Reck Michael, Tomasch Jürgen, Deng Zhiluo, Jarek Michael, Husemann Peter, Wagner-Döbler Irene
Research Group Microbial Communication, Helmholtz Centre for Infection Research, Braunschweig, Germany.
Research Group Genome Analysis, Helmholtz Centre for Infection Research, Braunschweig, Germany.
BMC Genomics. 2015 Jul 4;16(1):494. doi: 10.1186/s12864-015-1694-y.
The complex microbiome of the gut has an enormous impact on human health. Analysis of the transcriptional activity of microorganisms through mRNA sequencing (metatranscriptomics) opens a completely new window into their activity in vivo, but it is highly challenging due to numerous technical and bioinformatical obstacles. Here we present an optimized pipeline for extraction of high quality mRNA from stool samples.
Comparison of three commercially available RNA extraction kits with the method of Zoetendal revealed that the Powermicrobiome Kit (MoBio) performed best with respect to RNA yield and purity. Next, the influence of the stabilization reagent during sample storage for up to 15 days was studied. RIN analysis and qRT-PCR of spiked-in and indigenous genes revealed that RNA Later preserved mRNA integrity most efficiently, while samples conserved in RNA Protect showed substantial mRNA decay. Using the optimized pipeline developed here, recovery rates for spiked-in E.coli cells expressing fluorescing proteins were 8.7-9.7% for SuperfolderGFP and 14.7-17.8% for mCherry. The mRNA of stabilized stool samples as well as of snap-frozen controls was sequenced with Illumina Hiseq, yielding on average 74 million reads per sample. PCoA analysis, taxonomic classification using Kraken and functional classification using bwa showed that the transcriptomes of samples conserved in RNA Later were unchanged for up to 6 days even at room temperature, while RNA Protect was inefficient for storage durations exceeding 24 h. However, our data indicate that RNA Later introduces a bias which is then maintained throughout storage, while RNA Protect conserved samples are initially more similar to the snap frozen controls. RNA Later conserved samples had a reduced abundance of e.g. Prevotellaceae transcripts and were depleted for e.g. COG category "Carbohydrate transport and metabolism".
Since the overall similarity between all stool transcriptional profiles studied here was >0.92, these differences are unlikely to affect global comparisons, but should be taken into account when rare but critically important members of the stool microbiome are being studied.
肠道复杂的微生物群落对人类健康有着巨大影响。通过mRNA测序(宏转录组学)分析微生物的转录活性,为了解其体内活性打开了一扇全新的窗口,但由于众多技术和生物信息学障碍,这极具挑战性。在此,我们展示了一种从粪便样本中提取高质量mRNA的优化流程。
将三种市售RNA提取试剂盒与佐滕达尔方法进行比较,结果显示,就RNA产量和纯度而言,PowerMicrobiome试剂盒(MoBio)表现最佳。接下来,研究了样品储存长达15天期间稳定试剂的影响。对添加基因和内源基因进行RIN分析和定量逆转录聚合酶链反应表明,RNA Later最有效地保持了mRNA完整性,而保存在RNA Protect中的样品则出现了大量mRNA降解。使用此处开发的优化流程,表达荧光蛋白的添加大肠杆菌细胞的回收率,对于超级折叠绿色荧光蛋白为8.7 - 9.7%,对于mCherry为14.7 - 17.8%。使用Illumina Hiseq对稳定粪便样本以及速冻对照样本的mRNA进行测序,每个样本平均产生7400万条读数。主坐标分析、使用Kraken进行分类学分类以及使用bwa进行功能分类表明,保存在RNA Later中的样本转录组即使在室温下长达6天也未发生变化,而RNA Protect在储存时间超过24小时时效率低下。然而,我们的数据表明,RNA Later会引入一种偏差,且这种偏差在整个储存过程中持续存在,而保存在RNA Protect中的样本最初与速冻对照样本更为相似。保存在RNA Later中的样本,例如普雷沃氏菌科转录本丰度降低,并且在例如“碳水化合物运输和代谢”的COG类别中有所减少。
由于此处研究的所有粪便转录谱之间的总体相似度>0.92,这些差异不太可能影响整体比较,但在研究粪便微生物群落中罕见但至关重要的成员时应予以考虑。