Tacrolimus Pharmacokinetics is Associated with Gut Microbiota Diversity in Kidney Transplant Patients: Results from a Pilot Cross‐Sectional Study

Clinical use of tacrolimus (TAC), an essential immunosuppressant following transplantation, is complexified by its high pharmacokinetic (PK) variability. The gut microbiota gains growing interest but limited investigations have evaluated its contribution to TAC PKs. Here, we explore the associations between the gut microbiota composition and TAC PKs. In this pilot cross‐sectional study (Clinicaltrial.gov NCT04360031 ), we recruited 93 CYP3A5 non‐expressers stabilized kidney transplant recipients. Gut microbiota composition was characterized by 16S rRNA gene sequencing, TAC PK parameters were computed, and additional demographic and medical covariates were collected. Associations between PK parameters or diabetic status and the gut microbiota composition, as reflected by α‐ and β‐diversity metrics, were evaluated. Patients with higher TAC area under the curve AUC/(dose/kg) had higher bacterial richness, and TAC PK parameters were associated with specific bacterial taxa (e.g., Bilophila) and amplicon sequence variant (ASV; e.g., ASV 1508 and ASV 1982 (Veillonella/unclassified Sporomusaceae); ASV 664 (unclassified Oscillospiraceae)). Building a multiple linear regression model showed that ASV 1508 (co‐abundant with ASV 1982) and ASV 664 explained, respectively, 16.0% and 4.6% of the interindividual variability in TAC AUC/(dose/kg) in CYP3A5 non‐expresser patients, when adjusting for hematocrit and age. Anaerostipes relative abundance was decreased in patients with diabetes. Altogether, this pilot study revealed unprecedented links between the gut microbiota composition and diversity and TAC PKs in stable kidney transplant recipients. It supports the relevance of studying the gut microbiota as an important contributor to TAC PK variability. Elucidating the causal relationship will offer new perspectives to predict TAC inter‐ and intra‐PK variability.

[1]  V. Haufroid,et al.  Gut microbiome modulates tacrolimus pharmacokinetics through the transcriptional regulation of ABCB1 , 2023, Microbiome.

[2]  K. Attwood,et al.  Age associations with tacrolimus and mycophenolic acid pharmacokinetics in stable Black and White kidney transplant recipients: Implications for health inequities , 2023, Clinical and translational science.

[3]  Sylwester Drożdżal,et al.  The Effect of the Gut Microbiota on Transplanted Kidney Function , 2023, International journal of molecular sciences.

[4]  Ruoying Li,et al.  Integrative metagenomic and metabolomic analyses reveal the role of gut microbiota in antibody-mediated renal allograft rejection , 2022, Journal of translational medicine.

[5]  Ethan Loew,et al.  Microbial Metabolites Orchestrate a Distinct Multi-Tiered Regulatory Network in the Intestinal Epithelium That Directs P-Glycoprotein Expression , 2022, mBio.

[6]  N. Chattipakorn,et al.  Impact of gut microbiota on kidney transplantation. , 2021, Transplantation reviews.

[7]  Ana Rita Brochado,et al.  Bioaccumulation of therapeutic drugs by human gut bacteria , 2021, Nature.

[8]  Patrice D Cani,et al.  Multi‐compartment metabolomics and metagenomics reveal major hepatic and intestinal disturbances in cancer cachectic mice , 2021, Journal of cachexia, sarcopenia and muscle.

[9]  P. Marquet,et al.  Tacrolimus Exposure Prediction Using Machine Learning , 2020, Clinical pharmacology and therapeutics.

[10]  G. Tsiamis,et al.  Impact of the Post-Transplant Period and Lifestyle Diseases on Human Gut Microbiota in Kidney Graft Recipients , 2020, Microorganisms.

[11]  D. Taber,et al.  Immunosuppression trends in solid organ transplantation: The future of individualization, monitoring, and management , 2020, Pharmacotherapy.

[12]  N. Takahashi,et al.  Nitrite Production from Nitrate and Its Link with Lactate Metabolism in Oral Veillonella spp , 2020, Applied and Environmental Microbiology.

[13]  Å. Keita,et al.  The Intestinal Barrier and Current Techniques for the Assessment of Gut Permeability , 2020, Cells.

[14]  V. Haufroid,et al.  Predictors of tacrolimus pharmacokinetic variability: current evidences and future perspectives , 2020, Expert opinion on drug metabolism & toxicology.

[15]  R. Nandakumar,et al.  Gut microbial diversity, inflammation, and oxidative stress are associated with tacrolimus dosing requirements early after heart transplantation , 2020, PloS one.

[16]  D. DuBay,et al.  A comprehensive review of the impact of tacrolimus intrapatient variability on clinical outcomes in kidney transplantation , 2020, American journal of transplantation : official journal of the American Society of Transplantation and the American Society of Transplant Surgeons.

[17]  Zhaoli Sun,et al.  Butyric acid normalizes hyperglycemia caused by the tacrolimus‐induced gut microbiota , 2020, American journal of transplantation : official journal of the American Society of Transplantation and the American Society of Transplant Surgeons.

[18]  E. L. Rosado,et al.  Profile of the gut microbiota of adults with obesity: a systematic review , 2020, European Journal of Clinical Nutrition.

[19]  O. Tenaillon,et al.  Gut microbiota composition alterations are associated with the onset of diabetes in kidney transplant recipients , 2020, PloS one.

[20]  Y. Taur,et al.  Butyrate‐producing gut bacteria and viral infections in kidney transplant recipients: A pilot study , 2019, Transplant infectious disease : an official journal of the Transplantation Society.

