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Functional analysis of differential mRNAs in cancer peripheral blood: reflection of population shifts in myeloid-origin and lymphoid-origin cells

机译:癌症外周血中差异mRNA的功能分析:髓样起源和淋巴样起源细胞的群体转移的反映

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Functional enrichment analysis is usually adopted after the identification of differentially expressed (DE) genes in studies focusing on cancer peripheral blood (PB) gene expression. However, whether the disturbed functional signals reflect the expression changes in blood cells or the cell population shifts under cancer condition remains unclear. By deconvolving the gene expression profiles of multiple cancer datasets, we showed that the proportion of myeloid-origin cells increased whereas the proportion of lymphoid-origin cells decreased in cancer PB. The DE genes between cancer PB samples and controls were highly consistent with DE genes between myeloid-origin and lymphoidorigin cells, indicating that cell population shifts contributed predominantly to the differential signals in cancer PB. All of the functional categories enriched for cancer PB DE genes were enriched for DE genes between myeloid-origin and lymphoidorigin cells, suggesting that functional signals in cancer PB probably reflect the changes of population shifts in blood cells, thus the enriched functional categories might not be able to reflect the cell type specific expression changes. Therefore, caution should be taken in translational biomarker discovery based on human PB gene expression profiles.
机译:在专注于癌症外周血(PB)基因表达的研究中,通常在鉴定出差异表达(DE)基因后才采用功能富集分析。然而,在癌症条件下,受干扰的功能信号是否反映了血细胞的表达变化或细胞群转移尚不清楚。通过对多个癌症数据集的基因表达谱进行反卷积,我们发现,在癌症PB中,髓样起源细胞的比例增加,而淋巴样起源细胞的比例降低。癌症PB样品和对照之间的DE基因与髓样起源和淋巴样起源细胞之间的DE基因高度一致,这表明细胞群体的变化主要是导致癌症PB中差异信号的原因。丰富的癌症PB DE基因的所有功能类别都在髓源性细胞和淋巴样细胞之间丰富了DE基因,这表明癌症PB中的功能信号可能反映了血细胞数量的变化,因此丰富的功能类别可能不是能够反映特定细胞类型的表达变化。因此,在基于人PB基因表达谱的翻译生物标志物发现中应谨慎行事。

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