidylcholine and cardiovascular risk
Tang, W. H. W., Wang, Z., Levison, B. S., Koeth, R. A., Britt, E. B., Fu, X., Wu, Y., & Hazen, S. L. (2013) · New England Journal of Medicine · doi:10.1056/nejmoa1109400 · Cited by 3,402 · see citing works
Nadkarni, M. A., Martin, F. E., Jacques, N. A., & Hunter, N. (2002) · Microbiology · doi:10.1099/00221287-148-1-257 · Cited by 1,931 · see citing works
Interactive Tree Of Life v2: online annotation and display of phylogenetic trees made easy
Letunić, I., & Peer Bork, B. (2011) · Nucleic Acids Research · doi:10.1093/nar/gkr201 · Cited by 1,462 · see citing works
Symptomatic atherosclerosis is associated with an altered gut metagenome
Karlsson, F. H., Fåk, F., Nookaew, I., Tremaroli, V., Fagerberg, B., Petranovic, D., Bäckhed, F., & Nielsen, J. (2012) · Nature Communications · doi:10.1038/ncomms2266 · Cited by 1,371 · cited 1× · see citing works
“Indeed, attempts to identify TMA-generating microbes by correlating either disease phenotypes or metabolite levels with changes in gut community composition have been unsuccessful (18, 57).”
Reichardt, N., Duncan, S. H., Young, P., Belenguer, Á., Leitch, E. C. M., Scott, K. P., Flint, H. J., & Louis, P. (2014) · The ISME Journal · doi:10.1038/ismej.2014.14 · Cited by 1,302 · see citing works
Revealing the Bacterial Butyrate Synthesis Pathways by Analyzing (Meta)genomic Data
Vital, M., Howe, A. C., & Tiedje, J. M. (2014) · mBio · doi:10.1128/mbio.00889-14 · Cited by 1,189 · see citing works
Transfer of carbohydrate-active enzymes from marine bacteria to Japanese gut microbiota
Hehemann, J.-H., Correc, G., Barbeyron, T., Helbert, W., Czjzek, M., & Michel, G. (2010) · Nature · doi:10.1038/nature08937 · Cited by 1,117 · see citing works
Jones, B. V., Begley, M., Hill, C., Gahan, C. G. M., & Marchesi, J. R. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0804437105 · Cited by 1,098 · see citing works
Dumas, M.-E., Barton, R. H., Toye, A., Cloarec, O., Blancher, C., Rothwell, A., Fearnside, J., Tatoud, R., Blanc, V., Lindon, J. C., et al. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0601056103 · Cited by 1,042 · cited 1× · see citing works
“Nonalcoholic fatty liver disease, a known consequence of choline deficiency, may be exacerbated by excess microbial choline metabolism (21).”
BackgroundEcology drives a global network of gene exchange connecting the human microbiome
Smillie, C. S., Smith, M. B., Friedman, J., Cordero, O. X., David, L. A., & Alm, E. J. (2011) · Nature · doi:10.1038/nature10571 · Cited by 953 · see citing works
Functional characterization of the antibiotic resistance reservoir in the human microflora
Sommer, M. O. A., Dantas, G., & Church, G. M. (2009) · Science · doi:10.1126/science.1176950 · Cited by 878 · see citing works
Microbial conversion of choline to trimethylamine requires a glycyl radical enzyme
Craciun, S., & Balskus, E. P. (2012) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1215689109 · Cited by 701 · see citing works
Self-citationKrueger, S. K., & Williams, D. E. (2005) · Pharmacology & Therapeutics · doi:10.1016/j.pharmthera.2005.01.001 · Cited by 570 · see citing works
Wang, Z., Tang, W. H. W., Buffa, J. A., Fu, X., Britt, E. B., Koeth, R. A., Levison, B. S., Fan, Y., Wu, Y., & Hazen, S. L. (2014) · European Heart Journal · doi:10.1093/eurheartj/ehu002 · Cited by 559 · see citing works
