Ram-Mohan Nikhil, Meyer Michelle M
Department of Biology, Boston College, Chestnut Hill, MA, United States.
Front Microbiol. 2020 Apr 9;11:482. doi: 10.3389/fmicb.2020.00482. eCollection 2020.
Periodontitis is an inflammatory disease that deteriorates bone supporting teeth afflicting ∼743 million people worldwide. Bacterial communities associated with disease have been classified into red, orange, purple, blue, green, and yellow complexes based on their roles in the periodontal pocket. Previous metagenomic and metatranscriptomics analyses suggest a common shift in metabolic signatures in disease vs. healthy communities with up-regulated processes including pyruvate fermentation, histidine degradation, amino acid metabolism, TonB-dependent receptors. In this work, we examine existing metatranscriptome datasets to identify the commonly differentially expressed transcripts and potential underlying RNA regulatory mechanisms behind the metabolic shifts. Raw RNA-seq reads from three studies (including 49 healthy and 48 periodontitis samples) were assembled into transcripts . Analyses revealed 859 differentially expressed (DE) transcripts, 675 more- and 174 less-expressed. Only ∼20% of the DE transcripts originate from the pathogenic red/orange complexes, and ∼50% originate from organisms unaffiliated with a complex. Comparison of expression profiles revealed variations among disease samples; while specific metabolic processes are commonly up-regulated, the underlying organisms are diverse both within and across disease associated communities. Surveying DE transcripts for known ncRNAs from the Rfam database identified a large number of tRNAs and tmRNAs as well as riboswitches (FMN, glycine, lysine, and SAM) in more prevalent transcripts and the cobalamin riboswitch in both more and less prevalent transcripts. discovery identified many putative ncRNAs in DE transcripts. We report 15 such putative ncRNAs having promising covariation in the predicted secondary structure and interesting genomic context. Seven of these are antisense of ribosomal proteins that are novel and may involve maintaining ribosomal protein stoichiometry during the disease associated metabolic shift. Our findings describe the role of organisms previously unaffiliated with disease and identify the commonality in progression of disease across three metatranscriptomic studies. We find that although the communities are diverse between individuals, the switch in metabolic signatures characteristic of disease is typically achieved through the contributions of several community members. Furthermore, we identify many ncRNAs (both known and putative) which may facilitate the metabolic shifts associated with periodontitis.
牙周炎是一种炎症性疾病,会破坏支持牙齿的骨骼,全球约有7.43亿人受其影响。与该疾病相关的细菌群落根据其在牙周袋中的作用被分为红色、橙色、紫色、蓝色、绿色和黄色复合体。先前的宏基因组学和宏转录组学分析表明,疾病状态与健康状态下的群落代谢特征存在共同变化,丙酮酸发酵、组氨酸降解、氨基酸代谢、TonB依赖性受体等过程上调。在这项研究中,我们检查现有的宏转录组数据集,以识别常见的差异表达转录本以及代谢变化背后潜在的RNA调控机制。来自三项研究(包括49个健康样本和48个牙周炎样本)的原始RNA测序读数被组装成转录本。分析揭示了859个差异表达(DE)转录本,其中675个表达上调,174个表达下调。只有约20%的DE转录本来自致病性红色/橙色复合体,约50%来自与复合体无关的生物体。表达谱的比较揭示了疾病样本之间的差异;虽然特定的代谢过程通常上调,但相关生物体在疾病相关群落内部和之间都是多样的。从Rfam数据库中搜索已知ncRNA的DE转录本,在更普遍的转录本中发现了大量的tRNA和tmRNA以及核糖开关(FMN、甘氨酸、赖氨酸和SAM),在表达上调和下调的转录本中均发现了钴胺素核糖开关。该发现还在DE转录本中鉴定出许多假定的ncRNA。我们报告了15个这样的假定ncRNA,它们在预测的二级结构和有趣的基因组背景中具有有前景的共变。其中7个是核糖体蛋白的反义RNA,它们是新发现的,可能在疾病相关的代谢变化过程中参与维持核糖体蛋白的化学计量。我们的研究结果描述了先前与疾病无关的生物体的作用,并在三项宏转录组学研究中确定了疾病进展的共性。我们发现,尽管个体之间的群落不同,但疾病特征性的代谢特征转变通常是由几个群落成员的贡献实现的。此外,我们鉴定出许多ncRNA(包括已知的和假定的),它们可能促进与牙周炎相关的代谢变化。