Introduction
Through use of high-throughput sequencing technologies, numerous studies have revealed the multifaceted role of the gut microbiota in host immunity and infection, resulting in wide-ranging implications for patients with cancer and autoimmune diseases (1). The gut microbiota’s potential to influence host immunity may be of particular importance in solid organ transplant recipients, given this population’s risk for allograft rejection and increased susceptibility to infections. In this perspective article, we present recent work on the effect of the gut microbiota in kidney transplant recipients, with a focus on infectious complications and immunosuppressive drug metabolism.
Gut Microbiota in Kidney Transplant Recipients Compared with Nontransplant Recipients
The Human Microbiome Project characterized the microbiota of 242 healthy human volunteers and found the gut microbiota was dominated by the phylum Bacteroidetes (2). This is distinctly different from kidney transplant recipients, as evidenced by several studies. Fricke et al. (3) evaluated the gut microbiota using rectal swabs in 61 kidney transplant recipients and reported a high proportion of the phylum Firmicutes rather than Bacteroidetes. Similarly, Lee et al. (4) evaluated the gut microbiota using fecal specimens in 26 kidney transplant recipients and found gut dominance by Firmicutes in this cohort. Lee et al. further noticed the gut abundance of Proteobacteria, a phylum that includes Gram-negative bacteria such as Escherichia coli, increased in the first couple of weeks after transplantation. Swarte et al. (5) studied the gut microbiota in kidney transplant recipients several years after transplantation compared with that of healthy controls and observed they had a significantly lower microbial diversity in the gut compared with healthy controls. However, none of these studies compared the kidney transplant cohort to a nontransplant, ESKD cohort, so it is unclear whether this gut microbiota signature is unique to transplant recipients, or if it is pervasive in patients with ESKD as well. Nevertheless, the studies do find an altered species composition and lower microbial diversity in the gut microbiota of kidney transplant recipients compared with that of healthy controls.
Commensal Gut Microbiota and Inhibition of Pathobionts
Recent work has shown an intricate relationship between commensal gut bacteria and pathobionts, resident microbes with pathogenic potential that are often responsible for infectious complications. Several studies have elucidated mechanisms by which commensal bacteria inhibit the growth of common pathobionts via secretion of specific metabolites. Caballero et al. (6) studied a four-bacteria consortium that included Blautia producta using an antibiotic-treated mouse model and reported that administering the consortium provided colonization resistance against vancomycin-resistant Enterococcus (VRE), an organism that commonly causes nosocomial infections in the transplant population. The group further investigated the mechanism and reported that a specific strain of Blautia producta produces a lantibiotic antimicrobial peptide that inhibits VRE growth (7). Other studies have also established a role for short-chain fatty acids (SCFAs) in inhibiting the growth of Gram-negative bacteria. Sorbara et al. observed that ampicillin-treated mice had less abundance of SCFAs than controls and were more susceptible to carbapenem-resistant Klebsiella pneumoniae. They further showed that SCFAs directly inhibit K. pneumoniae and other common Gram-negative bacteria in the Enterobacteriaceae family at an acidic pH, similar to physiologic concentrations in the human gut (8). Recent studies have also established a role for secondary bile acid formation in inhibiting Clostridioides difficile. Buffie et al. (9) reported that introduction of Clostridium scindens, which converts primary bile acids to secondary bile acids via 7 alpha-dehydroxylase, provides enhanced resistance to C. difficile infection in a mouse model. Taken together, these studies have elegantly established how commensal organisms may inhibit the growth of pathobionts in the gut.
Gut Microbiota and Infectious Complications in Allogeneic Hematopoietic Stem Cell Transplant Recipients
Recent investigations in allogeneic hematopoietic stem cell transplant (HSCT) recipients show the balance of commensal organisms and pathobionts in the gut has a significant effect on infectious outcomes. In a study of 94 patients receiving HSCT, Taur et al. (10) profiled serial stool specimens using 16S rRNA gene sequencing of the V4–V5 hypervariable region and found that a fecal abundance of >30% of Enterococcus was associated with a future risk for VRE bacteremia. A follow-up study of 696 patients receiving HSCT by this group found that a gut abundance of >30% of Gram-negative bacteria was associated with future development of Gram-negative bacteremia, and that fluoroquinolone prophylaxis decreased the risk for Gram-negative bacteremia (11). These studies suggest that intestinal domination with pathobionts in the gut can lead to the development of sepsis; however, they did not evaluate whether the bloodstream isolates came from the gut. A study by Tamburini et al. sought to evaluate this concept in 32 patients receiving HSCT. Using strain-level analysis, the group determined the strains in the gut before the development of bacteremia were most similar to the isolates from subsequent blood cultures (12). The gut microbiota may also have a role in the development of viral infections. Haak et al. (13) investigated 360 patients receiving HSCT, and noted that a gut abundance of >1% of butyrate-producing bacteria was associated with a decreased risk for the development of lower respiratory tract viral infections.