Specialized metabolites from the microbiome in health and disease
Sharon, G., Garg, N., Debelius, J., Knight, R., Dorrestein, P. C., & Mazmanian, S. K. (2014) · Cell Metabolism · doi:10.1016/j.cmet.2014.10.016 · Cited by 544 · see citing works
Understanding the role of gut microbiome–host metabolic signal disruption in health and disease
Holmes, E., Li, J. V., Athanasiou, T., Ashrafian, H., & Nicholson, J. K. (2011) · Trends in Microbiology · doi:10.1016/j.tim.2011.05.006 · Cited by 541 · see citing works
Protein-based organelles in bacteria: carboxysomes and related microcompartments
Yeates, T. O., Kerfeld, C. A., Heinhorst, S., Cannon, G. C., & Shively, J. (2008) · Nature Reviews Microbiology · doi:10.1038/nrmicro1913 · Cited by 444 · see citing works
Molecular Characterization of Microbial Alcohol Dehydrogenases
Reid, M. F., & Fewson, C. A. (1994) · Critical Reviews in Microbiology · doi:10.3109/10408419409113545 · Cited by 412 · see citing works
Bobik, T. A., Havemann, G. D., Busch, R. J., Williams, D. S., & Aldrich, H. C. (1999) · Journal of Bacteriology · doi:10.1128/jb.181.19.5967-5975.1999 · Cited by 351 · see citing works
Dabek, M., McCrae, S. I., Stevens, V. J., Duncan, S. H., & Louis, P. (2008) · FEMS Microbiology Ecology · doi:10.1111/j.1574-6941.2008.00520.x · Cited by 332 · see citing works
Kerfeld, C. A., Heinhorst, S., & Cannon, G. C. (2010) · Annual Review of Microbiology · doi:10.1146/annurev.micro.112408.134211 · Cited by 297 · see citing works
Kofoid, E., Rappleye, C. A., Stojiljković, I., & Roth, J. R. (1999) · Journal of Bacteriology · doi:10.1128/jb.181.17.5317-5329.1999 · Cited by 267 · see citing works
Bae, S., Ulrich, C. M., Neuhouser, M. L., Malysheva, O., Bailey, L. B., Xiao, L., Brown, E. C., Cushing-Haugen, K. L., Zheng, Y., Cheng, T.-Y. D., et al. (2014) · Cancer Research · doi:10.1158/0008-5472.can-14-1835 · Cited by 253 · see citing works
Formation of methylamines from ingested choline and lecithin.
Zeisel, S. H., Wishnok, J. S., & Blusztajn, J. K. (1983) · The Journal of Pharmacology and Experimental Therapeutics · doi:10.1016/s0022-3565(25)33590-1 · Cited by 253 · see citing works
Schicho, R., Shaykhutdinov, R. A., Ngo, J., Nazyrova, A., Schneider, C., Panaccione, R., Kaplan, G. G., Vogel, H. J., & Storr, M. (2012) · Journal of Proteome Research · doi:10.1021/pr300139q · Cited by 248 · see citing works
Miller, C. A., Corbin, K. D., da Costa, K.-A., Zhang, S., Zhao, X., Galanko, J. A., Blevins, T., Bennett, B. J., O’Connor, A., & Zeisel, S. H. (2014) · The American Journal of Clinical Nutrition · doi:10.3945/ajcn.114.087692 · Cited by 240 · see citing works
Dietary Precursors of Trimethylamine in Man: A Pilot Study
Zhang, A. Q., Mitchell, S. C., & Smith, R. L. (1999) · Food and Chemical Toxicology · doi:10.1016/s0278-6915(99)00028-9 · Cited by 232 · see citing works
Revisiting the host as a growth medium
Brown, S. A., Palmer, K. L., & Whiteley, M. (2008) · Nature Reviews Microbiology · doi:10.1038/nrmicro1955 · Cited by 208 · see citing works
The exogenous origin of trimethylamine in the mouse
Al-Waiz, M., Mikov, M., Mitchell, S. C., & Smith, R. L. (1992) · Metabolism · doi:10.1016/0026-0495(92)90140-6 · Cited by 196 · see citing works
