Infections and Immunoepidemiology Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, 6120 Executive Boulevard, EPS 7074, Rockville, MD 20852, USA.
Cancer Epidemiol Biomarkers Prev. 2010 Apr;19(4):978-81. doi: 10.1158/1055-9965.EPI-10-0064. Epub 2010 Mar 23.
mRNA expression signatures are frequently used as surrogate measures of cellular function and pathway changes. Few studies have directly compared results obtained using gene expression and multiplex protein assays for corresponding gene products.
We used data available from a clinical trial of a human papillomavirus-16 vaccine that tracked gene expression and cytokine/chemokine production by peripheral blood mononuclear cells stimulated in culture with various antigens to evaluate the degree to which gene expression levels reflect observed levels of cytokines/chemokines. Twenty-six women enrolled in a phase II clinical trial of a human papillomavirus-16 vaccine were evaluated for gene expression (using the Affymetrix Human Genome Focus Array) and cytokine/chemokine levels (using a bead-based 22-plex cytokine assay developed by Linco Research, Inc.) before and after vaccination.
Our results suggest the presence of a wide range of correlations between mRNA expression and secreted protein levels. The strongest correlation was observed for IFN-gamma (R = 0.90 overall levels; R = 0.69 when vaccine induced changes were evaluated). More modest overall correlations ranging from 0.40 to 0.80 were observed for MIP1A, IP10, TNF-alpha, MCP1, IL-2, GM-CSF, IL-5, RANTES, and IL-8. Weaker or no correlation was observed between gene expression and protein levels for the remaining cytokines/chemokines evaluated.
The degree of correlation between gene expression and protein levels varied among different cytokines/chemokines.
Researchers should be cautious when using mRNA expression array results as a proxy for protein levels using existing technologies.
mRNA 表达谱常被用作细胞功能和途径变化的替代测量指标。很少有研究直接比较使用基因表达和多重蛋白检测方法获得的对应基因产物的结果。
我们使用了一项 HPV-16 疫苗临床试验中的可用数据,该数据跟踪了外周血单个核细胞在培养中受各种抗原刺激后的基因表达和细胞因子/趋化因子的产生,以评估基因表达水平反映观察到的细胞因子/趋化因子水平的程度。26 名参加 HPV-16 疫苗 II 期临床试验的女性在接种疫苗前后进行了基因表达(使用 Affymetrix Human Genome Focus Array)和细胞因子/趋化因子水平(使用 Linco Research, Inc. 开发的基于珠的 22-plex 细胞因子检测)评估。
我们的结果表明,mRNA 表达与分泌蛋白水平之间存在广泛的相关性。IFN-γ的相关性最强(总体水平 R = 0.90;评估疫苗诱导变化时 R = 0.69)。对于 MIP1A、IP10、TNF-α、MCP1、IL-2、GM-CSF、IL-5、RANTES 和 IL-8,观察到的总体相关性稍弱(0.40 至 0.80)。对于其余评估的细胞因子/趋化因子,基因表达与蛋白水平之间的相关性较弱或不存在。
基因表达与蛋白水平之间的相关性程度因不同的细胞因子/趋化因子而异。
研究人员在使用现有技术将 mRNA 表达谱结果用作蛋白水平的替代指标时应谨慎。