Pulmonary Medicine, Department of Veterans Affairs Medical Center, 1670 Clairmont Rd, Mailstop 151p, Decatur, 30033, GA, USA.
Department of Medicine, Division of Pulmonary, Allergy and Critical Care, Emory University, Atlanta, GA, USA.
Microbiome. 2016 Jan 20;4:3. doi: 10.1186/s40168-016-0147-4.
While 16S ribosomal RNA (rRNA) sequencing has been used to characterize the lung's bacterial microbiota in human immunodeficiency virus (HIV)-infected individuals, taxonomic studies provide limited information on bacterial function and impact on the host. Metabolic profiles can provide functional information on host-microbe interactions in the lungs. We investigated the relationship between the respiratory microbiota and metabolic profiles in the bronchoalveolar lavage fluid of HIV-infected and HIV-uninfected outpatients.
Targeted sequencing of the 16S rRNA gene was used to analyze the bacterial community structure and liquid chromatography-high-resolution mass spectrometry was used to detect features in bronchoalveolar lavage fluid. Global integration of all metabolic features with microbial species was done using sparse partial least squares regression. Thirty-nine HIV-infected subjects and 20 HIV-uninfected controls without acute respiratory symptoms were enrolled. Twelve mass-to-charge ratio (m/z) features from C18 analysis were significantly different between HIV-infected individuals and controls (false discovery rate (FDR) = 0.2); another 79 features were identified by network analysis. Further metabolite analysis demonstrated that four features were significantly overrepresented in the bronchoalveolar lavage (BAL) fluid of HIV-infected individuals compared to HIV-uninfected, including cystine, two complex carbohydrates, and 3,5-dibromo-L-tyrosine. There were 231 m/z features significantly associated with peripheral blood CD4 cell counts identified using sparse partial least squares regression (sPLS) at a variable importance on projection (VIP) threshold of 2. Twenty-five percent of these 91 m/z features were associated with various microbial species. Bacteria from families Caulobacteraceae, Staphylococcaceae, Nocardioidaceae, and genus Streptococcus were associated with the greatest number of features. Glycerophospholipid and lineolate pathways correlated with these bacteria.
In bronchoalveolar lavage fluid, specific metabolic profiles correlated with bacterial organisms known to play a role in the pathogenesis of pneumonia in HIV-infected individuals. These findings suggest that microbial communities and their interactions with the host may have functional metabolic impact in the lung.
虽然 16S 核糖体 RNA(rRNA)测序已被用于描述人类免疫缺陷病毒(HIV)感染个体肺部的细菌微生物群,但分类学研究仅提供了有关细菌功能及其对宿主影响的有限信息。代谢谱可提供肺部宿主-微生物相互作用的功能信息。我们研究了 HIV 感染和未感染门诊患者支气管肺泡灌洗液中的呼吸微生物群与代谢谱之间的关系。
使用靶向 16S rRNA 基因测序分析细菌群落结构,使用液相色谱-高分辨率质谱法检测支气管肺泡灌洗液中的特征。使用稀疏偏最小二乘回归对所有代谢特征与微生物物种进行全局整合。共纳入 39 名 HIV 感染患者和 20 名无急性呼吸道症状的 HIV 未感染对照者。HIV 感染者与对照组之间有 12 个质荷比(m/z)特征差异显著(错误发现率(FDR)=0.2);通过网络分析还确定了另外 79 个特征。进一步的代谢物分析表明,与 HIV 未感染个体相比,HIV 感染者支气管肺泡灌洗液(BAL)中 4 种特征显著增加,包括胱氨酸、两种复杂碳水化合物和 3,5-二溴-L-酪氨酸。使用稀疏偏最小二乘回归(sPLS)在变量重要性投影(VIP)阈值为 2 时,共鉴定出 231 个与外周血 CD4 细胞计数显著相关的 m/z 特征。这些 m/z 特征中有 25%与各种微生物物种相关。属于 Caulobacteraceae、Staphylococcaceae、Nocardioidaceae 科和 Streptococcus 属的细菌与最多的特征相关。甘油磷脂和链霉菌途径与这些细菌相关。
在支气管肺泡灌洗液中,与已知在 HIV 感染者肺炎发病机制中起作用的细菌相关的特定代谢谱与细菌相关。这些发现表明,微生物群落及其与宿主的相互作用可能对肺部具有功能代谢影响。