Conserving a Volatile Metabolite: a Role for Carboxysome-Like Organelles in Salmonella enterica
Penrod, J. T., & Roth, J. R. (2006) · Journal of Bacteriology · doi:10.1128/jb.188.8.2865-2874.2006 · Cited by 194 · see citing works
Dobrindt, U., Blum–Oehler, G., Nagy, G., Schneider, G., Johann, A., Gottschalk, G., & Hacker, J. H. (2002) · Infection and Immunity · doi:10.1128/iai.70.11.6365-6372.2002 · Cited by 193 · see citing works
Homeostasis and Catabolism of Choline and Glycine Betaine: Lessons from Pseudomonas aeruginosa
Wargo, M. J. (2013) · Applied and Environmental Microbiology · doi:10.1128/aem.03565-12 · Cited by 187 · see citing works
Ethanolamine utilization in Salmonella typhimurium
Roof, D. M., & Roth, J. R. (1988) · Journal of Bacteriology · doi:10.1128/jb.170.9.3855-3863.1988 · Cited by 185 · see citing works
Bertin, Y., Girardeau, J. P., Chaucheyras‐Durand, F., Lyan, B., Pujos‐Guillot, E., Harel, J., & Martin, C. (2010) · Environmental Microbiology · doi:10.1111/j.1462-2920.2010.02334.x · Cited by 183 · see citing works
Zeisel, S. H., daCosta, K. A., Youssef, M., & Hensey, S. (1989) · The Journal of Nutrition · doi:10.1093/jn/119.5.800 · Cited by 151 · see citing works
Characterization of Choline Trimethylamine-Lyase Expands the Chemistry of Glycyl Radical Enzymes
Craciun, S., Marks, J. A., & Balskus, E. P. (2014) · ACS Chemical Biology · doi:10.1021/cb500113p · Cited by 139 · see citing works
Self-citationNew glycyl radical enzymes catalysing key metabolic steps in anaerobic bacteria
Selmer, T., Pierik, A. J., & Heider, J. (2005) · Biological Chemistry · doi:10.1515/bc.2005.114 · Cited by 138 · see citing works
McIntosh, F. M., Maison, N., Holtrop, G., Young, P., Stevens, V. J., Ince, J., Johnstone, A. M., Lobley, G. E., Flint, H. J., & Louis, P. (2012) · Environmental Microbiology · doi:10.1111/j.1462-2920.2012.02711.x · Cited by 132 · see citing works
Conversion of choline methyl groups through trimethylamine into methane in the rumen
Neill, A., Grime, D. W., & DAWSON, R. M. C. (1978) · Biochemical Journal · doi:10.1042/bj1700529 · Cited by 130 · see citing works
A single regulatory gene integrates control of vitamin B12 synthesis and propanediol degradation
Bobik, T. A., Ailion, M., & Roth, J. R. (1992) · Journal of Bacteriology · doi:10.1128/jb.174.7.2253-2266.1992 · Cited by 128 · see citing works
Using comparative genomics to uncover new kinds of protein‐based metabolic organelles in bacteria
Jorda, J., Lopez, D., Wheatley, N. M., & Yeates, T. O. (2012) · Protein Science · doi:10.1002/pro.2196 · Cited by 102 · see citing works
Trimethylamine: Metabolic, Pharmacokinetic and Safety Aspects
Bain, M., Fornasini, G., & Evans, A. (2005) · Current Drug Metabolism · doi:10.2174/1389200054021807 · Cited by 98 · see citing works
Montellà, C., Bellsolell, L., Pérez-Luque, R., et al. (2005) · Journal of Bacteriology · doi:10.1128/jb.187.14.4957-4966.2005 · Cited by 93 · see citing works
Cheng, S., Fan, C., Sinha, S., et al. (2012) · PLoS ONE · doi:10.1371/journal.pone.0047144 · Cited by 92 · see citing works
Metabolomic Applications to Decipher Gut Microbial Metabolic Influence in Health and Disease
Martin, F., Collino, S., Rezzi, S., & Kochhar, S. (2012) · Frontiers in Physiology · doi:10.3389/fphys.2012.00113 · Cited by 87 · see citing works
