The DOI matches its Crossref record; 70 of the 71 references it cites were found in a registry or an index.
Neurotransmitter modulation by the gut microbiota
Open accessAbstract
The gut microbiota - the trillions of bacteria that reside within the gastrointestinal tract - has been found to not only be an essential component immune and metabolic health, but also seems to influence development and diseases of the enteric and central nervous system, including motility disorders, behavioral disorders, neurodegenerative disease, cerebrovascular accidents, and neuroimmune-mediated disorders. By leveraging animal models, several different pathways of communication have been identified along the "gut-brain-axis" including those driven by the immune system, the vagus nerve, or by modulation of neuroactive compounds by the microbiota. Of the latter, bacteria have been shown to produce and/or consume a wide range of mammalian neurotransmitters, including dopamine, norepinephrine, serotonin, or gamma-aminobutyric acid (GABA). Accumulating evidence in animals suggests that manipulation of these neurotransmitters by bacteria may have an impact in host physiology, and preliminary human studies are showing that microbiota-based interventions can also alter neurotransmitter levels. Nonetheless, substantially more work is required to determine whether microbiota-mediated manipulation of human neurotransmission has any physiological implications, and if so, how it may be leveraged therapeutically. In this review this exciting route of communication along the gut-brain-axis, and accompanying data, are discussed.
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“The intestinal microbiota and its metabolites (e.g., SCFAs) can also produce serotonin, norepinephrine, and GABA through stimulation of intestinal chromogranin cells (52), and these neurotransmitters can reach the brain and directly affect central nervous system function through the intestinal epithelium or the BBB (24).”
From Modulation of the gut–brain axis via the gut microbiota: a new era in treatment of amyotrophic lateral sclerosis (2023) · cites this paper as [52]
In the citing paper
“Namely, the capacity of gut bacteria to produce neurotransmitters, including γ-amino butyric acid, norepinephrine and dopamine, and to modulate the host production of serotonin, seems relevant for the association between microbiota composition and gait speed [102].”
From Gut Microbiota, Muscle Mass and Function in Aging: A Focus on Physical Frailty and Sarcopenia (2019) · cites this paper as [102]
In the citing paper
“preliminary human studies demonstrate that microbiota-based interventions can alter neurotransmitter concentrations (28).”
From Signalling cognition: The gut microbiota and hypothalamic-pituitary-adrenal axis (2023) · cites this paper as [28]
In the citing paper
“Animal studies provide evidence that microbial modulation of these neurotransmitters may impact host physiology”
From Signalling cognition: The gut microbiota and hypothalamic-pituitary-adrenal axis (2023) · cites this paper as [28]
In the citing paper
“Several bacterial taxa can also affect tryptophan levels by direct utilization for growth or via tryptophanase expression (28, 203, 204)”
