Christian Martin, Kathleen S Mahan, Talia D Wiggen, Adam J Gilbertsen, Marshall I Hertz, Ryan C Hunter, Robert A Quinn
{"title":"Bronchoalveolar lavage metabolome dynamics reflect underlying disease and chronic lung allograft dysfunction","authors":"Christian Martin, Kathleen S Mahan, Talia D Wiggen, Adam J Gilbertsen, Marshall I Hertz, Ryan C Hunter, Robert A Quinn","doi":"10.1101/2022.11.16.22281980","DOIUrl":null,"url":null,"abstract":"Background Progression of chronic lung disease often leads to the requirement for a 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 relationship between the metabolome of bronchoalveolar lavage fluid (BALF) collected longitudinally from subjects post-LTX with underlying chronic lung diseases and its association with CLAD severity. Methods Untargeted LC-MS/MS metabolomics was performed on 960 BALF samples collected over 10 years from LTX recipients with alpha-1-antitrypsin disease (AATD, n = 22), cystic fibrosis (CF, n = 46), chronic obstructive pulmonary disease (COPD, n = 79) or pulmonary fibrosis (PF, n = 47). Datasets were analyzed using machine learning and multivariate statistics for associations with underlying disease and final CLAD severity.\nResults. BALF metabolomes varied by underlying disease state, with AATD LT recipients being particularly distinctive (PERMANOVA, p = 0.001). We also found significant associations of the metabolome with a subjects final CLAD severity score (PERMANOVA, p = 0.001), especially those with underlying CF. Association with CLAD severity was driven by changes in phosphoethanolamine (PE) and phosphocholine lipids that increased and decreased, respectively, and metabolites from the bacterial pathogen Pseudomonas aeruginosa. P. aeruginosa siderophores, quorum-sensing quinolones, and phenazines were detected in BALF, and 4-hydroxy-2-heptylquinoline (HHQ) was predictive of the final CLAD stage in samples from CF patients (R = 0.34; p ≤ 0.01). Relationships between CLAD stage and P. aeruginosa metabolites were especially marked in those with CF, where 61% of subjects had at least one of these metabolites in their first BALF sample after transplant. These molecules also correlated with the relative abundance of P. aeruginosa from microbiome sequence data. Conclusions: BALF metabolomes after LTX are distinctive based on the underlying disease. Metabolomic data also reflected measures of the final CLAD stage, which was driven by a lipid transition from mostly PC to predominantly PE phospholipids, and metabolites from P. aeruginosa. The association of P. aeruginosa metabolites with CLAD stages in LTX recipients indicates this bacterium and its associated metabolites may be drivers of allograft dysfunction.","PeriodicalId":501561,"journal":{"name":"medRxiv - Transplantation","volume":"198 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2022-11-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"medRxiv - Transplantation","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1101/2022.11.16.22281980","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1
Abstract
Background Progression of chronic lung disease often leads to the requirement for a 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 relationship between the metabolome of bronchoalveolar lavage fluid (BALF) collected longitudinally from subjects post-LTX with underlying chronic lung diseases and its association with CLAD severity. Methods Untargeted LC-MS/MS metabolomics was performed on 960 BALF samples collected over 10 years from LTX recipients with alpha-1-antitrypsin disease (AATD, n = 22), cystic fibrosis (CF, n = 46), chronic obstructive pulmonary disease (COPD, n = 79) or pulmonary fibrosis (PF, n = 47). Datasets were analyzed using machine learning and multivariate statistics for associations with underlying disease and final CLAD severity.
Results. BALF metabolomes varied by underlying disease state, with AATD LT recipients being particularly distinctive (PERMANOVA, p = 0.001). We also found significant associations of the metabolome with a subjects final CLAD severity score (PERMANOVA, p = 0.001), especially those with underlying CF. Association with CLAD severity was driven by changes in phosphoethanolamine (PE) and phosphocholine lipids that increased and decreased, respectively, and metabolites from the bacterial pathogen Pseudomonas aeruginosa. P. aeruginosa siderophores, quorum-sensing quinolones, and phenazines were detected in BALF, and 4-hydroxy-2-heptylquinoline (HHQ) was predictive of the final CLAD stage in samples from CF patients (R = 0.34; p ≤ 0.01). Relationships between CLAD stage and P. aeruginosa metabolites were especially marked in those with CF, where 61% of subjects had at least one of these metabolites in their first BALF sample after transplant. These molecules also correlated with the relative abundance of P. aeruginosa from microbiome sequence data. Conclusions: BALF metabolomes after LTX are distinctive based on the underlying disease. Metabolomic data also reflected measures of the final CLAD stage, which was driven by a lipid transition from mostly PC to predominantly PE phospholipids, and metabolites from P. aeruginosa. The association of P. aeruginosa metabolites with CLAD stages in LTX recipients indicates this bacterium and its associated metabolites may be drivers of allograft dysfunction.
背景:慢性肺部疾病的进展常常导致需要肺移植(LTX)。尽管LTX术后短期生存率有所提高,但慢性同种异体肺移植功能障碍(chronic lung allograft dysfunction, CLAD)仍然是长期生存率的一个关键挑战。本研究探讨慢性肺部疾病患者ltx术后纵向收集的支气管肺泡灌洗液(BALF)代谢组及其与慢性肺部疾病严重程度的关系。方法对960份BALF样本进行非靶向LC-MS/MS代谢组学分析,这些样本来自10年来患有α -1抗胰蛋白酶疾病(AATD, n = 22)、囊性纤维化(CF, n = 46)、慢性阻塞性肺疾病(COPD, n = 79)或肺纤维化(PF, n = 47)的LTX患者。使用机器学习和多变量统计分析数据集与潜在疾病和最终CLAD严重程度的关联。BALF代谢组因潜在疾病状态而异,AATD LT受体尤其明显(PERMANOVA, p = 0.001)。我们还发现代谢组与受试者最终的CLAD严重程度评分存在显著相关性(PERMANOVA, p = 0.001),特别是那些有潜在CF的患者。与CLAD严重程度的关联是由磷酸乙醇胺(PE)和磷脂胆碱脂质的变化(分别升高和降低)以及细菌病原体铜绿假单胞菌的代谢物所推动的。BALF中检测到铜绿假单胞菌铁载体、群体感应喹诺酮类药物和非那嗪类药物,4-羟基-2- heptyl喹啉(HHQ)可预测CF患者样本中最终的CLAD阶段(R = 0.34;P≤0.01)。在CF患者中,CLAD分期与铜绿假单胞菌代谢物之间的关系尤为明显,其中61%的受试者在移植后的第一个BALF样本中至少有一种代谢物。这些分子也与微生物组序列数据中铜绿假单胞菌的相对丰度相关。结论:LTX后的BALF代谢组因潜在疾病而不同。代谢组学数据也反映了最终的覆层阶段,这是由主要由PC磷脂到主要由PE磷脂的脂质转变和铜绿假单胞菌的代谢物驱动的。铜绿假单胞菌代谢物与LTX受者的CLAD分期的关联表明,这种细菌及其相关代谢物可能是同种异体移植物功能障碍的驱动因素。