Formation of N,N -Dimethylglycine, Acetic Acid, and Butyric Acid from Betaine by Eubacterium limosum
Müller, E., Fahlbusch, K., Walther, R., & Gottschalk, G. (1981) · Applied and Environmental Microbiology · doi:10.1128/aem.42.3.439-445.1981 · Cited by 73 · see citing works
Wackett, L. P., Frias, J. A., Seffernick, J. L., Sukovich, D. J., & Cameron, S. M. (2007) · Applied and Environmental Microbiology · doi:10.1128/aem.01785-07 · Cited by 55 · see citing works
Cabiscol, E., Aguilar, J., & Ros, J. (1994) · Journal of Biological Chemistry · doi:10.1016/s0021-9258(17)37413-6 · Cited by 54 · see citing works
Kuehl, J. V., Price, M. N., Ray, J., Wetmore, K. M., Esquivel, Z., Kazakov, A. E., Nguyen, M., Kuehn, R., Davis, R. W., Hazen, T. C., et al. (2014) · mBio · doi:10.1128/mbio.01041-14 · Cited by 52 · see citing works
Louis, P., McCrae, S. I., Charrier, C., & Flint, H. J. (2007) · FEMS Microbiology Letters · doi:10.1111/j.1574-6968.2006.00629.x · Cited by 49 · see citing works
Anaerobic Degradation of Choline
Hayward, H. R. (1960) · Journal of Biological Chemistry · doi:10.1016/s0021-9258(18)64514-4 · Cited by 40 · see citing works
Niizeki, N., Daikoku, T., Hirata, T., El-Shourbagy, I., Song, X., & Sakaguchi, M. (2002) · Comparative Biochemistry and Physiology Part B Biochemistry and Molecular Biology · doi:10.1016/s1096-4959(01)00508-5 · Cited by 38 · see citing works
Trimethylaminuria: An under‐recognised and socially debilitating metabolic disorder
Christodoulou, J. (2012) · Journal of Paediatrics and Child Health · doi:10.1111/j.1440-1754.2010.01978.x · Cited by 32 · see citing works
Transcript analysis of the Halothiobacillus neapolitanus cso operon
Cai, F., Heinhorst, S., Shively, J., et al. (2007) · Archives of Microbiology · doi:10.1007/s00203-007-0305-y · Cited by 26 · see citing works
Chao, C.-K., & Zeisel, S. H. (1990) · The Journal of Nutritional Biochemistry · doi:10.1016/0955-2863(90)90055-p · Cited by 23 · see citing works
Aerobic degradation of choline by <i>Proteus mirabilis</i>: enzymatic requirements and pathway
Sandhu, S. S., & Chase Jr., T. (1986) · Canadian Journal of Microbiology · doi:10.1139/m86-135 · Cited by 18 · see citing works
Flagged first, then by citations
Research works printed but not linked: 5
- [15]Hayward HR, Stadtman TC 1959 Anaerobic degradation of choline. I. Fermentation of choline by an anaerobic, cytochrome-producing bacterium, Vibrio cholinicus n. sp. J Bacteriol 78: 557– 561. 13852193 PMC290585
- [16]Bradbeer C 1965 The clostridial fermentations of choline and ethanolamine. 1. Preparation and properties of cell-free extracts. J Biol Chem 240: 4669– 4674. 5846987
- [33]Hayward HR, Stadtman TC 1960 Anaerobic degradation of choline. II. Preparation and properties of cell-free extracts of Vibrio cholinicus. J Biol Chem 235: 538– 543. 14400373
- [64]Brugère JF, Borrel G, Gaci N, Tottey W, O’Toole PW, Malpuech-Brugère C 2014 Proposed therapeutic use of archaea to prevent trimethylaminuria and cardiovascular disease. Gut Microbes 5: 5– 10. doi: 10.4161/gmic.26749. 24247281 PMC4049937 · DOI · Paper page
- [65]Rozen S, Skaletsky H 1999 Primer3 on the WWW for general users and for biologist programmers. Methods Mol Biol 132: 365– 386. 10547847
Cited by
Sorted by citations
Chemical transformation of xenobiotics by the human gut microbiota
