Metabolomics of pulmonary exacerbations reveals the personalized nature of cystic fibrosis disease

被引:38
作者
Quinn, Robert A. [1 ]
Lim, Yan Wei [2 ]
Make, Tytus D. [3 ]
Whiteson, Katrine [4 ]
Furlan, Mike [2 ]
Conrad, Douglas [5 ]
Rohwer, Forest [2 ]
Dorrestein, Pieter [1 ]
机构
[1] Univ Calif San Diego, Skaggs Sch Pharm & Pharmaceut Sc, San Diego, CA 92103 USA
[2] San Diego State Univ, Dept Biol, San Diego, CA 92182 USA
[3] NIST, Mass Spectrometry Data Ctr, Gaithersburg, MD 20899 USA
[4] Univ Calif Irvine, Dept Mol Biol & Biochem, Irvine, CA 92717 USA
[5] Univ Calif San Diego, Dept Med, San Diego, CA 92103 USA
关键词
Personalized medicine; Cystic fibrosis; Metabolomics; Exacerbation; Mass spectrometry; PLATELET-ACTIVATING-FACTOR; STENOTROPHOMONAS-MALTOPHILIA; ANTIBIOTIC-RESISTANCE; AIRWAY MICROBIOTA; FACTOR PAF; CERAMIDE; INFLAMMATION; BIOMARKERS; CHILDREN; ADULTS;
D O I
10.7717/peerj.2174
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background. Cystic fibrosis (CF) is a genetic disease that results in chronic infections of the lungs. CF patients experience intermittent pulmonary exacerbations (CFPE) that are associated with poor clinical outcomes. CFPE involves an increase in disease symptoms requiring more aggressive therapy. Methods. Longitudinal sputum samples were collected from 11 patients (n = 44 samples) to assess the effect of exacerbations on the sputum metabolome using liquid chromatography-tandem mass spectrometry (LC-MS/MS). The data was analyzed with MS/MS molecular networking and multivariate statistics. Results. The individual patient source had a larger influence on the metabolome of sputum than the clinical state (exacerbation, treatment, post-treatment, or stable). Of the 4,369 metabolites detected, 12% were unique to CFPE samples; however, the only known metabolites significantly elevated at exacerbation across the dataset were platelet activating factor (PAF) and a related monacylglycerophosphocholine lipid. Due to the personalized nature of the sputum metabolome, a single patient was followed for 4.2 years (capturing four separate exacerbation events) as a case study for the detection of personalized biomarkers with metabolomics. PAF and related lipids were significantly elevated during CFPEs of this patient and ceramide was elevated during CFPE treatment. Correlating the abundance of bacterial 16S rRNA gene amplicons to metabolomics data from the same samples during a CFPE demonstrated that antibiotics were positively correlated to Stenotrophomonas and Pseudomonas, while ceramides and other lipids were correlated with Streptococcus, Rothia, and anaerobes. Conclusions. This study identified PAF and other inflammatory lipids as potential biomarkers of CFPE, but overall, the metabolome of CF sputum was patient specific, supporting a personalized approach to molecular detection of CFPE onset.
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页数:21
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