利用液-液生物聚合物调节剂预测肝癌的预后和药物敏感性。

IF 5.7 2区 生物学 Q1 BIOLOGY
Jianhao Li, Han Chen, Lang Bai, Hong Tang
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引用次数: 0

摘要

背景:液-液相分离(LLPS)对于无膜细胞器的形成至关重要,并对细胞区隔化、染色质重塑和基因调控具有重要影响。以往的研究强调了液-液生物聚合物在肝细胞癌(HCC)发展中的关键作用。方法:本研究对3,685种液-液生物聚合物调节剂进行了全面回顾,通过基于自举的单变量Cox、随机生存森林(RSF)和LASSO分析,建立了HCC的LLPS相关预后风险评分(LPRS)。利用LPRS和其他临床病理因素制定了HCC患者的预后图。我们使用SurvSHAP来确定LPRS中影响HCC预后的关键基因。为了验证我们的发现,我们收集了49例HCC病例及其邻近组织样本,通过qRT-PCR分析和体外实验证实了DCAF13表达与HCC进展的相关性。结果:用8个llps相关基因(TXN、CBX2、DCAF13、SLC2A1、KPNA2、FTCD、MAPT、SAC3D1)构建LPRS。进一步的研究表明,高LPRS与HCC的血管侵犯、组织学分级(G3-G4)和TNM分期(III-IV)密切相关,同时确立了LPRS作为预后的独立危险因素。将LPRS与TNM分期和患者年龄相结合的nomogram (nomogram)可显著提高HCC患者生存结果的预测准确性。我们的研究结果表明,HCC中DCAF13表达的增加在癌症进展和血管生成中起着至关重要的作用。Navitoclax已成为一种有希望治疗高LPRS水平HCC患者的治疗方法,通过靶向LLPS提供了新的治疗方向。结论:我们建立了一种能够准确预测HCC临床预后和药物敏感性的新型LPRS模型。DCAF13可能在LLPS介导的恶性进展中起关键作用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Utilizing liquid-liquid biopolymer regulators to predict the prognosis and drug sensitivity of hepatocellular carcinoma.

Background: Liquid-liquid phase separation (LLPS) is essential for the formation of membraneless organelles and significantly influences cellular compartmentalization, chromatin remodeling, and gene regulation. Previous research has highlighted the critical function of liquid-liquid biopolymers in the development of hepatocellular carcinoma (HCC).

Methods: This study conducted a comprehensive review of 3,685 liquid-liquid biopolymer regulators, leading to the development of a LLPS related Prognostic Risk Score (LPRS) for HCC through bootstrap-based univariate Cox, Random Survival Forest (RSF), and LASSO analyses. A prognostic nomogram for HCC patients was developed using LPRS and other clinicopathological factors. We utilized SurvSHAP to identify key genes within the LPRS influencing HCC prognosis. To validate our findings, we collected 49 HCC cases along with adjacent tissue samples and confirmed the correlation between DCAF13 expression and HCC progression through qRT-PCR analysis and in vitro experiments.

Results: LPRS was established with 8 LLPS-related genes (TXN, CBX2, DCAF13, SLC2A1, KPNA2, FTCD, MAPT, and SAC3D1). Further research indicated that a high LPRS is closely associated with vascular invasion, histological grade (G3-G4), and TNM stage (III-IV) in HCC, concurrently establishing LPRS as an independent risk factor for prognosis. A nomogram that integrates LPRS with TNM staging and patient age markedly improves the predictive accuracy of survival outcomes for HCC patients. Our findings suggest that increased DCAF13 expression in HCC plays a crucial role in cancer progression and angiogenesis. Navitoclax has emerged as a promising treatment for HCC patients with high LPRS levels, offering a novel therapeutic direction by targeting LLPS.

Conclusion: We have formulated a novel LPRS model that is capable of accurately predicting the clinical prognosis and drug sensitivity of HCC. DCAF13 might play a pivotal role in malignant progression mediated by LLPS.

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来源期刊
Biology Direct
Biology Direct 生物-生物学
CiteScore
6.40
自引率
10.90%
发文量
32
审稿时长
7 months
期刊介绍: Biology Direct serves the life science research community as an open access, peer-reviewed online journal, providing authors and readers with an alternative to the traditional model of peer review. Biology Direct considers original research articles, hypotheses, comments, discovery notes and reviews in subject areas currently identified as those most conducive to the open review approach, primarily those with a significant non-experimental component.
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