[21]  A. Goodman,et al.  Mapping human microbiome drug metabolism by gut bacteria and their genes , 2019, Nature.

[22]  U. Christians,et al.  Therapeutic Drug Monitoring of Tacrolimus-Personalized Therapy: Second Consensus Report , 2019, Therapeutic drug monitoring.

[23]  B. Guida,et al.  Nutritional management in renal transplant recipients: A transplant team opportunity to improve graft survival. , 2019, Nutrition, metabolism, and cardiovascular diseases : NMCD.

[24]  L. Rostaing,et al.  An update on the safety of tacrolimus in kidney transplant recipients, with a focus on tacrolimus minimization , 2019, Expert opinion on drug safety.

[25]  B. Griffin,et al.  Gut Reactions: Breaking Down Xenobiotic–Microbiome Interactions , 2019, Pharmacological Reviews.

[26]  T. Hori,et al.  Draft Genome Sequence of a Novel Lactate-Fermenting Bacterial Strain of the Family Sporomusaceae within the Class Negativicutes , 2019, Microbiology Resource Announcements.

[27]  J. D. de Fijter,et al.  A population pharmacokinetic model to predict the individual starting dose of tacrolimus in adult renal transplant recipients , 2019, British journal of clinical pharmacology.

[28]  Y. Taur,et al.  Gut microbiota dysbiosis and diarrhea in kidney transplant recipients , 2018, American journal of transplantation : official journal of the American Society of Transplantation and the American Society of Transplant Surgeons.

[29]  I. Yakoub-Agha,et al.  Association Between Low Plasma Level of Citrulline Before Allogeneic Hematopoietic Cell Transplantation and Severe Gastrointestinal Graft vs Host Disease , 2017, Clinical gastroenterology and hepatology : the official clinical practice journal of the American Gastroenterological Association.

[30]  Luis Pedro Coelho,et al.  Towards standards for human fecal sample processing in metagenomic studies , 2017, Nature Biotechnology.

[31]  H. Colom,et al.  The combination of CYP3A4*22 and CYP3A5*3 single-nucleotide polymorphisms determines tacrolimus dose requirement after kidney transplantation , 2017, Pharmacogenetics and genomics.

[32]  N. Galante,et al.  OriginalClinicalScienceçGeneral Longitudinal Pharmacokinetics of Tacrolimus in Elderly Compared With Younger Recipients in the First 6 Months After Renal Transplantation , 2017 .

[33]  Paul J. McMurdie,et al.  Exact sequence variants should replace operational taxonomic units in marker-gene data analysis , 2017, The ISME Journal.

[34]  S. Ohtsuki,et al.  Effect of Intestinal Flora on Protein Expression of Drug-Metabolizing Enzymes and Transporters in the Liver and Kidney of Germ-Free and Antibiotics-Treated Mice. , 2016, Molecular pharmaceutics.

[35]  Morris A. Swertz,et al.  Population-based metagenomics analysis reveals markers for gut microbiome composition and diversity , 2016, Science.

[36]  J. Raes,et al.  Population-level analysis of gut microbiome variation , 2016, Science.

[37]  Markus Quante,et al.  A Rationale for Age-Adapted Immunosuppression in Organ Transplantation , 2015, Transplantation.

[38]  Nora C. Toussaint,et al.  Gut Microbiota and Tacrolimus Dosing in Kidney Transplantation , 2015, PloS one.

[39]  Nora C. Toussaint,et al.  Gut Microbial Community Structure and Complications After Kidney Transplantation: A Pilot Study , 2014, Transplantation.

[40]  W. F. Fricke,et al.  Human Microbiota Characterization in the Course of Renal Transplantation , 2014, American journal of transplantation : official journal of the American Society of Transplantation and the American Society of Transplant Surgeons.

[41]  V. Haufroid,et al.  Impact of CYP3A4*22 Allele on Tacrolimus Pharmacokinetics in Early Period After Renal Transplantation: Toward Updated Genotype-Based Dosage Guidelines , 2013, Therapeutic drug monitoring.

[42]  A. Åsberg,et al.  Importance of hematocrit for a tacrolimus target concentration strategy , 2013, European Journal of Clinical Pharmacology.

[43]  A. Israni,et al.  Lower Calcineurin Inhibitor Doses in Older Compared to Younger Kidney Transplant Recipients Yield Similar Troughs , 2012, American journal of transplantation : official journal of the American Society of Transplantation and the American Society of Transplant Surgeons.

[44]  Qiang Feng,et al.  A metagenome-wide association study of gut microbiota in type 2 diabetes , 2012, Nature.

[45]  Katherine H. Huang,et al.  Structure, Function and Diversity of the Healthy Human Microbiome , 2012, Nature.

[46]  Harry J. Flint,et al.  Diversity, metabolism and microbial ecology of butyrate-producing bacteria from the human large intestine. , 2009, FEMS microbiology letters.

[47]  J. Squifflet,et al.  The effect of CYP3A5 and MDR1 (ABCB1) polymorphisms on cyclosporine and tacrolimus dose requirements and trough blood levels in stable renal transplant patients. , 2004, Pharmacogenetics.

[48]  L. Forney,et al.  Distribution of bacterioplankton in meromictic Lake Saelenvannet, as determined by denaturing gradient gel electrophoresis of PCR-amplified gene fragments coding for 16S rRNA , 1997, Applied and environmental microbiology.

[49]  Identi fi cation and Characterization of Major Bile Acid 7 a -Dehydroxylating Bacteria in the Human Gut , 2022 .