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早发性结直肠癌长期无复发生存率和总生存率的预测:ENCORE多中心研究

Prediction of long-term recurrence-free and overall survival in early-onset colorectal cancer: the ENCORE multi-centre study.

作者信息

Mannucci Alessandro, Hernández Goretti, Uetake Hiroyuki, Yamada Yasuhide, Balaguer Francesc, Baba Hideo, Chen Tianhui, Chen Jinfei, Boland C Richard, Cavestro Giulia Martina, Quintero Enrique, Goel Ajay

机构信息

Department of Molecular Diagnostics and Experimental Therapeutics, Beckman Research Institute of City of Hope, Monrovia, CA, USA.

Gastroenterology and Gastrointestinal Endoscopy Unit, Vita-Salute San Raffaele University; IRCCS San Raffaele Hospital, Milan, Italy.

出版信息

NPJ Precis Oncol. 2025 Jun 21;9(1):202. doi: 10.1038/s41698-025-00978-7.

Abstract

Survivors of early-onset colorectal cancer (EOCRC, i.e., diagnosed before age 50) are likely to experience recurrence after completing treatment. In this international, multi-centric, phase I-II-III EDRN biomarker study, we identified a panel of tumor-derived biomarkers of EOCRC recurrence. We then trained and independently validated a machine learning model (XGBoost) to predict 5-year recurrence-free and overall survival (RFS and OS) of patients with stage I-III EOCRC. Patients with "low-risk" EOCRC demonstrated statistically higher rates of 2-, 5-, and 10 year RFS in both the training cohort (51.0 vs. 92.4%; 34.4% vs. 92.4%; 25.8% vs. 92.4%, respectively; p < 0.0001) and the validation cohort (78.9% vs. 100.0%; 75.0% vs. 100.0%; 75.0% vs. 100.0%, respectively; p = 0.0019). We also report a significant reduction in both over-treatment and missed recurrences compared to current clinically available options. This tissue-based, machine learning-powered assay was prognostic of long-term RFS and OS outcomes after curative-intent treatment of EOCRC (ENCORE was first registered on ClinicalTrial.gov [ID: NCT06271980] on February 15th, 2024).

摘要

早发性结直肠癌(EOCRC,即50岁之前确诊)幸存者在完成治疗后可能会复发。在这项国际多中心的I-II-III期环境癌症研究网络(EDRN)生物标志物研究中,我们确定了一组EOCRC复发的肿瘤源性生物标志物。然后,我们训练并独立验证了一个机器学习模型(XGBoost),以预测I-III期EOCRC患者的5年无复发生存率和总生存率(RFS和OS)。“低风险”EOCRC患者在训练队列(分别为51.0%对92.4%;34.4%对92.4%;25.8%对92.4%;p<0.0001)和验证队列(分别为78.9%对100.0%;75.0%对100.0%;75.0%对100.0%;p=0.0019)中的2年、5年和10年RFS率在统计学上均较高。与目前临床可用的方法相比,我们还报告了过度治疗和漏诊复发的显著减少。这种基于组织的、由机器学习驱动的检测方法对EOCRC进行根治性治疗后的长期RFS和OS结果具有预后价值(ENCORE于2024年2月15日首次在ClinicalTrial.gov上注册[ID:NCT06271980])。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f46f/12182588/5136ef940c29/41698_2025_978_Fig1_HTML.jpg

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