Gut Microbiota and Infectious Complications in Kidney Transplant Recipients
Similar to reports that demonstrate the gut microbiota modulate the risk of infectious complications in patients receiving HSCT, recent work suggests there may also be a relationship between commensal microbiota and infections in kidney transplant recipients. Magruder et al. investigated the role of the gut microbiota in the development of urinary tract infection (UTI), which is one of the most common infections that kidney transplant recipients encounter after transplantation. In a study of 168 kidney transplant recipients, they serially profiled fecal specimens using 16S rRNA gene sequencing and found gut abundance of Escherichia was independently associated with future development of Escherichia UTI (14). Detailed metagenomic sequencing of paired gut and urine specimens collected in patients with UTI revealed the E. coli strain in the urine was most similar to the E. coli strain in the gut in several patients, supporting gut bacteria as a source for UTIs. The group may have also identified protective gut bacteria; specifically, there was a trend toward significance for increased gut abundances of Faecalibacterium and Romboutsia to be associated with a decreased risk for Enterobacteriaceae UTI (15). Interestingly, Faecalibacterium and Rombousia produce SCFAs, which have been shown to inhibit the growth of Enterobacteriaceae (8). Furthermore, the abundance of these bacteria was negatively correlated with the abundance of Enterobacteriaceae, supporting the concept that SCFA-producing gut bacteria may be protective of Enterobacteriaceae UTIs via inhibition of Enterobacteriaceae growth in the gut.
Further analysis of the 168 kidney transplant recipients also revealed a potential association between gut bacteria that produce butyrate, an SCFA, and protection from respiratory viral infections (16). A relative abundance >1% of butyrate-producing gut bacteria was associated with decreased development of respiratory tract viral infections in the first 2 years after transplantation, consistent with data from Haak et al. in the HSCT population.
There are now limited data, albeit mostly in the form of case reports, which suggest efficacy of gut microbiota–based therapies, such as fecal microbial transplantation (FMT), for preventing infectious complications other than C. difficile infection. In one patient study, a heart and kidney transplant recipient had recurrent C. difficile infection and recurrent Enterococcus bacteremia and UTIs (17). After undergoing FMT for recurrent C. difficile infections, the patient was free not only of C. difficile infection but also of Enterococcus bacteremia and UTIs, up to the time of publication of the case report. In a study of eight patients who were nontransplant and had recurrent UTIs and received FMT for the indication of recurrent C. difficile infections, FMT was associated with a significant decrease in UTI recurrence (18). Further studies are needed to investigate the role of gut microbiota–based therapies for preventing infectious complications in kidney transplant recipients at high risk for non-C. difficile recurrent infections.
Gut Microbiota and Metabolism of Immunosuppressive Medications
The alteration of the gut microbiota due to medications, including antibiotics, has been extensively described. There is now growing interest in how the gut microbiota affects drug metabolism. Recent work by Zimmermann et al. (19) evaluated 76 human gut bacteria and their potential ability to metabolize 271 drugs, and found considerable gut microbiota–mediated drug metabolism in vitro. Recent studies have specifically elucidated the role of the gut microbiota in influencing the metabolism of two of the most commonly used immunosuppressive medications in kidney transplant recipients: tacrolimus and mycophenolate mofetil.
