Exploring the Predictive Value of Gut Microbiome Signatures for Therapy Intensification in Patients With Inflammatory Bowel Disease: A 10-Year Follow-up Study

被引:4
作者
Al Radi, Zainab M. A. [1 ,2 ]
Prins, Femke M. [1 ,2 ]
Collij, Valerie [1 ]
Vila, Arnau Vich [3 ,4 ]
Festen, Eleonora A. M. [1 ]
Dijkstra, Gerard [1 ]
Weersma, Rinse K. [1 ,5 ]
Klaassen, Marjolein A. Y. [1 ,6 ,7 ]
Gacesa, Ranko [1 ,5 ,8 ,9 ,10 ]
机构
[1] Univ Groningen, Univ Med Ctr Groningen, Dept Gastroenterol & Hepatol, Groningen, Netherlands
[2] Univ Groningen, Univ Med Ctr Groningen, Dept Cardiol, Groningen, Netherlands
[3] Rega Inst Med Res, Dept Microbiol & Immunol, Leuven, Belgium
[4] VIB KU Leuven Ctr Microbiol, Leuven, Belgium
[5] Univ Groningen, Univ Med Ctr Groningen, Dept Genet, Groningen, Netherlands
[6] MIT, Dept Biol Engn, Cambridge, MA USA
[7] Massachusetts Gen Hosp, Ctr Crohns & Colitis, Boston, MA USA
[8] Univ Groningen, Dept Gastroenterol & Hepatol, POB 30-001, NL-9700RB Groningen, Netherlands
[9] Univ Groningen, Dept Genet, POB 30-001, NL-9700RB Groningen, Netherlands
[10] Univ Med Ctr Groningen, POB 30-001, NL-9700RB Groningen, Netherlands
关键词
inflammatory bowel disease; therapy intensification; prognostic tools; gut microbiome; SURGERY;
D O I
10.1093/ibd/izae064
中图分类号
R57 [消化系及腹部疾病];
学科分类号
摘要
Background Inflammatory bowel diseases (IBDs) pose a significant challenge due to their diverse, often debilitating, and unpredictable clinical manifestations. The absence of prognostic tools to anticipate the future complications that require therapy intensification presents a substantial burden to patient private life and health. We aimed to explore whether the gut microbiome is a potential biomarker for future therapy intensification in a cohort of 90 IBD patients.Methods We conducted whole-genome metagenomics sequencing on fecal samples from these patients, allowing us to profile the taxonomic and functional composition of their gut microbiomes. Additionally, we conducted a retrospective analysis of patients' electronic records over a period of 10 years following the sample collection and classified patients into (1) those requiring and (2) not requiring therapy intensification. Therapy intensification included medication escalation, intestinal resections, or a loss of response to a biological treatment. We applied gut microbiome diversity analysis, dissimilarity assessment, differential abundance analysis, and random forest modeling to establish associations between baseline microbiome profiles and future therapy intensification.Results We identified 12 microbial species (eg, Roseburia hominis and Dialister invisus) and 16 functional pathways (eg, biosynthesis of L-citrulline and L-threonine) with significant correlations to future therapy intensifications. Random forest models using microbial species and pathways achieved areas under the curve of 0.75 and 0.72 for predicting therapy intensification.Conclusions The gut microbiome is a potential biomarker for therapy intensification in IBD patients and personalized management strategies. Further research should validate our findings in other cohorts to enhance the generalizability of these results. Ninety IBD patients were followed-up for 10 years after producing a fecal sample. During this period, 36% of the patients required therapy intensification. We show that the gut microbiome at baseline is associated with, and might hold predictive value for future necessity of therapy intensification.
引用
收藏
页码:1642 / 1653
页数:12
相关论文
共 38 条
[1]   Breaking the therapeutic ceiling in drug development in ulcerative colitis [J].
Alsoud, Dahham ;
Verstockt, Bram ;
Fiocchi, Claudio ;
Vermeire, Severine .
LANCET GASTROENTEROLOGY & HEPATOLOGY, 2021, 6 (07) :S89-S95
[2]   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-+
[3]   Long-term Combination Therapy with Infliximab Plus Azathioprine Predicts Sustained Steroid-free Clinical Benefit in Steroid-dependent Ulcerative Colitis [J].
Armuzzi, Alessandro ;
Pugliese, Daniela ;
Danese, Silvio ;
Rizzo, Gianluca ;
Felice, Carla ;
Marzo, Manuela ;
Andrisani, Gianluca ;
Fiorino, Gionata ;
Nardone, Olga Maria ;
De Vitis, Italo ;
Papa, Alfredo ;
Rapaccini, Gian Lodovico ;
Guidi, Luisa .
INFLAMMATORY BOWEL DISEASES, 2014, 20 (08) :1368-1374
[4]   Inherited determinants of Crohn's disease and ulcerative colitis phenotypes: a genetic association study [J].
