Integration of miRNA expression analysis of purified leukocytes and whole blood reveals blood-borne candidate biomarkers for lung cancer.

IF 2.9 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Epigenetics Pub Date : 2024-12-01 Epub Date: 2024-08-20 DOI:10.1080/15592294.2024.2393948
Guini Hong, Yue Huo, Yaru Gao, Liyuan Ma, Shuang Li, Tian Tian, Haijian Zhong, Hongdong Li
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Abstract

Changes in leukocyte populations may confound the disease-associated miRNA signals in the blood of cancer patients. We aimed to develop a method to detect differentially expressed miRNAs from lung cancer whole blood samples that are not influenced by variations in leukocyte proportions. The Ref-miREO method identifies differential miRNAs unaffected by changes in leukocyte populations by comparing the within-sample relative expression orderings (REOs) of miRNAs from healthy leukocyte subtypes and those from lung cancer blood samples. Over 77% of the differential miRNAs observed between lung cancer and healthy blood samples overlapped with those between myeloid-derived and lymphoid-derived leukocytes, suggesting the potential impact of changes in leukocyte populations on miRNA profile. Ref-miREO identified 16 differential miRNAs that target 19 lung adenocarcinoma-related genes previously linked to leukocytes. These miRNAs showed enrichment in cancer-related pathways and demonstrated high potential as diagnostic biomarkers, with the LASSO regression models effectively distinguishing between healthy and lung cancer blood or serum samples (all AUC > 0.85). Additionally, 12 of these miRNAs exhibited significant prognostic correlations. The Ref-miREO method offers valuable candidates for circulating biomarker detection in cancer that are not affected by changes in leukocyte populations.

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整合纯化白细胞和全血的 miRNA 表达分析揭示了肺癌的血源性候选生物标志物。
白细胞数量的变化可能会混淆癌症患者血液中与疾病相关的 miRNA 信号。我们旨在开发一种方法,从肺癌全血样本中检测不受白细胞比例变化影响的差异表达 miRNA。Ref-miREO 方法通过比较健康白细胞亚型和肺癌血液样本中 miRNA 的样本内相对表达排序(REO),识别出不受白细胞数量变化影响的差异 miRNA。在肺癌和健康血液样本之间观察到的差异 miRNA 中,有 77% 以上与髓源性白细胞和淋巴源性白细胞之间的差异重叠,这表明白细胞群的变化对 miRNA 图谱有潜在影响。Ref-miREO 发现了 16 个不同的 miRNA,它们靶向 19 个以前与白细胞相关的肺腺癌相关基因。这些 miRNA 在癌症相关通路中表现出富集,并显示出作为诊断生物标记物的巨大潜力,LASSO 回归模型能有效区分健康和肺癌血液或血清样本(所有 AUC 均大于 0.85)。此外,这些 miRNA 中有 12 个与预后相关。Ref-miREO 方法为检测不受白细胞数量变化影响的癌症循环生物标记物提供了宝贵的候选物。
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来源期刊
Epigenetics
Epigenetics 生物-生化与分子生物学
CiteScore
6.80
自引率
2.70%
发文量
82
审稿时长
3-8 weeks
期刊介绍: Epigenetics publishes peer-reviewed original research and review articles that provide an unprecedented forum where epigenetic mechanisms and their role in diverse biological processes can be revealed, shared, and discussed. Epigenetics research studies heritable changes in gene expression caused by mechanisms others than the modification of the DNA sequence. Epigenetics therefore plays critical roles in a variety of biological systems, diseases, and disciplines. Topics of interest include (but are not limited to): DNA methylation Nucleosome positioning and modification Gene silencing Imprinting Nuclear reprogramming Chromatin remodeling Non-coding RNA Non-histone chromosomal elements Dosage compensation Nuclear organization Epigenetic therapy and diagnostics Nutrition and environmental epigenetics Cancer epigenetics Neuroepigenetics
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