In a pilot study of 19 kidney transplant recipients, Lee et al. (20) evaluated the gut microbiome using 16S rRNA gene sequencing at 1 week after transplantation and reported a correlation between higher gut abundance of Faecalibacterium prausnitzii and higher tacrolimus dosage at 1 month after transplantation. The mechanism behind this association was not initially understood. However, a follow-up study by Guo et al. (21) found in vitro evidence that F. prausnitzii and more than 20 commensal gut bacteria directly metabolize tacrolimus into a metabolite, M1, that is 15-fold less immunosuppressive than parent tacrolimus. They also found that M1 is a bacterial metabolite unique to gut bacteria, because incubation of tacrolimus with hepatic microsomes did not produce M1, and M1 production can be detected in fecal specimens obtained from kidney transplant recipients (21). The group further investigated the pharmacokinetics of M1 and parent tacrolimus after oral administration of tacrolimus in ten kidney transplant recipients and found detectable but variable levels of M1 in the blood of all patients (22). Along with their previous finding of M1 production in the stool of kidney transplant recipients (21), the detection of M1 in the blood suggests that in vivo gut metabolism of tacrolimus is present. The relationship between the gut microbiota and tacrolimus is likely generalizable, because a recent study of 24 heart transplant patients also showed an association between gut microbiota diversity and tacrolimus dosing requirements (23).
The metabolism of mycophenolate mofetil, another commonly used immunosuppressive drug in the kidney transplant population, may also be influenced by the gut microbiota. Enterohepatic recirculation of mycophenolic acid, the active form of mycophenolic mofetil, has been described (24) but the mechanism has not been explored in detail. Recent work by Taylor et al. investigated the role of bacterial beta-glucuronidase, an enzyme that can convert glucuronidated mycophenolic acid back to the active mycophenolic acid (25). The group reported that vancomycin eliminated bacteria with beta-glucuronidase activity, thereby decreasing side effects of mycophenolate mofetil, such as weight loss and colonic inflammation (26). Further studies are needed to better understand the extent of the gut microbiota’s effect on mycophenolate mofetil’s metabolism and toxicity.
Conclusions
The gut microbiota is increasingly recognized as influencing a variety of complications associated with kidney transplant recipients. Its role in post-transplant infections has been recently suggested, but further studies are needed to better understand how commensal organisms function as a community to combat infectious complications. Further characterization of these microbial consortia may allow the development of defined microbiota-based treatments for the prevention of infections. In addition, some bacterial subsets have protective properties from an infection standpoint and may also directly metabolize immunosuppressive medications essential for preserving graft function in kidney transplant recipients. Further research on the dynamics between the gut microbiota and immunosuppressive drug metabolism has the potential to personalize immunosuppressive therapies for kidney transplant recipients, and thereby reduce the post-transplant complications of infection and graft loss.
Disclosures
J.R. Lee holds US-2020-0048713-A1 patent titled “Methods of Detecting Cell-Free DNA in Biological Samples;” reports receiving research support under an investigator-initiated research grant from BioFire Diagnostics, LLC; reports being an Academic Editor, PLOS ONE; and reports other interests/relationships with the American Society of Nephrology Career Advancement Committee. L. Westblade reports receiving research support from Accelerate Diagnostics, Inc., Affinity Biosensors, LLC, BioFire Diagnostics, LLC, Hardy Diagnostics, and Roche Molecular Systems, Inc., and reports receiving consulting fees from Roche Molecular Systems, Inc., Shionogi, Inc, and Talis Biomedical. All remaining authors have nothing to disclose.
Funding
This work was supported by the National Institute of Allergy and Infectious Diseases K23 AI 124464 grant (to J.R. Lee).
Acknowledgments
The content of this article reflects the personal experience and views of the author(s) and should not be considered medical advice or recommendations. The content does not reflect the views or opinions of the American Society of Nephrology (ASN) or Kidney360. Responsibility for the information and views expressed herein lies entirely with the author(s).
Author Contributions
J. Huang and J.R. Lee wrote the original draft; and all authors conceptualized the study and reviewed and edited the manuscript.
References
1. Lazar V, Ditu LM, Pircalabioru GG, Gheorghe I, Curutiu C, Holban AM, Picu A, Petcu L, Chifiriuc MC: Aspects of Gut
Microbiota and Immune System Interactions in Infectious Diseases, Immunopathology, and Cancer. Front Immunol 9: 1830, 2018
https://doi.org/10.3389/fimmu.2018.01830
2. Human Microbiome Project Consortium: Structure, function and diversity of the healthy human microbiome. Nature 486: 207–214, 2012
https://doi.org/10.1038/nature11234
3. Fricke WF, Maddox C, Song Y, Bromberg JS: Human
microbiota characterization in the course of renal
transplantation. Am J Transplant 14: 416–427, 2014
https://doi.org/10.1111/ajt.12588
4. Lee JR, Muthukumar T, Dadhania D, Toussaint NC, Ling L, Pamer E, Suthanthiran M: Gut microbial community structure and complications after kidney
transplantation: a pilot study.
