The Pretreatment Gut Microbiome Is Associated With Lack of Response to Methotrexate in New-Onset Rheumatoid Arthritis

被引:94
作者
Artacho, Alejandro [1 ]
Isaac, Sandrine [1 ]
Nayak, Renuka [2 ]
Flor-Duro, Alejandra [1 ]
Alexander, Margaret [2 ]
Koo, Imhoi [3 ]
Manasson, Julia [4 ,5 ]
Smith, Philip B. [3 ]
Rosenthal, Pamela [4 ,5 ]
Homsi, Yamen [6 ]
Gulko, Percio [7 ]
Pons, Javier [1 ]
Puchades-Carrasco, Leonor [8 ,9 ]
Izmirly, Peter [4 ,5 ]
Patterson, Andrew [3 ]
Abramson, Steven B. [4 ,5 ]
Pineda-Lucena, Antonio [8 ,9 ,10 ]
Turnbaugh, Peter J. [2 ,11 ]
Ubeda, Carles [12 ,13 ]
Scher, Jose U. [4 ,5 ]
机构
[1] FISABIO, Ctr Publ Hlth Res, Valencia, Spain
[2] Univ Calif San Francisco, San Francisco, CA 94143 USA
[3] Penn State Univ, University Pk, PA 16802 USA
[4] NYU, Sch Med, New York, NY USA
[5] NYU Langone Orthoped Hosp, New York, NY USA
[6] NYU Langone Hosp, Brooklyn, NY USA
[7] Mt Sinai Sch Med, New York, NY USA
[8] Ctr Invest Principe Felipe, Valencia, Spain
[9] Inst Invest Sanitaria La Fe, Valencia, Spain
[10] Univ Navarra, Ctr Invest Med Aplicada, Pamplona, Spain
[11] Chan Zuckerberg Biohub, San Francisco, CA USA
[12] La Fdn Fomento Invest Sanitaria & Biomed Comunita, Ctr Super Invest Salud Publ, Madrid, Spain
[13] CIBERESP, Madrid, Spain
关键词
MODIFYING ANTIRHEUMATIC DRUGS; SUBCUTANEOUS METHOTREXATE; CLINICAL-EFFICACY; BIOLOGIC THERAPY; MONOTHERAPY; CELLS; POLYMORPHISMS; METABOLISM; DIVERSITY; WINDOW;
D O I
10.1002/art.41622
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Objective Although oral methotrexate (MTX) remains the anchor drug for rheumatoid arthritis (RA), up to 50% of patients do not achieve a clinically adequate outcome. In addition, there is a lack of prognostic tools for treatment response prior to drug initiation. This study was undertaken to investigate whether interindividual differences in the human gut microbiome can aid in the prediction of MTX efficacy in new-onset RA. Methods We performed 16S ribosomal RNA gene and shotgun metagenomic sequencing on the baseline gut microbiomes of drug-naive patients with new-onset RA (n = 26). Results were validated in an additional independent cohort (n = 21). To gain insight into potential microbial mechanisms, we conducted ex vivo experiments coupled with metabolomics analysis to evaluate the association between microbiome-driven MTX depletion and clinical response. Results Our analysis revealed significant associations of the abundance of gut bacterial taxa and their genes with future clinical response (q < 0.05), including orthologs related to purine and MTX metabolism. Machine learning techniques were applied to the metagenomic data, resulting in a microbiome-based model that predicted lack of response to MTX in an independent group of patients. Finally, MTX levels remaining after ex vivo incubation with distal gut samples from pretreatment RA patients significantly correlated with the magnitude of future clinical response, suggesting a possible direct effect of the gut microbiome on MTX metabolism and treatment outcomes. Conclusion Taken together, these findings are the first step toward predicting lack of response to oral MTX in patients with new-onset RA and support the value of the gut microbiome as a possible prognostic tool and as a potential target in RA therapeutics.
