Thompson Karol L, Pine P Scott, Rosenzweig Barry A, Turpaz Yaron, Retief Jacques
Center for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, MD, USA.
BMC Biotechnol. 2007 Sep 13;7:57. doi: 10.1186/1472-6750-7-57.
The interpretability of microarray data can be affected by sample quality. To systematically explore how RNA quality affects microarray assay performance, a set of rat liver RNA samples with a progressive change in RNA integrity was generated by thawing frozen tissue or by ex vivo incubation of fresh tissue over a time course.
Incubation of tissue at 37 degrees C for several hours had little effect on RNA integrity, but did induce changes in the transcript levels of stress response genes and immune cell markers. In contrast, thawing of tissue led to a rapid loss of RNA integrity. Probe sets identified as most sensitive to RNA degradation tended to be located more than 1000 nucleotides upstream of their transcription termini, similar to the positioning of control probe sets used to assess sample quality on Affymetrix GeneChip(R) arrays. Samples with RNA integrity numbers less than or equal to 7 showed a significant increase in false positives relative to undegraded liver RNA and a reduction in the detection of true positives among probe sets most sensitive to sample integrity for in silico modeled changes of 1.5-, 2-, and 4-fold.
Although moderate levels of RNA degradation are tolerated by microarrays with 3'-biased probe selection designs, in this study we identify a threshold beyond which decreased specificity and sensitivity can be observed that closely correlates with average target length. These results highlight the value of annotating microarray data with metrics that capture important aspects of sample quality.
微阵列数据的可解释性可能会受到样本质量的影响。为了系统地探究RNA质量如何影响微阵列分析性能,通过解冻冷冻组织或在一段时间内对新鲜组织进行离体孵育,生成了一组RNA完整性呈渐进变化的大鼠肝脏RNA样本。
在37℃孵育组织数小时对RNA完整性影响不大,但确实会诱导应激反应基因和免疫细胞标志物转录水平的变化。相比之下,组织解冻会导致RNA完整性迅速丧失。被确定为对RNA降解最敏感的探针集往往位于其转录末端上游1000多个核苷酸处,这与用于评估Affymetrix GeneChip(R)阵列样本质量的对照探针集的定位相似。对于计算机模拟的1.5倍、2倍和4倍变化,RNA完整性数值小于或等于7的样本相对于未降解的肝脏RNA,假阳性显著增加,并且在对样本完整性最敏感的探针集中真阳性检测减少。
尽管具有3'偏向性探针选择设计的微阵列能够耐受一定程度的RNA降解,但在本研究中,我们确定了一个阈值,超过该阈值会观察到特异性和灵敏度降低,且这与平均靶标长度密切相关。这些结果凸显了用能够反映样本质量重要方面的指标注释微阵列数据的价值。