Transplantation 98: 697–705, 2014
https://doi.org/10.1097/TP.0000000000000370
5. Swarte JC, Douwes RM, Hu S, Vich Vila A, Eisenga MF, van Londen M, Gomes-Neto AW, Weersma RK, Harmsen HJM, Bakker SJL: Characteristics and
Dysbiosis of the Gut Microbiome in Renal Transplant Recipients. J Clin Med 9: 386, 2020
https://doi.org/10.3390/jcm9020386
6. Caballero S, Kim S, Carter RA, Leiner IM, Sušac B, Miller L, Kim GJ, Ling L, Pamer EG: Cooperating Commensals Restore Colonization Resistance to Vancomycin-Resistant Enterococcus faecium. Cell Host Microbe 21: 592–602.e4, 2017
https://doi.org/10.1016/j.chom.2017.04.002
7. Kim SG, Becattini S, Moody TU, Shliaha PV, Littmann ER, Seok R, Gjonbalaj M, Eaton V, Fontana E, Amoretti L, Wright R, Caballero S, Wang ZX, Jung HJ, Morjaria SM, Leiner IM, Qin W, Ramos RJJF, Cross JR, Narushima S, Honda K, Peled JU, Hendrickson RC, Taur Y, van den Brink MRM, Pamer EG:
Microbiota-derived lantibiotic restores resistance against vancomycin-resistant Enterococcus. Nature 572: 665–669, 2019
https://doi.org/10.1038/s41586-019-1501-z
8. Sorbara MT, Dubin K, Littmann ER, Moody TU, Fontana E, Seok R, Leiner IM, Taur Y, Peled JU, van den Brink MRM, Litvak Y, Bäumler AJ, Chaubard JL, Pickard AJ, Cross JR, Pamer EG: Inhibiting antibiotic-resistant Enterobacteriaceae by
microbiota-mediated intracellular acidification. J Exp Med 216: 84–98, 2019
https://doi.org/10.1084/jem.20181639
9. Buffie CG, Bucci V, Stein RR, McKenney PT, Ling L, Gobourne A, No D, Liu H, Kinnebrew M, Viale A, Littmann E, van den Brink MR, Jenq RR, Taur Y, Sander C, Cross JR, Toussaint NC, Xavier JB, Pamer EG: Precision microbiome reconstitution restores bile acid mediated resistance to Clostridium difficile. Nature 517: 205–208, 2015
https://doi.org/10.1038/nature13828
10. Taur Y, Xavier JB, Lipuma L, Ubeda C, Goldberg J, Gobourne A, Lee YJ, Dubin KA, Socci ND, Viale A, Perales MA, Jenq RR, van den Brink MR, Pamer EG: Intestinal domination and the risk of bacteremia in patients undergoing allogeneic hematopoietic stem cell
transplantation. Clin Infect Dis 55: 905–914, 2012
https://doi.org/10.1093/cid/cis580
11. Stoma I, Littmann ER, Peled JU, Giralt S, van den Brink MRM, Pamer EG, Taur Y: Compositional flux within the intestinal
microbiota and risk for bloodstream infection with gram-negative bacteria [published online ahead of print January 24, 2020]. Clin Infect Dis
https://doi.org/10.1093/cid/ciaa068
12. Tamburini FB, Andermann TM, Tkachenko E, Senchyna F, Banaei N, Bhatt AS: Precision identification of diverse bloodstream pathogens in the gut microbiome. Nat Med 24: 1809–1814, 2018
https://doi.org/10.1038/s41591-018-0202-8
13. Haak BW, Littmann ER, Chaubard JL, Pickard AJ, Fontana E, Adhi F, Gyaltshen Y, Ling L, Morjaria SM, Peled JU, van den Brink MR, Geyer AI, Cross JR, Pamer EG, Taur Y: Impact of gut colonization with butyrate-producing
microbiota on respiratory viral infection following allo-HCT. Blood 131: 2978–2986, 2018
https://doi.org/10.1182/blood-2018-01-828996
14. Magruder M, Sholi AN, Gong C, Zhang L, Edusei E, Huang J, Albakry S, Satlin MJ, Westblade LF, Crawford C, Dadhania DM, Lubetzky M, Taur Y, Littman E, Ling L, Burnham P, De Vlaminck I, Pamer E, Suthanthiran M, Lee JR: Gut uropathogen abundance is a risk factor for development of bacteriuria and
