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肺移植后微生物组和代谢组模式反映了潜在疾病和慢性肺移植物功能障碍。

Microbiome and metabolome patterns after lung transplantation reflect underlying disease and chronic lung allograft dysfunction.

机构信息

Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, MI, 48824, USA.

Division of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, University of Minnesota Medical School, Minneapolis, MN, 55455, USA.

出版信息

Microbiome. 2024 Oct 9;12(1):196. doi: 10.1186/s40168-024-01893-y.

Abstract

BACKGROUND

Progression of chronic lung disease may lead to the requirement for lung transplant (LTx). Despite improvements in short-term survival after LTx, chronic lung allograft dysfunction (CLAD) remains a critical challenge for long-term survival. This study investigates the molecular and microbial relationships between underlying lung disease and the development of CLAD in bronchoalveolar lavage fluid (BALF) from subjects post-LTx, which is crucial for tailoring treatment strategies specific to allograft dysfunctions.

METHODS

Paired 16S rRNA gene amplicon sequencing and untargeted LC-MS/MS metabolomics were performed on 856 BALF samples collected over 10 years from LTx recipients (n = 195) with alpha-1-antitrypsin disease (AATD, n = 23), cystic fibrosis (CF, n = 47), chronic obstructive pulmonary disease (COPD, n = 78), or pulmonary fibrosis (PF, n = 47). Data were analyzed using random forest (RF) machine learning and multivariate statistics for associations with underlying disease and CLAD development.

RESULTS

The BALF microbiome and metabolome after LTx differed significantly according to the underlying disease state (PERMANOVA, p = 0.001), with CF and AATD demonstrating distinct microbiome and metabolome profiles, respectively. Uniqueness in CF was mainly driven by Pseudomonas abundance and its metabolites, whereas AATD had elevated levels of phenylalanine and a lack of shared metabolites with the other underlying diseases. BALF microbiome and metabolome composition were also distinct between those who did or did not develop CLAD during the sample collection period (PERMANOVA, p = 0.001). An increase in the average abundance of Veillonella (AATD, COPD) and Streptococcus (CF, PF) was associated with CLAD development, and decreases in the abundance of phenylalanine-derivative alkaloids (CF, COPD) and glycerophosphorylcholines (CF, COPD, PF) were signatures of the CLAD metabolome. Although the relative abundance of Pseudomonas was not associated with CLAD, the abundance of its virulence metabolites, including siderophores, quorum-sensing quinolones, and phenazines, were elevated in those with CF who developed CLAD. There was a positive correlation between the abundance of these molecules and the abundance of Pseudomonas in the microbiome, but there was no correlation between their abundance and the time in which BALF samples were collected post-LTx.

CONCLUSIONS

The BALF microbiome and metabolome after LTx are particularly distinct in those with underlying CF and AATD. These data reflect those who developed CLAD, with increased virulence metabolite production from Pseudomonas, an aspect of CF CLAD cases. These findings shed light on disease-specific microbial and metabolic signatures in LTx recipients, offering valuable insights into the underlying causes of allograft rejection. Video Abstract.

摘要

背景

慢性肺部疾病的进展可能导致需要进行肺移植(LTx)。尽管 LTx 后短期生存率有所提高,但慢性肺移植物功能障碍(CLAD)仍然是长期生存的一个关键挑战。本研究旨在探讨 LTx 后患者支气管肺泡灌洗液(BALF)中潜在肺部疾病与 CLAD 发展之间的分子和微生物关系,这对于制定针对移植物功能障碍的特定治疗策略至关重要。

方法

对 195 名接受 LTx 的患者(其中 23 名患有α-1-抗胰蛋白酶缺乏症(AATD),47 名患有囊性纤维化(CF),78 名患有慢性阻塞性肺疾病(COPD),47 名患有肺纤维化(PF))在 10 年内采集的 856 份 BALF 样本进行了 16S rRNA 基因扩增子测序和非靶向 LC-MS/MS 代谢组学分析。使用随机森林(RF)机器学习和多变量统计方法分析与潜在疾病和 CLAD 发展相关的数据。

结果

LTx 后 BALF 的微生物组和代谢组根据潜在疾病状态有显著差异(PERMANOVA,p=0.001),CF 和 AATD 分别表现出独特的微生物组和代谢组特征。CF 中的独特性主要是由假单胞菌丰度及其代谢物驱动的,而 AATD 则表现出较高的苯丙氨酸水平和与其他潜在疾病无共享代谢物的特征。在样本采集期间是否发生 CLAD 的患者的 BALF 微生物组和代谢组组成也存在明显差异(PERMANOVA,p=0.001)。韦荣球菌(AATD、COPD)和链球菌(CF、PF)的平均丰度增加与 CLAD 发展相关,而苯丙氨酸衍生物生物碱(CF、COPD)和甘油磷酸胆碱(CF、COPD、PF)的丰度下降是 CLAD 代谢组的特征。虽然假单胞菌的相对丰度与 CLAD 无关,但 CF 中与 CLAD 相关的 CF 患者的其毒力代谢物,包括铁载体、群体感应喹诺酮和吩嗪的丰度升高。这些分子的丰度与微生物组中假单胞菌的丰度之间存在正相关,但与 BALF 样本采集时间之间不存在相关性。

结论

LTx 后 BALF 的微生物组和代谢组在患有基础 CF 和 AATD 的患者中特别明显。这些数据反映了那些发生 CLAD 的患者,假单胞菌产生了更多的毒力代谢物,这是 CF CLAD 病例的一个方面。这些发现揭示了 LTx 受者特定于疾病的微生物和代谢特征,为移植物排斥的潜在原因提供了有价值的见解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2ff4/11462767/f2390cced243/40168_2024_1893_Fig1_HTML.jpg

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