Cleynen, Isabelle ;
Boucher, Gabrielle ;
Jostins, Luke ;
Schumm, L. Philip ;
Zeissig, Sebastian ;
Ahmad, Tariq ;
Andersen, Vibeke ;
Andrews, Jane M. ;
Annese, Vito ;
Brand, Stephan ;
Brant, Steven R. ;
Cho, Judy H. ;
Daly, Mark J. ;
Dubinsky, Marla ;
Duerr, Richard H. ;
Ferguson, Lynnette R. ;
Franke, Andre ;
Gearry, Richard B. ;
Goyette, Philippe ;
Hakonarson, Hakon ;
Halfvarson, Jonas ;
Hov, Johannes R. ;
Huang, Hailang ;
Kennedy, Nicholas A. ;
Kupcinskas, Limas ;
Lawrance, Ian C. ;
Lee, James C. ;
Satsangi, Jack ;
Schreiber, Stephan ;
Theatre, Emilie ;
van der Meulen-de Jong, Andrea E. ;
Weersma, Rinse K. ;
Wilson, David C. ;
Parkes, Miles ;
Vermeire, Severine ;
Rioux, John D. ;
Mansfield, John ;
Silverberg, Mark S. ;
Radford-Smith, Graham ;
McGovern, Dermot P. B. ;
Barrett, Jeffrey C. ;
Lees, Charlie W. .
LANCET, 2016, 387 (10014) :156-167
[5]   Dysosmobacter welbionis effects on glucose, lipid, and energy metabolism are associated with specific bioactive lipids [J].
de Hase, Emilie Moens ;
Petitfils, Camille ;
Alhouayek, Mireille ;
Depommier, Clara ;
Le Faouder, Pauline ;
Delzenne, Nathalie M. ;
Van Hul, Matthias ;
Muccioli, Giulio G. ;
Cenac, Nicolas ;
Cani, Patrice D. .
JOURNAL OF LIPID RESEARCH, 2023, 64 (10)
[6]   Short chain fatty acids and its producing organisms: An overlooked therapy for IBD? [J].
Deleu, Sara ;
Machiels, Kathleen ;
Raes, Jeroen ;
Verbeke, Kristin ;
Vermeire, Severine .
EBIOMEDICINE, 2021, 66
[7]   Gastrointestinal Surgery for Inflammatory Bowel Disease Persistently Lowers Microbiome and Metabolome Diversity [J].
Fang, Xin ;
Vazquez-Baeza, Yoshiki ;
Elijah, Emmanuel ;
Vargas, Fernando ;
Ackermann, Gail ;
Humphrey, Gregory ;
Lau, Rebecca ;
Weldon, Kelly C. ;
Sanders, Jon G. ;
Panitchpakdi, Morgan ;
Carpenter, Carolina ;
Jarmusch, Alan K. ;
Neill, Jennifer ;
Miralles, Ara ;
Dulai, Parambir ;
Singh, Siddharth ;
Tsai, Matthew ;
Swafford, Austin D. ;
Smarr, Larry ;
Boyle, David L. ;
Palsson, Bernhard O. ;
Chang, John T. ;
Dorrestein, Pieter C. ;
Sandborn, William J. ;
Knight, Rob ;
Boland, Brigid S. .
INFLAMMATORY BOWEL DISEASES, 2021, 27 (05) :603-616
[8]   Inflammatory Bowel Disease Presentation and Diagnosis [J].
Flynn, Sean ;
Eisenstein, Samuel .
SURGICAL CLINICS OF NORTH AMERICA, 2019, 99 (06) :1051-+
[9]   Risk of Surgery for Inflammatory Bowel Diseases Has Decreased Over Time: A Systematic Review and Meta-analysis of Population-Based Studies [J].
Frolkis, Alexandra D. ;
Dykeman, Jonathan ;
Negron, Maria E. ;
deBruyn, Jennifer ;
Jette, Nathalie ;
Fiest, Kirsten M. ;
Frolkis, Talia ;
Barkema, Herman W. ;
Rioux, Kevin P. ;
Panaccione, Remo ;
Ghosh, Subrata ;
Wiebe, Samuel ;
Kaplan, Gilaad G. .
GASTROENTEROLOGY, 2013, 145 (05) :996-1006
[10]   Short-Chain Fatty-Acid-Producing Bacteria: Key Components of the Human Gut Microbiota [J].
Fusco, William ;
Lorenzo, Manuel Bernabeu ;
Cintoni, Marco ;
Porcari, Serena ;
Rinninella, Emanuele ;
Kaitsas, Francesco ;
Lener, Elena ;
Mele, Maria Cristina ;
Gasbarrini, Antonio ;
Collado, Maria Carmen ;
Cammarota, Giovanni ;
Ianiro, Gianluca .
NUTRIENTS, 2023, 15 (09)