urinary tract infection. Nat Commun 10: 5521, 2019
https://doi.org/10.1038/s41467-019-13467-w
15. Magruder M, Edusei E, Zhang L, Albakry S, Satlin MJ, Westblade LF, Malha L, Sze C, Lubetzky M, Dadhania DM, Lee JR: Gut commensal
microbiota and decreased risk for
Enterobacteriaceae bacteriuria and
urinary tract infection. Gut Microbes 12: 1805281, 2020
https://doi.org/10.1080/19490976.2020.1805281
16. Lee JR, Huang J, Magruder M, Zhang LT, Gong C, Sholi AN, Albakry S, Edusei E, Muthukumar T, Lubetzky M, Dadhania DM, Taur Y, Pamer EG, Suthanthiran M: Butyrate-producing gut bacteria and viral infections in kidney transplant recipients: A pilot study. Transpl Infect Dis 21: e13180, 2019
https://doi.org/10.1111/tid.13180
17. Stripling J, Kumar R, Baddley JW, Nellore A, Dixon P, Howard D, Ptacek T, Lefkowitz EJ, Tallaj JA, Benjamin WH Jr, Morrow CD, Rodriguez JM: Loss of Vancomycin-Resistant Enterococcus Fecal Dominance in an Organ Transplant Patient With Clostridium difficile Colitis After Fecal
Microbiota Transplant. Open Forum Infect Dis 2: ofv078, 2015
https://doi.org/10.1093/ofid/ofv078
18. Tariq R, Pardi DS, Tosh PK, Walker RC, Razonable RR, Khanna S: Fecal
Microbiota Transplantation for Recurrent Clostridium difficile Infection Reduces Recurrent
Urinary Tract Infection Frequency. Clin Infect Dis 65: 1745–1747, 2017
https://doi.org/10.1093/cid/cix618
19. Zimmermann M, Zimmermann-Kogadeeva M, Wegmann R, Goodman AL: Mapping human microbiome drug metabolism by gut bacteria and their genes. Nature 570: 462–467, 2019
https://doi.org/10.1038/s41586-019-1291-3
20. Lee JR, Muthukumar T, Dadhania D, Taur Y, Jenq RR, Toussaint NC, Ling L, Pamer E, Suthanthiran M: Gut
microbiota and
tacrolimus dosing in kidney
transplantation. PLoS One 10: e0122399, 2015
https://doi.org/10.1371/journal.pone.0122399
21. Guo Y, Crnkovic CM, Won KJ, Yang X, Lee JR, Orjala J, Lee H, Jeong H: Commensal Gut Bacteria Convert the Immunosuppressant
Tacrolimus to Less Potent Metabolites. Drug Metab Dispos 47: 194–202, 2019
https://doi.org/10.1124/dmd.118.084772
22. Guo Y, Lee H, Edusei E, Albakry S, Jeong H, Lee JR: Blood Profiles of Gut Bacterial
Tacrolimus Metabolite in Kidney Transplant Recipients. Transplant Direct 6: e601, 2020
https://doi.org/10.1097/TXD.0000000000001052
23. Jennings DL, Bohn B, Zuver A, Onat D, Gaine M, Royzman E, Hupf J, Brunjes D, Latif F, Restaino S, Garan AR, Topkara VK, Takayama H, Takeda K, Naka Y, Farr M, Nandakumar R, Uhlemann AC, Colombo PC, Demmer RT, Yuzefpolskaya M: Gut microbial diversity, inflammation, and oxidative stress are associated with
tacrolimus dosing requirements early after heart
transplantation. PLoS One 15: e0233646, 2020
https://doi.org/10.1371/journal.pone.0233646
24. Jeong H, Kaplan B: Therapeutic monitoring of
mycophenolate mofetil. Clin J Am Soc Nephrol 2: 184–191, 2007
https://doi.org/10.2215/CJN.02860806
25. Pellock SJ, Redinbo MR: Glucuronides in the gut: Sugar-driven symbioses between microbe and host. J Biol Chem 292: 8569–8576, 2017
https://doi.org/10.1074/jbc.R116.767434
26. Taylor MR, Flannigan KL, Rahim H, Mohamud A, Lewis IA, Hirota SA, Greenway SC: Vancomycin relieves
mycophenolate mofetil-induced gastrointestinal toxicity by eliminating gut bacterial β-glucuronidase activity. Sci Adv 5: eaax2358, 2019
https://doi.org/10.1126/sciadv.aax2358