Department of Medicine, University of Colorado, Aurora, CO, USA.
Department of Medicine, University of Colorado, Aurora, CO, USA; Department of Medicine, National Jewish Health, Denver, CO, USA; Colorado School of Public Health, Aurora, CO, USA.
Respir Med. 2021 Oct;187:106390. doi: 10.1016/j.rmed.2021.106390. Epub 2021 Apr 5.
Background Previous gene expression studies have identified genes IFNγ, TNFα, RNase 3, CXCL9, and CD55 as potential biomarkers for sarcoidosis and/or chronic beryllium disease (CBD). We hypothesized that differential expression of these genes could function as diagnostic biomarkers for sarcoidosis and CBD, and prognostic biomarkers for sarcoidosis. Study Design/Methods We performed RT-qPCR on whole blood samples from CBD (n = 132), beryllium sensitized (BeS) (n = 109), and sarcoidosis (n = 99) cases and non-diseased controls (n = 97) to determine differential expression of target genes. We then performed logistic regression modeling and generated ROC curves to determine which genes could most accurately differentiate: 1) CBD versus sarcoidosis 2) CBD versus BeS 3) sarcoidosis versus controls 4) non-progressive versus progressive sarcoidosis. Results CD55 and TNFα were significantly upregulated, while CXCL9 was significantly downregulated in CBD compared to sarcoidosis (p < 0.05). The ROC curve from the logistic regression model demonstrated high discriminatory ability of the combination of CD55, TNFα, and CXCL9 to distinguish between CBD and sarcoidosis with an AUC of 0.98. CD55 and TNFα were significantly downregulated in sarcoidosis compared to controls (p < 0.05). The ROC curve from the model showed a reasonable discriminatory ability of CD55 and TNFα to distinguish between sarcoidosis and controls with an AUC of 0.86. There was no combination of genes that could accurately differentiate between CBD and BeS or sarcoidosis phenotypes. Interpretation CD55, TNFα and CXCL9 expression levels can accurately differentiate between CBD and sarcoidosis, while CD55 and TNFα expression levels can accurately differentiate sarcoidosis and controls.
先前的基因表达研究已经鉴定出 IFNγ、TNFα、RNase 3、CXCL9 和 CD55 等基因作为结节病和/或慢性铍病 (CBD) 的潜在生物标志物。我们假设这些基因的差异表达可以作为结节病和 CBD 的诊断生物标志物,以及结节病的预后生物标志物。
研究设计/方法:我们对 CBD(n=132)、铍致敏(BeS)(n=109)和结节病(n=99)病例和非疾病对照(n=97)的全血样本进行 RT-qPCR,以确定靶基因的差异表达。然后,我们进行逻辑回归建模并生成 ROC 曲线,以确定哪些基因可以最准确地区分:1)CBD 与结节病 2)CBD 与 BeS 3)结节病与对照 4)非进展性与进展性结节病。
与结节病相比,CBD 中 CD55 和 TNFα 显著上调,而 CXCL9 显著下调(p<0.05)。逻辑回归模型的 ROC 曲线表明,CD55、TNFα 和 CXCL9 的组合具有很高的鉴别能力,能够区分 CBD 和结节病,AUC 为 0.98。与对照组相比,结节病中 CD55 和 TNFα 显著下调(p<0.05)。该模型的 ROC 曲线表明,CD55 和 TNFα 具有合理的鉴别能力,能够区分结节病和对照组,AUC 为 0.86。没有任何基因组合可以准确地区分 CBD 和 BeS 或结节病表型。
CD55、TNFα 和 CXCL9 的表达水平可以准确地区分 CBD 和结节病,而 CD55 和 TNFα 的表达水平可以准确地区分结节病和对照组。