Koppel, N., Maini Rekdal, V., & Balskus, E. P. (2017) · Science · doi:10.1126/science.aag2770 · Cited by 1,080 · see citing works
Self-citationDietary metabolism, the gut microbiome, and heart failure
Tang, W. H. W., Li, D. Y., & Hazen, S. L. (2019) · Nature Reviews Cardiology · doi:10.1038/s41569-018-0108-7 · Cited by 789 · see citing works
Development of a gut microbe–targeted nonlethal therapeutic to inhibit thrombosis potential
Roberts, A. B., Gu, X., Buffa, J. A., Hurd, A. G., Wang, Z., Zhu, W., Gupta, N., Skye, S. M., Cody, D. B., Levison, B. S., et al. (2018) · Nature Medicine · doi:10.1038/s41591-018-0128-1 · Cited by 552 · see citing works
The role of the microbiome in NAFLD and NASH
Kolodziejczyk, A. A., Zheng, D., Shibolet, O., & Elinav, E. (2019) · EMBO Molecular Medicine · doi:10.15252/emmm.201809302 · Cited by 523 · see citing works
Uncovering the trimethylamine-producing bacteria of the human gut microbiota
Rath, S., Heidrich, B., Pieper, D. H., & Vital, M. (2017) · Microbiome · doi:10.1186/s40168-017-0271-9 · Cited by 515 · see citing works
The gut microbiota-derived metabolite trimethylamine N-oxide is elevated in Alzheimer’s disease
Vogt, N. M., Romano, K. A., Darst, B. F., Engelman, C. D., Johnson, S. C., Carlsson, C. M., Asthana, S., Blennow, K., Zetterberg, H., Bendlin, B. B., et al. (2018) · Alzheimer's Research & Therapy · doi:10.1186/s13195-018-0451-2 · Cited by 471 · see citing works
Microbial modulation of cardiovascular disease
Brown, J. M., & Hazen, S. L. (2018) · Nature Reviews Microbiology · doi:10.1038/nrmicro.2017.149 · Cited by 440 · see citing works
Fennema, D., Phillips, I. R., & Shephard, E. A. (2016) · Drug Metabolism and Disposition · doi:10.1124/dmd.116.070615 · Cited by 355 · see citing works
Mirji, G., Worth, A., Bhat, S. A., El Sayed, M., Kannan, T., Goldman, A. R., Tang, H.-Y., Liu, Q., Auslander, N., Dang, C. V., et al. (2022) · Science Immunology · doi:10.1126/sciimmunol.abn0704 · Cited by 327 · see citing works
Microbial impact on cholesterol and bile acid metabolism: current status and future prospects
Kriaa, A., Bourgin, M., Potiron, A., Mkaouar, H., Jablaoui, A., Gérard, P., Maguin, E., & Rhimi, M. (2019) · Journal of Lipid Research · doi:10.1194/jlr.r088989 · Cited by 264 · see citing works
Adjusting for age improves identification of gut microbiome alterations in multiple diseases
Ghosh, T. S., Das, M., Jeffery, I. B., & O'Toole, P. W. (2020) · eLife · doi:10.7554/elife.50240 · Cited by 233 · see citing works
Metabolic, Epigenetic, and Transgenerational Effects of Gut Bacterial Choline Consumption
Romano, K. A., Martinez-del Campo, A., Kasahara, K., Chittim, C. L., Vivas, E. I., Amador-Noguez, D., Balskus, E. P., & Rey, F. E. (2017) · Cell Host & Microbe · doi:10.1016/j.chom.2017.07.021 · Cited by 224 · see citing works
Self-citationSkye, S. M., Zhu, W., Romano, K. A., Guo, C.-J., Wang, Z., Jia, X., Kirsop, J., Haag, B., Lang, J. M., DiDonato, J. A., et al. (2018) · Circulation Research · doi:10.1161/circresaha.118.313142 · Cited by 189 · see citing works
Li, J., Li, Y., Ivey, K. L., Wang, D. D., Wilkinson, J. E., Franke, A., Lee, K. H., Chan, A., Huttenhower, C., Hu, F. B., et al. (2022) · Gut · doi:10.1136/gutjnl-2020-322473 · Cited by 137 · see citing works
Alzheimer’s disease and gut microbiota: does trimethylamine N-oxide (TMAO) play a role?
