Breath Diagnostics Technology Demonstrates Breakthrough in Predicting Pneumonia Through Exhaled Breath Analysis
Study published in The Journal of Thoracic and Cardiovascular Surgery indicates OneBreath™ technology can help diagnose and predict pneumonia from a single exhale.
"Exhaled breath is an extraordinary diagnostic medium," said
The Study represents one of the first demonstrations that volatile organic compounds (VOCs) measured in exhaled breath can reliably serve as biomarkers for future disease, paving the way for earlier intervention, reduced complications, cost savings for healthcare systems, and a new era of predictive, non-invasive medicine.
Study Design and Methods
The prospective study enrolled 75 patients undergoing elective cardiac surgery. Breath samples were collected using a Tedlar bag system with microchip capture of carbonyl compounds, followed by ultra-high-performance liquid chromatography mass spectrometry for compound identification.
- Samples were taken preoperatively, within 24 hours postoperatively, and every three days during hospitalization.
- Carbonyl VOC profiles were analyzed using advanced machine learning workflows, including feature selection, random forest, and boosted generalized linear models.
- The diagnostic model was trained on perioperative VOC samples, while a separate predictive model was trained using only preoperative breath samples to assess risk before pneumonia onset.
Results
Out of the 75 patients, 10 developed postoperative pneumonia — one of the most serious and costly complications after cardiac surgery.
- Diagnosis model performance: The model achieved an AUROC of 0.833 and PRAUC of 0.818 on the test set.
- Prediction model performance: Using only baseline preoperative breath samples, key VOCs predicted pneumonia onset with the same AUROC of 0.833 and PRAUC of 0.818.
- Importantly, the predictive model identified high-risk patients days before clinical symptoms emerged, enabling the potential early interventions.
"These findings are highly significant," said Dr.
The study was conducted at the University of Louisville and published in The Journal of Thoracic and Cardiovascular Surgery. Among the authors, Dr.
Implications for Predictive Medicine and The Healthcare Industry
Pneumonia develops in 6–20% of patients following elective cardiac surgery, making it one of the most frequent and serious postoperative complications. It is strongly associated with longer ICU stays, extended hospitalizations, higher costs, and increased mortality. Despite decades of research, preventive strategies such as prophylactic antibiotics have produced inconsistent results, largely because clinicians lack a reliable way to identify which patients are truly at risk.
Until now, there has been no reliable, non-invasive way to predict who will develop the condition. This study marks the first time that VOC breath analysis, paired with machine learning, has demonstrated the ability not only to diagnose but also to predict disease onset days in advance.
Breath Diagnostics' OneBreath™ platform offers:
- Non-invasive testing independent of patient history or comorbidities
- Rapid, repeatable sampling suitable for perioperative and ICU monitoring
- Scalable integration with machine learning to continuously refine predictive accuracy
By detecting VOC signatures associated with inflammation, oxidative stress, and bacterial metabolism, this approach could be extended to a range of diseases — from lung infections to cancer and inflammatory disorders.
"Exhaled breath is an extraordinary diagnostic medium that has only begun to be tapped," said
Next Steps
Breath Diagnostics will build on these results by expanding clinical validation into larger, multi-center patient cohorts to further confirm the predictive value of exhaled breath biomarkers. The Company is also working with leading academic and clinical partners to refine study protocols, with the goal of pursuing regulatory clearances in
About Breath Diagnostics
Breath Diagnostics, Inc. is a medical technology company pioneering non-invasive diagnostics through exhaled breath analysis. By combining proprietary microchips, advanced machine learning algorithms, and high-performance liquid chromatography mass spectrometry, the Company is developing a new platform for early disease prediction and diagnosis.
Media Contact:
Breath (at) breathdiagnostics.com
www.breathdiagnostics.com
1-866-BDX-VOCS
Cautionary Note Regarding Forward-Looking Information
This press release contains forward-looking statements and information. The words "anticipate," "believe," "could," "estimate," "expect," "intend," "may," "plan," "potential," "predict," "project," "target," "should," "will," and similar expressions are intended to identify forward-looking statements, although not all forward-looking statements contain these identifying words.
Forward-looking statements in this press release include, but are not limited to, statements regarding the potential benefits of the Company's OneBreath™ system, the possibility of future commercialization, and the implications of published study results. These statements are based on current expectations and assumptions that are subject to risks and uncertainties, many of which are beyond the Company's control. Actual results may differ materially from those expressed or implied in such forward-looking statements.
Important factors that could cause actual results to differ materially include, among others: uncertainties inherent in the research and development process; the initiation, timing, cost, and results of clinical studies; the ability to secure additional funding to support ongoing operations and development plans; regulatory requirements and approvals; and the Company's ability to demonstrate safety, efficacy, and commercial viability of its technology.
Breath Diagnostics, Inc. remains in the research and development stage. The OneBreath™ system has not been cleared or approved by the U.S. Food and Drug Administration (FDA) or any other regulatory authority. The OneBreath™ system is in the development stage and is not available for clinical or commercial use. As such, OneBreath™ should not be considered available for use. The data, metrics, and statistics presented in this press release reflect preliminary research findings and clinical testing outcomes for the OneBreath™ system currently under development. Please note, these preliminary findings are not intended to serve as conclusive evidence of the safety, efficacy, or performance of OneBreath™, nor should they be interpreted as such.
Any forward-looking statements contained in this press release speak only as of the date hereof. Breath Diagnostics, Inc. expressly disclaims any obligation to update or revise such statements, whether as a result of new information, future events, or otherwise.
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SOURCE Breath Diagnostics Inc.
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