From Signalling cognition: The gut microbiota and hypothalamic-pituitary-adrenal axis (2023) · cites this paper as [28]
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Cites
Diet rapidly and reproducibly alters the human gut microbiome
David, L. A., Maurice, C. F., Carmody, R. N., Gootenberg, D. B., Button, J. E., Wolfe, B. E., Ling, A. V., Devlin, A. S., Varma, Y., Fischbach, M. A., et al. (2014) · Nature · doi:10.1038/nature12820 · Cited by 10,100
Bravo, J. A., Forsythe, P., Chew, M. V., Escaravage, E., Savignac, H. M., Dinan, T. G., Bienenstock, J., & Cryan, J. F. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1102999108 · Cited by 3,888
The Human Intestinal Microbiome in Health and Disease
Lynch, S. V., & Pedersen, O. (2016) · New England Journal of Medicine · doi:10.1056/nejmra1600266 · Cited by 3,637
Gut microbiota regulate motor deficits and neuroinflammation in a model of Parkinson's disease
Sampson, T. R., Debelius, J. W., Thron, T., Janssen, S., Shastri, G. G., Ilhan, Z. E., Challis, C., Schretter, C. E., Rocha, S., Gradinaru, V., et al. (2016) · Cell · doi:10.1016/j.cell.2016.11.018 · Cited by 3,622
Indigenous bacteria from the gut microbiota regulate host serotonin biosynthesis
Yano, J. M., Yu, K., Donaldson, G. P., Shastri, G. G., Ann, P., Ma, L., Nagler, C. R., Ismagilov, R. F., Mazmanian, S. K., & Hsiao, E. Y. (2015) · Cell · doi:10.1016/j.cell.2015.02.047 · Cited by 3,614
Host microbiota constantly control maturation and function of microglia in the CNS
Erny, D., Hrabě de Angelis, A. L., Jaitin, D., Wieghofer, P., Staszewski, O., David, E., Keren-Shaul, H., Mahlakoiv, T., Jakobshagen, K., Buch, T., et al. (2015) · Nature Neuroscience · doi:10.1038/nn.4030 · Cited by 3,569
Hsiao, E. Y., McBride, S. W., Hsien, S., Sharon, G., Hyde, E. R., McCue, T., Codelli, J. A., Chow, J., Reisman, S. E., Petrosino, J. F., et al. (2013) · Cell · doi:10.1016/j.cell.2013.11.024 · Cited by 3,283
Normal gut microbiota modulates brain development and behavior
Heijtz, R. D., Wang, S., Anuar, F., Qian, Y., Björkholm, B., Samuelsson, A., Hibberd, M. L., Forssberg, H., & Pettersson, S. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1010529108 · Cited by 3,228
Sudo, N., Chida, Y., Aiba, Y., Sonoda, J., Oyama, N., Yu, X., Kubo, C., & Koga, Y. (2004) · The Journal of Physiology · doi:10.1113/jphysiol.2004.063388 · Cited by 2,735
Metabolomics analysis reveals large effects of gut microflora on mammalian blood metabolites
Wikoff, W. R., Anfora, A. T., Liu, J., Schultz, P. G., Lesley, S. A., Peters, E. C., & Siuzdak, G. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0812874106 · Cited by 2,677
The gut microbiota influences blood-brain barrier permeability in mice
Braniste, V., Al-Asmakh, M., Kowal, C., Anuar, F., Abbaspour, A., Tóth, M., Korecka, A., Bakocevic, N., Ng, L. G., Kundu, P., et al. (2014) · Science Translational Medicine · doi:10.1126/scitranslmed.3009759 · Cited by 2,530
The expanded biology of serotonin
Berger, M., Gray, J. A., & Roth, B. L. (2009) · Annual Review of Medicine · doi:10.1146/annurev.med.60.042307.110802 · Cited by 2,100
Zheng, P., Zeng, B., Zhou, C., Liu, M., Fang, Z., Xu, X., Zeng, L., Chen, J., Fan, S., Du, X., et al. (2016) · Molecular Psychiatry · doi:10.1038/mp.2016.44 · Cited by 2,023