Arrona Cardoza, P., Spillane, M. B., & Morales Marroquin, E. (2022) · Nutrition Reviews · doi:10.1093/nutrit/nuab022 · Cited by 53 · see citing works
Voigt, R. M., Wang, Z., Brown, J. M., Engen, P. A., Naqib, A., Goetz, C. G., Hall, D. A., Metman, L. V., Shaikh, M., Forsyth, C. B., et al. (2022) · Neurobiology of Disease · doi:10.1016/j.nbd.2022.105780 · Cited by 51 · see citing works
- Authors
- Martínez-del Campo, A., Bodea, S., Hamer, H. A., Marks, J. A., Haiser, H. J., Turnbaugh, P. J., & Balskus, E. P.
- Affiliations
- Department of Chemistry and Chemical Biology, Harvard University, Cambridge, Massachusetts, USA
- Harvard University (US)
- Novartis Institutes for Biomedical Research, Cambridge, Massachusetts, USA
- University of California, San Francisco (US)
- Corresponding author
- Balskus, Emily P.
- Venue
- mBio
- Publisher
- American Society for Microbiology
- Published
- 2015-05
- Volume
- 6
- Issue
- 2
- ISSN
- 2150-7511 (ISSN-L)
- 2161-2129
- PMC
- PMC4453576
- OpenAlex
- W2096081710
- Cited by
- 224
- References
- 67
- Citations by year
- 2026: 11 · 2025: 20 · 2024: 28 · 2023: 18 · 2022: 22 · 2021: 30 · 2020: 29 · 2019: 18 · 2018: 23 · 2017: 12 · 2016: 8 · 2015: 5
- FWCI
- 7.10
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- mBio (publishedVersion, cc-by-nc-sa)
- Europe PMC (PubMed Central) (publishedVersion, cc-by-nc-sa)
- PubMed Central (publishedVersion, cc-by-nc-sa)
- PubMed (publishedVersion)
- Digital Access to Scholarship at Harvard (DASH) (Harvard University) (submittedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- eScholarship (California Digital Library) (submittedVersion)
- Funders
- Howard Hughes Medical Institute
- Amgen
- Eli Lilly and Company
- Harvard University
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Gut microbiota and health
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Polyamine Metabolism and Applications
- Physical Sciences › Environmental Science › Environmental Engineering › Microbial Fuel Cells and Bioremediation
- Keywords
- CutC, human gut microbiome, gut microbiota, trimethylamine N-oxide
- MeSH terms
- Anaerobiosis, Bacteria, Choline, Multigene Family, Humans, Molecular Sequence Data, Sequence Analysis, DNA, Gene Expression Profiling, Gastrointestinal Tract, Metabolic Networks and Pathways, Metagenome, Real-Time Polymerase Chain Reaction
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review