Noninvasive prognostic classification of ITH in HCC with multi-omics insights and therapeutic implications

IF 11.7 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Yangyang Xie, Fang Wang, Jingwei Wei, Zefeng Shen, Xue Song, Yali Wang, Hongjun Chen, Liye Tao, Junhao Zheng, Lanfen Lin, Ziwei Niu, Xiaojun Guan, Tianhan Zhou, Zhengao Xu, Yang Liu, Danwei Du, Haoyu Pan, Shihao Li, Wenbin Ji, Wei Zhou, Yunjun Yang, Jie Tian, Junjie Xu, Hongjie Hu, Xiao Liang
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引用次数: 0

Abstract

Intratumoral heterogeneity (ITH) is a critical factor associated with treatment failure and disease relapse in hepatocellular carcinoma (HCC). However, decoding ITH in a noninvasive and comprehensive manner remains a notable challenge. In this study involving 851 patients from five centers, we developed a noninvasive prognostic classification for ITH using radiomics based on multisequence MRI, termed radiomics ITH (RITH) phenotypes. The RITH phenotypes highly correlated with prognosis and pathological ITH. In addition, through an integrated multi-omics analysis, we uncovered the molecular mechanisms underlying RITH, notably enhancing its biological interpretability. Specifically, high-RITH tumors demonstrated an enrichment of cancer-associated fibroblasts and activation of extracellular matrix remodeling. Our approach facilitates the noninvasive refined classification of ITH using radiomics and multi-omics, paving the way for tailored treatment strategies in HCC. Extracellular matrix-receptor interaction could be a potential therapeutic target in patients with high-RITH tumors. Given the routine use of radiologic imaging in oncology, our methodology ignites versatile framework for broader application to other solid tumors.

Abstract Image

HCC中ITH的无创预后分类与多组学见解和治疗意义
肿瘤内异质性(ITH)是肝细胞癌(HCC)治疗失败和疾病复发的关键因素。然而,以无创和全面的方式解码ITH仍然是一个显着的挑战。在这项涉及来自五个中心的851名患者的研究中,我们利用基于多序列MRI的放射组学建立了ITH的无创预后分类,称为放射组学ITH (RITH)表型。RITH表型与预后和病理性ITH高度相关。此外,通过综合多组学分析,我们揭示了RITH的分子机制,显著提高了其生物学可解释性。具体来说,高rith肿瘤表现出癌症相关成纤维细胞的富集和细胞外基质重塑的激活。我们的方法使用放射组学和多组学促进了ITH的无创精细分类,为HCC的量身定制治疗策略铺平了道路。细胞外基质-受体相互作用可能是高rith肿瘤患者的潜在治疗靶点。鉴于放射成像在肿瘤学中的常规应用,我们的方法为更广泛地应用于其他实体肿瘤点燃了通用框架。
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来源期刊
Science Advances
Science Advances 综合性期刊-综合性期刊
CiteScore
21.40
自引率
1.50%
发文量
1937
审稿时长
29 weeks
期刊介绍: Science Advances, an open-access journal by AAAS, publishes impactful research in diverse scientific areas. It aims for fair, fast, and expert peer review, providing freely accessible research to readers. Led by distinguished scientists, the journal supports AAAS's mission by extending Science magazine's capacity to identify and promote significant advances. Evolving digital publishing technologies play a crucial role in advancing AAAS's global mission for science communication and benefitting humankind.
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