Interactions between the microbiota, immune and nervous systems in health and disease
Fung, T. C., Olson, C. A., & Hsiao, E. Y. (2017) · Nature Neuroscience · doi:10.1038/nn.4476 · Cited by 1,900
Clarke, G., Grenham, S., Scully, P., Fitzgerald, P., Moloney, R. D., Shanahan, F., Dinan, T. G., & Cryan, J. F. (2013) · Molecular Psychiatry · doi:10.1038/mp.2012.77 · Cited by 1,893
Kelly, J. R., Borre, Y., O' Brien, C., Patterson, E., El Aidy, S., Deane, J., Kennedy, P. J., Beers, S., Scott, K., Moloney, G., et al. (2016) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2016.07.019 · Cited by 1,683
Gershon, M. D., & Tack, J. (2007) · Gastroenterology · doi:10.1053/j.gastro.2006.11.002 · Cited by 1,563
The vagus nerve at the interface of the microbiota-gut-brain axis
Bonaz, B., Bazin, T., & Pellissier, S. (2018) · Frontiers in Neuroscience · doi:10.3389/fnins.2018.00049 · Cited by 1,397
Commensal microbiota and myelin autoantigen cooperate to trigger autoimmune demyelination
Berer, K., Mues, M., Koutrolos, M., Rasbi, Z. A., Boziki, M., Johner, C., Wekerle, H., & Krishnamoorthy, G. (2011) · Nature · doi:10.1038/nature10554 · Cited by 1,251
Minireview: Gut microbiota: The neglected endocrine organ
Clarke, G., Stilling, R. M., Kennedy, P. J., Stanton, C., Cryan, J. F., & Dinan, T. G. (2014) · Molecular Endocrinology · doi:10.1210/me.2014-1108 · Cited by 1,192
γ-Aminobutyric acid production by culturable bacteria from the human intestine
Barrett, E., Ross, R. P., O'Toole, P. W., Fitzgerald, G. F., & Stanton, C. (2012) · Journal of Applied Microbiology · doi:10.1111/j.1365-2672.2012.05344.x · Cited by 1,156
Commensal microbiota affects ischemic stroke outcome by regulating intestinal γδ T cells
Benakis, C., Brea, D., Caballero, S., Faraco, G., Moore, J., Murphy, M., Sita, G., Racchumi, G., Ling, L., Pamer, E. G., et al. (2016) · Nature Medicine · doi:10.1038/nm.4068 · Cited by 1,114
Cekanaviciute, E., Yoo, B. B., Runia, T. F., Debelius, J. W., Singh, S., Nelson, C., Kanner, R., Bencosme, Y., Lee, Y. K., Hauser, S. L., et al. (2017) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1711235114 · Cited by 1,040
Kootte, R. S., Levin, E., Salojärvi, J., Smits, L. P., Hartstra, A. V., Udayappan, S. D., Hermes, G., Bouter, K. E., Koopen, A. M., Holst, J. J., et al. (2017) · Cell Metabolism · doi:10.1016/j.cmet.2017.09.008 · Cited by 1,039
Gut microbes and the brain: paradigm shift in neuroscience
Mayer, E. A., Knight, R., Mazmanian, S. K., Cryan, J. F., & Tillisch, K. (2014) · The Journal of Neuroscience · doi:10.1523/jneurosci.3299-14.2014 · Cited by 1,033
Berer, K., Gerdes, L. A., Cekanaviciute, E., Jia, X., Xiao, L., Xia, Z., Liu, C., Klotz, L., Stauffer, U., Baranzini, S. E., et al. (2017) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1711233114 · Cited by 933
Bacteria–host communication: the language of hormones
Sperandio, V., Torres, A. G., Jarvis, B., Nataro, J. P., & Kaper, J. B. (2003) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1537100100 · Cited by 902
Reduction of Abeta amyloid pathology in APPPS1 transgenic mice in the absence of gut microbiota
Harach, T., Marungruang, N., Duthilleul, N., Cheatham, V., Mc Coy, K. D., Frisoni, G., Neher, J. J., Fåk, F., Jucker, M., Lasser, T., et al. (2017) · Scientific Reports · doi:10.1038/srep41802 · Cited by 901
