MRI neurophenotype reflecting brain-gut interactions to predict intestinal disease progression in patients with Crohn’s disease
Author Block: R. Zhang, X. Shen, Y. Wang, J. Lin, L. Huang, W. He, S-T. Feng, X. Li; Guangzhou/CN
Purpose: There is considerable recent interest in the role of brain-gut axis in the pathogenesis and manifestations of Crohn’s disease (CD). We developed a multimodal neuroimaging-based model to characterize the neurophenotype of CD patients and predict intestinal disease progression, using multi-omics data to demonstrate its validity.
Methods or Background: This prospective study enrolled 109 CD patients who underwent baseline tests (including multimodal neuroimaging, psychological scales, MR enterography, ileocolonoscopy) and fecal/blood samples collection within one week. The neurophenotype of patients with different intestinal inflammation levels was characterized using a radiomics model, developed from 13 out of 13,870 neuroimaging features. This neurophenotype in predicting disease progression during follow-up was evaluated using Kaplan-Meier curves and Cox regression analysis. Multi-omics data (including fecal microbiome, fecal/blood metabolomics, intestinal/blood-brain-barrier permeability, and blood neurotransmitter) were used to elucidate how this neurophenotype reflecting brain-gut interactions.
Results or Findings: The model enabled accurate characterization of neurophenotypes in patients with different intestinal inflammation levels in training and test cohorts (AUC=0.824-0.842, both P<0.05). Neurophenotype was the most important predictor of disease progression (HR=29.05, P=0.033), surpassing psychological traits (HR=0.95-1.09, all P>0.05). Multi-omics analysis revealed that elevated intestinal inflammation was correlated with increased intestinal permeability and specific gut microbiota (e.g., Enterococcus) and metabolites (e.g., caproic acid), which collectively contributed to high-risk neurophenotype (all P<0.05). High-risk neurophenotype subsequently associated with intestinal disease progression by establishing correlations with six blood neurotransmitters (e.g., tryptophan) (all P<0.05).
Conclusion: The neurophenotype varies among CD patients with different intestinal inflammation levels and can predict intestinal disease progression. Multi-omics data offer biological evidence to support its validity.
Limitations: This was a single-centre study, and the potential mechanisms underlying the brain-gut axis in our study have yet to be validated.
Funding for this study: This study was financially supported by National Natural Science Foundation of China (82070680, 82270693, 82271958, 82072002, 82170537, and 82222010), Guangdong Basic and Applied Basic Research Foundation (2023B1515020070 and 2023A1515011097), 2023 SKY Imaging Research Fund of the Chinese International Medical Foundation (Z-2014-07-2301), and National Key R&D Program of China (2023YFC2507300).
Has your study been approved by an ethics committee? Yes
Ethics committee - additional information: The study was approved by the institutional ethics review board of The First Affiliated Hospital of Sun Yat-sen University (No. [2021]215-2)