A noninvasive and highly efficient epigenetic predictive model for efficacy of the GOLP regimen in patients with intrahepatic cholangiocarcinoma

IF 9.1 1区 医学 Q1 ONCOLOGY
Xianlong Meng , Jiacheng Lu , Xiaoyong Huang , Yixiang Shi , Lei Yu , Xiaojun Guo , Pei Pu , Zhiqiang Hu , Shuyang Hu , Mu Ye , Xiaolong Cui , Chen Liang , Jiabin Cai , Qiman Sun , Yinghao Shen , Qiang Gao , Xiaolan Wang , Chuan He , Jian Zhou , Jia Fan , Guoming Shi
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引用次数: 0

Abstract

The GOLP regimen (Gemcitabine, Oxaliplatin, Lenvatinib and anti-PD1 antibody) has been a promising first-line treatment for advanced intrahepatic cholangiocarcinoma (iCCA). A noninvasive tool to predict the response to GOLP regimen is needed for clinical practice. In this study, 188 cell-free DNA samples were collected before each cycle and after the third cycle (P0 to P3) from 47 iCCA patients receiving GOLP regimen. Genome-wide 5-hydroxymethylcytosine (5hmC) profiles of samples were generated by 5hmC-Seal. Tumor response was assessed per Response Evaluation Criteria in Solid Tumors 1.1. Differential and functional analyses revealed that cell proliferation and malignancies associated pathways exhibited higher 5hmC level in poor responders at P1. Immune response related pathways presented higher 5hmC level in good responders at P2. Patients were split into training and validation cohorts by simple randomization at a ratio of 2:1 and a 5-features weighted predictive (wp-) model showing an area under the curve of 0.967 in the validation samples was constructed by machine learning. The model-derived wp-scores showed an opposite trend between good responders and poor responders from P0 to P3. In conclusion, our study identified novel epigenetic modifications and pathways across treatment process to reflect response to the GOLP regimen for iCCA patients. We developed a highly sensitive and specific 5hmC-based 5-features predictive model for GOLP treatment, holding the promise as a noninvasive tool for precision care of iCCA patients.
肝内胆管癌患者GOLP方案疗效的无创高效表观遗传预测模型
GOLP方案(吉西他滨、奥沙利铂、Lenvatinib和抗pd1抗体)已成为晚期肝内胆管癌(iCCA)的一线治疗方案。临床实践需要一种非侵入性的工具来预测对GOLP方案的反应。本研究对47例接受GOLP方案的iCCA患者,在每个周期前和第三周期后(P0至P3)采集188份无细胞DNA样本。通过5hmC- seal生成样品的全基因组5-羟甲基胞嘧啶(5hmC)谱。肿瘤反应按照实体瘤反应评价标准1.1进行评估。差异和功能分析显示,在P1反应不良的患者中,细胞增殖和恶性肿瘤相关途径显示出更高的5hmC水平。P2期良好应答者免疫应答相关通路中5hmC水平升高。将患者按2:1的比例简单随机分成训练组和验证组,通过机器学习构建验证样本曲线下面积为0.967的5特征加权预测(wp-)模型。从P0到P3,模型得出的wp评分在良好应答者和不良应答者之间呈现相反的趋势。总之,我们的研究确定了新的表观遗传修饰和整个治疗过程中的途径,以反映iCCA患者对GOLP方案的反应。我们开发了一个高度敏感和特异性的基于5hmc的GOLP治疗5特征预测模型,有望成为iCCA患者精确护理的无创工具。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Cancer letters
Cancer letters 医学-肿瘤学
CiteScore
17.70
自引率
2.10%
发文量
427
审稿时长
15 days
期刊介绍: Cancer Letters is a reputable international journal that serves as a platform for significant and original contributions in cancer research. The journal welcomes both full-length articles and Mini Reviews in the wide-ranging field of basic and translational oncology. Furthermore, it frequently presents Special Issues that shed light on current and topical areas in cancer research. Cancer Letters is highly interested in various fundamental aspects that can cater to a diverse readership. These areas include the molecular genetics and cell biology of cancer, radiation biology, molecular pathology, hormones and cancer, viral oncology, metastasis, and chemoprevention. The journal actively focuses on experimental therapeutics, particularly the advancement of targeted therapies for personalized cancer medicine, such as metronomic chemotherapy. By publishing groundbreaking research and promoting advancements in cancer treatments, Cancer Letters aims to actively contribute to the fight against cancer and the improvement of patient outcomes.
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