Kynurenine pathway metabolism and the microbiota-gut-brain axis
Kennedy, P. J., Cryan, J. F., Dinan, T. G., & Clarke, G. (2017) · Neuropharmacology · doi:10.1016/j.neuropharm.2016.07.002 · Cited by 724
Asano, Y., Hiramoto, T., Nishino, R., Aiba, Y., Kimura, T., Yoshihara, K., Koga, Y., & Sudo, N. (2012) · American Journal of Physiology-Gastrointestinal and Liver Physiology · doi:10.1152/ajpgi.00341.2012 · Cited by 659
Minter, M. R., Zhang, C., Leone, V., Ringus, D. L., Zhang, X., Oyler-Castrillo, P., Musch, M. W., Liao, F., Ward, J. F., Holtzman, D. M., et al. (2016) · Scientific Reports · doi:10.1038/srep30028 · Cited by 655
Microbial endocrinology: the interplay between the microbiota and the endocrine system
Neuman, H., Debelius, J. W., Knight, R. D., & Koren, O. (2015) · FEMS Microbiology Reviews · doi:10.1093/femsre/fuu010 · Cited by 624
Production of gaba (γ - aminobutyric acid) by microorganisms: a review
Dhakal, R., Bajpai, V. K., & Baek, K.-H. (2012) · Brazilian Journal of Microbiology · doi:10.1590/s1517-83822012000400001 · Cited by 545
De Palma, G., Lynch, M. D. J., Lu, J., Dang, V. T., Deng, Y., Jury, J., Umeh, G., Miranda, P. M., Pigrau Pastor, M., Sidani, S., et al. (2017) · Science Translational Medicine · doi:10.1126/scitranslmed.aaf6397 · Cited by 505
Adult hippocampal neurogenesis is regulated by the microbiome
Ogbonnaya, E. S., Clarke, G., Shanahan, F., Dinan, T. G., Cryan, J. F., & O’Leary, O. F. (2015) · Biological Psychiatry · doi:10.1016/j.biopsych.2014.12.023 · Cited by 491
GABA, ?-hydroxybutyric acid, and neurological disease
Wong, C. G. T., Bottiglieri, T., & Snead, O. C. (2003) · Annals of Neurology · doi:10.1002/ana.10696 · Cited by 489
Role of glutamate metabolism in bacterial responses towards acid and other stresses
Feehily, C., & Karatzas, K. A. G. (2012) · Journal of Applied Microbiology · doi:10.1111/j.1365-2672.2012.05434.x · Cited by 457
Neuropeptides and the Microbiota-Gut-Brain Axis
Holzer, P., & Farzi, A. (2014) · Advances in Experimental Medicine and Biology · doi:10.1007/978-1-4939-0897-4_9 · Cited by 451
Synthesis of γ-Aminobutyric Acid by Lactic Acid Bacteria Isolated from a Variety of Italian Cheeses
Siragusa, S., De Angelis, M., Di Cagno, R., Rizzello, C. G., Coda, R., & Gobbetti, M. (2007) · Applied and Environmental Microbiology · doi:10.1128/aem.01064-07 · Cited by 438
Komatsuzaki, N., Shima, J., Kawamoto, S., Momose, H., & Kimura, T. (2005) · Food Microbiology · doi:10.1016/j.fm.2005.01.002 · Cited by 391
Endocannabinoids–at the crossroads between the gut microbiota and host metabolism
Cani, P. D., Plovier, H., Van Hul, M., Geurts, L., Delzenne, N. M., Druart, C., & Everard, A. (2016) · Nature Reviews Endocrinology · doi:10.1038/nrendo.2015.211 · Cited by 367
Bansal, T., Englert, D. L., Lee, J., Hegde, M., Wood, T. K., & Jayaraman, A. (2007) · Infection and Immunity · doi:10.1128/iai.00630-07 · Cited by 358
GABA ‐producing Bifidobacterium dentium modulates visceral sensitivity in the intestine
Pokusaeva, K., Johnson, C., Luk, B., Uribe, G., Fu, Y., Oezguen, N., Matsunami, R. K., Lugo, M., Major, A., Mori‐Akiyama, Y., et al. (2017) · Neurogastroenterology & Motility · doi:10.1111/nmo.12904 · Cited by 337
