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Using a Chemical Biopsy for Graft Quality Assessment
Published on: June 17, 2020
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Volatile organic compound profiling to explore primary graft dysfunction after lung transplantation.
Pierre-Hugues Stefanuto1,2, Rosalba Romano3,4, Christiaan A Rees5
1Thayer School of Engineering, Dartmouth College, Hanover, NH, USA.
Scientific Reports
|February 9, 2022
Summary
Volatile organic compounds (VOCs) in lung transplant patients may predict primary graft dysfunction (PGD). This pilot study identified VOC profiles linked to severe PGD, suggesting potential for early detection via breath analysis.
Area of Science:
- Pulmonary Medicine
- Analytical Chemistry
- Transplant Immunology
Background:
- Primary graft dysfunction (PGD) significantly impacts lung transplant outcomes.
- Understanding the molecular mechanisms of PGD is crucial for improving patient survival.
- Current methods for PGD assessment may lack early predictive capabilities.
Purpose of the Study:
- To investigate the association between pulmonary volatile organic compound (VOC) profiles and PGD severity.
- To explore the potential of VOCs as biomarkers for predicting PGD.
- To correlate VOC signatures with postoperative outcomes in lung transplant recipients.
Main Methods:
- Collected bronchoalveolar lavage fluid (BALF) and bronchial aspirate samples from 35 lung transplant patients.
- Utilized solid-phase microextraction (SPME) for VOC extraction.
- Analyzed VOCs using comprehensive two-dimensional gas chromatography-time-of-flight mass spectrometry (GCxGC-TOFMS).
- Applied support vector machine (SVM) algorithms for data analysis and classification.
Main Results:
- A panel of 20 VOCs from early post-transplant samples differentiated severe PGD from low PGD with high accuracy (AUROC 0.90, accuracy 0.83).
- The VOC model showed moderate effectiveness for later time points (AUROC 0.80).
- Severe PGD samples were characterized by elevated levels of alkylated hydrocarbons, linear hydrocarbons, and aldehydes.
Conclusions:
- Pulmonary VOC profiles show promise as non-invasive biomarkers for early PGD detection.
- Specific VOC signatures, including hydrocarbons and aldehydes, are associated with severe PGD.
- Further large-scale studies are warranted to validate these findings and explore breath analysis for clinical application.
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