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利用 DNA 甲基化进行细胞类型解卷积和年龄估计揭示肝细胞癌微环境中的 NK 细胞缺陷

英文原题:Cell-type Deconvolution and Age Estimation Using DNA Methylation Reveals NK Cell Deficiency in the Hepatocellular Carcinoma Microenvironment.

查看英文原题

Cell-type Deconvolution and Age Estimation Using DNA Methylation Reveals NK Cell Deficiency in the Hepatocellular Carcinoma Microenvironment.

PubMed 2022/12/01(内容时间) Proceedings (IEEE Int Conf Bioinformatics Biomed)

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中文摘要

肝细胞癌(HCC)自2017年以来已被批准为免疫治疗的适应症,但预测治疗反应的生物标志物仍然有限。理解和表征肿瘤免疫微环境有助于更好地对这些肿瘤进行分类,并可能揭示预测免疫治疗疗效的生物标志物。在本文中,我们应用了一种细胞类型去卷积算法,利用DNA甲基化芯片数据来研究HCC中肿瘤微环境的组成。使用两个公开可用的数据集,总队列规模为57例患者,每例均有肿瘤和配对的正常组织样本,我们识别了免疫细胞组成的关键差异。

我们发现,与邻近正常组织相比,HCC肿瘤中NK细胞丰度显著降低。我们还应用了DNA甲基化“时钟”来估计表型衰老,并将这些发现与基于表达的细胞衰老测定进行比较。HCC肿瘤中衰老和表观遗传衰老显著增加,且年龄加速和衰老的程度与NK细胞丰度降低密切相关。

总之,我们发现肿瘤微环境中NK细胞浸润显著减少,且NK丰度的这种丧失与衰老增加和年龄相关表型密切相关。这些发现指向NK细胞与衰老肿瘤微环境之间的关键相互作用,并为HCC的发病机制以及潜在的治疗疗效生物标志物提供了见解。

展开英文摘要原文

Hepatocellular carcinoma (HCC) has been an approved indication for the administration of immunotherapy since 2017, but biomarkers that predict therapeutic response have remained limited. Understanding and characterizing the tumor immune microenvironment enables better classification of these tumors and may reveal biomarkers that predict immunotherapeutic efficacy.

In this paper, we applied a cell-type deconvolution algorithm using DNA methylation array data to investigate the composition of the tumor microenvironment in HCC. Using two publicly available datasets with a total cohort size of 57 patients, each with tumor and matched normal tissue samples, we identified key differences in immune cell composition.

We found that NK cell abundance was significantly decreased in HCC tumors compared to adjacent normal tissue.

We also applied DNA methylation "clocks" which estimate phenotypic aging and compared these findings to expression-based determinations of cellular senescence. Senescence and epigenetic aging was significantly increased in HCC tumors, and the degree of age acceleration and senescence was strongly associated with decreased NK cell abundance. In summary, we found that NK cell infiltration in the tumor microenvironment is significantly diminished, and that this loss of NK abundance is strongly associated with increased senescence and age-related phenotype.

These findings point to key interactions between NK cells and the senescent tumor microenvironment and offer insights into the pathogenesis of HCC as well as potential biomarkers of therapeutic efficacy.

论文信息

作者
Jain SS、Barefoot ME、Varghese RS、Ressom HW
单位
Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, Washington, DC, USA.United States
期刊
Proceedings. IEEE International Conference on Bioinformatics and Biomedicine2022 Dec
原文标识
PubMed 37663782 · DOI 10.1109/BIBM55620.2022.9995041