TY - JOUR
T1 - Gut Microbiome Composition Is Associated With Future Onset of Crohn's Disease in Healthy First-Degree Relatives
AU - The CCC GEM Project Research Consortium
AU - Raygoza Garay, Juan Antonio
AU - Turpin, Williams
AU - Lee, Sun Ho
AU - Smith, Michelle I.
AU - Goethel, Ashleigh
AU - Griffiths, Anne M.
AU - Moayyedi, Paul
AU - Espin-Garcia, Osvaldo
AU - Abreu, Maria
AU - Aumais, Guy L.
AU - Bernstein, Charles N.
AU - Biron, Irit A.
AU - Cino, Maria
AU - Deslandres, Colette
AU - Dotan, Iris
AU - El-Matary, Wael
AU - Feagan, Brian
AU - Guttman, David S.
AU - Huynh, Hien
AU - Dieleman, Levinus A.
AU - Hyams, Jeffrey S.
AU - Jacobson, Kevan
AU - Mack, David
AU - Marshall, John K.
AU - Otley, Anthony
AU - Panaccione, Remo
AU - Ropeleski, Mark
AU - Silverberg, Mark S.
AU - Steinhart, A. Hillary
AU - Turner, Dan
AU - Yerushalmi, Baruch
AU - Paterson, Andrew D.
AU - Xu, Wei
AU - Beck, Paul
AU - Croitoru, Kenneth
AU - Guttman, David
AU - Kaplan, Gilaad
AU - Krause, Denis O.
AU - Madsen, Karen
AU - Marshall, John
AU - Seidman, Ernest
AU - Silverberg, Mark
AU - Snapper, Scott
AU - Stadnyk, Andy
AU - Steinhart, Hillary
AU - Surette, Michael
AU - Walters, Thomas
AU - Vallance, Bruce
AU - Aumais, Guy
AU - Bitton, Alain
N1 - Publisher Copyright:
© 2023 AGA Institute
PY - 2023/9
Y1 - 2023/9
N2 - Background & Aims: The cause of Crohn's disease (CD) is unknown, but the current hypothesis is that microbial or environmental factors induce gut inflammation in genetically susceptible individuals, leading to chronic intestinal inflammation. Case-control studies of patients with CD have cataloged alterations in the gut microbiome composition; however, these studies fail to distinguish whether the altered gut microbiome composition is associated with initiation of CD or is the result of inflammation or drug treatment. Methods: In this prospective cohort study, 3483 healthy first-degree relatives (FDRs) of patients with CD were recruited to identify the gut microbiome composition that precedes the onset of CD and to what extent this composition predicts the risk of developing CD. We applied a machine learning approach to the analysis of the gut microbiome composition (based on 16S ribosomal RNA sequencing) to define a microbial signature that associates with future development of CD. The performance of the model was assessed in an independent validation cohort. Results: In the validation cohort, the microbiome risk score (MRS) model yielded a hazard ratio of 2.24 (95% confidence interval, 1.03-4.84; P = .04), using the median of the MRS from the discovery cohort as the threshold. The MRS demonstrated a temporal validity by capturing individuals that developed CD up to 5 years before disease onset (area under the curve > 0.65). The 5 most important taxa contributing to the MRS included Ruminococcus torques, Blautia, Colidextribacter, an uncultured genus-level group from Oscillospiraceae, and Roseburia. Conclusion: This study is the first to demonstrate that gut microbiome composition is associated with future onset of CD and suggests that gut microbiome is a contributor in the pathogenesis of CD.
AB - Background & Aims: The cause of Crohn's disease (CD) is unknown, but the current hypothesis is that microbial or environmental factors induce gut inflammation in genetically susceptible individuals, leading to chronic intestinal inflammation. Case-control studies of patients with CD have cataloged alterations in the gut microbiome composition; however, these studies fail to distinguish whether the altered gut microbiome composition is associated with initiation of CD or is the result of inflammation or drug treatment. Methods: In this prospective cohort study, 3483 healthy first-degree relatives (FDRs) of patients with CD were recruited to identify the gut microbiome composition that precedes the onset of CD and to what extent this composition predicts the risk of developing CD. We applied a machine learning approach to the analysis of the gut microbiome composition (based on 16S ribosomal RNA sequencing) to define a microbial signature that associates with future development of CD. The performance of the model was assessed in an independent validation cohort. Results: In the validation cohort, the microbiome risk score (MRS) model yielded a hazard ratio of 2.24 (95% confidence interval, 1.03-4.84; P = .04), using the median of the MRS from the discovery cohort as the threshold. The MRS demonstrated a temporal validity by capturing individuals that developed CD up to 5 years before disease onset (area under the curve > 0.65). The 5 most important taxa contributing to the MRS included Ruminococcus torques, Blautia, Colidextribacter, an uncultured genus-level group from Oscillospiraceae, and Roseburia. Conclusion: This study is the first to demonstrate that gut microbiome composition is associated with future onset of CD and suggests that gut microbiome is a contributor in the pathogenesis of CD.
KW - Faecalibacterium
KW - Fecal Calprotectin
KW - Microbiome
KW - Preclinical Inflammatory Bowel Disease
KW - Vitamins B
UR - http://www.scopus.com/inward/record.url?scp=85166275444&partnerID=8YFLogxK
U2 - 10.1053/j.gastro.2023.05.032
DO - 10.1053/j.gastro.2023.05.032
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C2 - 37263307
AN - SCOPUS:85166275444
SN - 0016-5085
VL - 165
SP - 670
EP - 681
JO - Gastroenterology
JF - Gastroenterology
IS - 3
ER -