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Shaping the future of postoperative recurrence in Crohn’s disease: personalised approaches with AI-enabled imaging and multi-omics

工作流程 医学 内窥镜 医学物理学 精密医学 医学影像学 内镜超声 内窥镜检查 临床实习 数据科学 疾病 病理 从长凳到床边 诊断准确性 重症监护医学 梅德林 生物信息学 计算机科学 风险评估 转化研究 外科手术 分子成像
作者
Marietta Iacucci,Irene Zammarchi,Cecilia Lina Pugliano,Giovanni Santacroce,Ivan Capobianco,Snehali Majumder,Andrea Ruffa,Valery Naranjo,Enrico Grisan,Olga Maria Nardone,Subrata Ghosh
出处
期刊:Gut [BMJ]
卷期号:: gutjnl-2025
标识
DOI:10.1136/gutjnl-2025-337171
摘要

Postoperative recurrence (POR) is a major challenge in the long-term management of Crohn's disease (CD), affecting up to 70% of patients within the first year after surgical resection. The multifactorial pathogenesis of POR complicates prevention, while evolving surgical techniques and different anastomotic configurations further hinder accurate prediction and monitoring.Current surveillance strategies, including standard ileocolonoscopy and faecal calprotectin, remain limited by suboptimal accuracy, the absence of validated scoring systems and the lack of standardised monitoring intervals. Recent advances in high-resolution endoscopic imaging, such as confocal laser endomicroscopy and endocytoscopy, enable real-time, in vivo microstructural assessment of the anastomosis, offering opportunities for earlier and more precise detection of recurrence. In parallel, developments in intestinal ultrasound and cross-sectional imaging are reshaping non-invasive monitoring by providing transmural evaluation. Beyond imaging, multiomics approaches, spanning genomics, transcriptomics, proteomics, metabolomics and metagenomics, are uncovering novel biological pathways linked to POR, providing new mechanistic insights.Artificial intelligence (AI) has the potential to integrate clinical, endoscopic, imaging and omics data into predictive multimodal models for POR, supporting individualised risk stratification, early detection and personalised treatment strategies. While promising, these innovations require prospective validation, methodological standardisation and integration into clinical workflows before translation into routine practice.This review summarises the current understanding of POR, highlights emerging diagnostic and monitoring technologies and explores how AI-enabled endoscopy and multi-omics approaches may transform future management, paving the way towards precision medicine for POR in CD.
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