引用
收藏
页码:931 / 942
页数:12
相关论文
共 50 条
[1]   Gut Microbiome Function Predicts Response to Anti-integrin Biologic Therapy in Inflammatory Bowel Diseases [J].
Ananthakrishnan, Ashwin N. ;
Luo, Chengwei ;
Yajnik, Vijay ;
Khalili, Hamed ;
Garber, John J. ;
Stevens, Betsy W. ;
Cleland, Thomas ;
Xavier, Ramnik J. .
CELL HOST & MICROBE, 2017, 21 (05) :603-+
[2]  
Angelis-Stoforidis P, 1999, CLIN EXP RHEUMATOL, V17, P313
[3]   How to Determine the Role of the Microbiome in Drug Disposition [J].
Bisanz, Jordan E. ;
Spanogiannopoulos, Peter ;
Pieper, Lindsey M. ;
Bustion, Annamarie E. ;
Turnbaugh, Peter J. .
DRUG METABOLISM AND DISPOSITION, 2018, 46 (11) :1588-1595
[4]   Understanding the window of opportunity concept in early rheumatoid arthritis [J].
Boers, M .
ARTHRITIS AND RHEUMATISM, 2003, 48 (07) :1771-1774
[5]   Use of Oral and Subcutaneous Methotrexate in Rheumatoid Arthritis Patients in the United States [J].
Curtis, Jeffrey R. ;
Zhang, Jie ;
Xie, Fenglong ;
Beukelman, Tim ;
Chen, Lang ;
Fernandes, Joaquim ;
Ginsberg, Seth ;
Spettell, Claire ;
Yun, Huifeng ;
Saag, Kenneth G. ;
Schiff, Michael .
ARTHRITIS CARE & RESEARCH, 2014, 66 (11) :1604-1611
[6]   Measurement of erythrocyte methotrexate polyglutamate levels: Ready for clinical use in rheumatoid arthritis? [J].
Danila M.I. ;
Hughes L.B. ;
Brown E.E. ;
Morgan S.L. ;
Baggott J.E. ;
Arnett D.K. ;
Bridges Jr. S.L. .
Current Rheumatology Reports, 2010, 12 (5) :342-347
[7]   Polyglutamation of methotrexate with common polymorphisms in reduced folate carrier, aminoimidazole carboxamide ribonucleotide transformylase, and thymidylate synthase are associated with methotrexate effects in rheumatoid arthritis [J].
Dervieux, T ;
Furst, D ;
Lein, DO ;
Capps, R ;
Smith, K ;
Walsh, M ;
Kremer, J .
ARTHRITIS AND RHEUMATISM, 2004, 50 (09) :2766-2774
[8]   Pharmacogenomic and metabolic biomarkers in the folate pathway and their association with methotrexate effects during dosage escalation in rheumatoid arthritis [J].
Dervieux, Thierry ;
Greenstein, Neal ;
Kremer, Joel .
ARTHRITIS AND RHEUMATISM, 2006, 54 (10) :3095-3103
[9]   Induction therapy with adalimumab plus methotrexate for 24 weeks followed by methotrexate monotherapy up to week 48 versus methotrexate therapy alone for DMARD-naive patients with early rheumatoid arthritis: HIT HARD, an investigator-initiated study [J].
Detert, Jacqueline ;
Bastian, Hans ;
Listing, Joachim ;
Weiss, Anja ;
Wassenberg, Siegfried ;
Liebhaber, Anke ;
Rockwitz, Karin ;
Alten, Rieke ;
Krueger, Klaus ;
Rau, Rolf ;
Simon, Christina ;
Gremmelsbacher, Eva ;
Braun, Tanja ;
Marsmann, Bettina ;
Hoehne-Zimmer, Vera ;
Egerer, Karl ;
Buttgereit, Frank ;
Burmester, Gerd-R .
ANNALS OF THE RHEUMATIC DISEASES, 2013, 72 (06) :844-850
[10]  
Doherty MK, 2018, MBIO, V9, DOI [10.1128/mBio.02120-17, 10.1128/mbio.02120-17]