Alterations of the Host Microbiome Affect Behavioral Responses to Cocaine
Kiraly, D. D., Walker, D. M., Calipari, E. S., Labonté, B., Issler, O., Peña, C. J., Ribeiro, E., Russo, S. J., & Nestler, E. J. (2016) · Scientific Reports · doi:10.1038/srep35455 · Cited by 267
Production of the secondary metabolites γ-aminobutyric acid and monacolin K by Monascus
Su, Y., Wang, J., Lin, T.-T., & Pan, T. (2003) · Journal of Industrial Microbiology & Biotechnology · doi:10.1007/s10295-002-0001-5 · Cited by 241
Cho, Y. R., Chang, J. Y., & Chang, H. C. (2007) · PubMed · Cited by 232
Freestone, P. P. E., WILLIAMS, P. H., Haigh, R., Maggs, A. F., Neal, C. P., & Lyte, M. (2002) · Shock · doi:10.1097/00024382-200211000-00014 · Cited by 232
Ge, X., Zhao, W., Ding, C., Tian, H., Xu, L., Wang, H., Ni, L., Jiang, J., Gong, J., Zhu, W., et al. (2017) · Scientific Reports · doi:10.1038/s41598-017-00612-y · Cited by 232
Cerebral low-molecular metabolites influenced by intestinal microbiota: a pilot study
Matsumoto, M., Kibe, R., Ooga, T., Aiba, Y., Sawaki, E., Koga, Y., & Benno, Y. (2013) · Frontiers in Systems Neuroscience · doi:10.3389/fnsys.2013.00009 · Cited by 227
Noradrenergic Modulation of Cognition in Health and Disease
Borodovitsyna, O., Flamini, M. D., & Chandler, D. J. (2017) · Neural Plasticity · doi:10.1155/2017/6031478 · Cited by 227
Biogenic amine production by lactic acid bacteria, acetic bacteria and yeast isolated from wine
Landete, J. M., Ferrer, S., & Pardo, I. (2007) · Food Control · doi:10.1016/j.foodcont.2006.12.008 · Cited by 214
A gut feeling about GABA: focus on GABAB receptors.
Hyland, N. P., & Cryan, J. F. (2010) · Frontiers in Pharmacology · doi:10.3389/fphar.2010.00124 · Cited by 199
Dey, N., Wagner, V. E., Blanton, L. V., Cheng, J., Fontana, L., Haque, R., Ahmed, T., & Gordon, J. I. (2015) · Cell · doi:10.1016/j.cell.2015.08.059 · Cited by 195
Steroids, stress and the gut microbiome-brain axis
Tetel, M. J., de Vries, G. J., Melcangi, R. C., Panzica, G., & O'Mahony, S. M. (2018) · Journal of Neuroendocrinology · doi:10.1111/jne.12548 · Cited by 187
Tillisch, K., Mayer, E. A., Gupta, A., Gill, Z., Brazeilles, R., Le Nevé, B., van Hylckama Vlieg, J. E. T., Guyonnet, D., Derrien, M., & Labus, J. S. (2017) · Psychosomatic Medicine · doi:10.1097/psy.0000000000000493 · Cited by 185
Shishov, V. A., Kirovskaya, T. A., Kudrin, V. S., & Oleskin, A. V. (2009) · Applied Biochemistry and Microbiology · doi:10.1134/s0003683809050068 · Cited by 174
Yang, S.-Y., Lü, F., Lu, Z., Bie, X., Jiao, Y., Sun, L.-J., & Yu, B. (2007) · Amino Acids · doi:10.1007/s00726-007-0544-x · Cited by 174
Microbiota regulates visceral pain in the mouse
Luczynski, P., Tramullas, M., Viola, M. F., Shanahan, F., Clarke, G. A., O’Mahony, S. M., Dinan, T. G., & Cryan, J. F. (2017) · eLife · doi:10.7554/elife.25887 · Cited by 174
The role of microbial endocrinology in infectious disease
Lyte, M. (1993) · Journal of Endocrinology · doi:10.1677/joe.0.1370343 · Cited by 168
Dahlin, M. G., Elfving, Å., Ungerstedt, U., & Åmark, P. E. (2005) · Epilepsy Research · doi:10.1016/j.eplepsyres.2005.03.008 · Cited by 163
Tsavkelova, E. A., Botvinko, I. V., Кудрин, В. С., & Oleskin, A. V. (2000) · PubMed · Cited by 162
Which lactic acid bacteria are responsible for histamine production in wine?
