Jinsei Miyoshi, Alessandro Mannucci, Marco Scarpa, Feng Gao, Shusuke Toden, Timothy Whitsett, Landon J Inge, Ross M Bremner, Tetsuji Takayama, Yulan Cheng, Teodoro Bottiglieri, Iris D Nagetaal, Martha J Shrubsole, Ali H Zaidi, Xin Wang, Helen G Coleman, Lesley A Anderson, Stephen J Meltzer, Ajay Goel
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引用次数: 0
Abstract
Background There is no clinically relevant serological marker for the early detection of oesophageal adenocarcinoma (EAC) and its precursor lesion, Barrett’s oesophagus (BE). Objective To develop and test a blood-based assay for EAC and BE. Design Oesophageal MicroRNAs of BaRRett, Adenocarcinoma and Dysplasia ( EMERALD ) was a large, international, multicentre biomarker cohort study involving 792 patient samples from 4 countries ([NCT06381583][1]) to develop and validate a circulating miRNA signature for the early detection of EAC and high-risk BE. Tissue-based miRNA sequencing and microarray datasets (n=134) were used to identify candidate miRNAs of diagnostic potential, followed by validation using 42 pairs of matched cancer and normal tissues. The usefulness of the candidate miRNAs was initially assessed using 108 sera (44 EAC, 34 EAC precursors and 30 non-disease controls). We finally trained a machine learning model (XGBoost+AdaBoost) on RT-qPCR results from circulating miRNAs from a training cohort (n=160) and independently tested it in an external cohort (n=295). Results After a strict process of biomarker discovery and selection, we identified six miRNAs that were overexpressed in all sera of patients compared with non-disease controls from three independent cohorts of different nationalities (miR-106b, miR-146a, miR-15a, miR-18a, miR-21 and miR-93). We established a six-miRNA diagnostic signature using the training cohort (area under the receiver operating characteristic curve (AUROC): 97.6%) and tested it in an independent cohort (AUROC: 91.9%). This assay could also identify patients with BE among patients with gastro-oesophageal reflux disease (AUROC: 94.8%, sensitivity: 92.8%, specificity: 85.1%). Conclusion Using a comprehensive approach integrating unbiased genome-wide biomarker discovery and several independent experimental validations, we have developed and validated a novel blood test that might complement screening options for BE/EAC. Trial registration number [NCT06381583][1]. Data sharing not applicable as no datasets generated and/or analysed for this study. Data collected for the study, including deidentified participant data and the code, will be made available to others at publication via a signed data access agreement and at the discretion of the investigators’ approval of the proposed use of such data. [1]: /lookup/external-ref?link_type=CLINTRIALGOV&access_num=NCT06381583&atom=%2Fgutjnl%2Fearly%2F2024%2F11%2F18%2Fgutjnl-2024-333364.atom
期刊介绍:
Gut is a renowned international journal specializing in gastroenterology and hepatology, known for its high-quality clinical research covering the alimentary tract, liver, biliary tree, and pancreas. It offers authoritative and current coverage across all aspects of gastroenterology and hepatology, featuring articles on emerging disease mechanisms and innovative diagnostic and therapeutic approaches authored by leading experts.
As the flagship journal of BMJ's gastroenterology portfolio, Gut is accompanied by two companion journals: Frontline Gastroenterology, focusing on education and practice-oriented papers, and BMJ Open Gastroenterology for open access original research.