American journal of transplantation : official journal of the American Society of Transplantation and the American Society of Transplant SurgeonsJournal Article
19 Nov 2024
Complications like acute cellular rejection (ACR) and infection are known risk factors for the development of chronic lung allograft dysfunction (CLAD), impacting long-term patient and graft survival after lung transplantation (LTx).
Differentiating between complications remains challenging and time-sensitive, highlighting the need for accurate and rapid diagnostic modalities.
We assessed the ability of exhaled breath analysis using an electronic nose (eNose) to distinguish between ACR, infection and mechanical complications in LTx recipients (LTR) presenting with suspected complications.
LTR with suspected complications and subsequently proven diagnosis underwent exhaled breath analysis using an eNose. Supervised machine learning was used to assess the eNose's ability to discriminate between complications.
Next we determined the added value of the eNose measurement on top of standard clinical parameters. In 90 LTR, 161 measurements were performed during suspected complications, with 84 proven diagnoses.
The eNose could distinguish between ACR, infection and mechanical complications with 74% accuracy, and ACR and infection with 82% accuracy. Combining eNose measurements with standard clinical parameters improved diagnostic accuracy to 88% (p=0. 0139), with 94% sensitivity and 80% specificity.
Exhaled breath analysis using eNose technology is a promising, non-invasive, diagnostic modality for distinguishing LTx complications, enabling timely diagnosis and interventions.
Declaration of Competing Interest ☒The authors declare the following financial interests/personal relationships which may be considered as potential competing interests: O.M. reports speaker engagement or advisory board fees from Astra Zeneca, Abbott, Boehringer Ingelheim, Daiichi Sankyo, Novartis, Novo Nordisk, Siemens and Vifor. Remaining authors of this manuscript have no conflicts of interest to disclose as described by the American Journal of Transplantation.
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