Landete, J. M., Ferrer, S., & Pardo, I. (2005) · Journal of Applied Microbiology · doi:10.1111/j.1365-2672.2005.02633.x · Cited by 159
Özoğul, F. (2004) · European Food Research and Technology · doi:10.1007/s00217-004-0988-0 · Cited by 149
Oleskin, A. V., & Shenderov, B. A. (2016) · Microbial Ecology in Health & Disease · doi:10.3402/mehd.v27.30971 · Cited by 145
Özoğul, F., Küley, E., Özoğul, Y., & Özoğul, İ. (2012) · Food Science and Technology Research · doi:10.3136/fstr.18.795 · Cited by 100
O'Donnell, P. M., Aviles, H., Lyte, M., & Sonnenfeld, G. (2006) · Applied and Environmental Microbiology · doi:10.1128/aem.00075-06 · Cited by 99
Source and Identification of Histamine-Producing Bacteria from Fresh and Temperature-Abused Albacore
Kim, S. H., Field, K. G., Morrissey, M. T., Price, R., Wei, C., & An, H. (2001) · Journal of Food Protection · doi:10.4315/0362-028x-64.7.1035 · Cited by 85
Dover, S., & Halpern, Y. S. (1972) · Journal of Bacteriology · doi:10.1128/jb.109.2.835-843.1972 · Cited by 81
Isolation, extraction, and measurement of acetylcholine from Lactobacillus plantarum
Stanaszek, P. M., Snell, J. F., & O'Neill, J. J. (1977) · Applied and Environmental Microbiology · doi:10.1128/aem.34.2.237-239.1977 · Cited by 63
Variations of brain histamine levels in germ-free and nephrectomized rats.
Lr, H., & Rj, H. (1986) · Neurochemical Research · doi:10.1007/bf00967967 · Cited by 19
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The gut–liver axis and gut microbiota in health and liver disease
Hsu, C. L., & Schnabl, B. (2023) · Nature Reviews Microbiology · doi:10.1038/s41579-023-00904-3 · Cited by 737
Pessemier, B. D., Grine, L., Debaere, M., Maes, A., Paetzold, B., & Callewaert, C. (2021) · Microorganisms · doi:10.3390/microorganisms9020353 · Cited by 689
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Metadata
- Authors
- Strandwitz, P.
- Affiliations
- Northeastern University (US)
- Corresponding author
- Strandwitz, Philip
- ORCID
- Strandwitz, Philip
- Venue
- Brain Research
- Publisher
- Elsevier BV
- Published
- 2018-08
- Volume
- 1693
- Issue
- Pt B
- Pages
- 128-133
- ISSN
- 0006-8993 (ISSN-L)
- PMC
- PMC6005194
- OpenAlex
- W2807772034
- Cited by
- 1,527
- References
- 71
- Citations by year
- 2026: 182 · 2025: 264 · 2024: 250 · 2023: 252 · 2022: 213 · 2021: 191 · 2020: 120 · 2019: 47 · 2018: 8
- FWCI
- 8.96
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- Locations
- Brain Research (acceptedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Human Genome Research Institute (R01HG005824)
- National Institute of Allergy and Infectious Diseases (R01AI122286)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Gut microbiota and health
- Health Sciences › Medicine › Gastroenterology › Gastrointestinal motility and disorders
- Life Sciences › Neuroscience › Biological Psychiatry › Tryptophan and brain disorders
- Keywords
- gut microbiota, neurotransmitters, gut-brain axis, dopamine, norepinephrine, serotonin, GABA, neuroactive compounds, vagus nerve, neuroimmune interactions, neurodegenerative diseases, behavioral disorders, microbiota-targeted interventions
- MeSH terms
- Gastrointestinal Microbiome, Animals, Brain, Humans, Neurotransmitter Agents
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