2021
DOI: 10.1038/s41598-021-80970-w
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Breath can discriminate tuberculosis from other lower respiratory illness in children

Abstract: Pediatric tuberculosis (TB) remains a global health crisis. Despite progress, pediatric patients remain difficult to diagnose, with approximately half of all childhood TB patients lacking bacterial confirmation. In this pilot study (n = 31), we identify a 4-compound breathprint and subsequent machine learning model that accurately classifies children with confirmed TB (n = 10) from children with another lower respiratory tract infection (LRTI) (n = 10) with a sensitivity of 80% and specificity of 100% observed… Show more

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Cited by 30 publications
(27 citation statements)
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“…These two analytes were previously reported from human metabolomics studies but were never quantified 46 . Similar hydrocarbon metabolites were reported as oxidative stress markers of disease in exhaled breath related to infectious disease 15 , heart disease 52,53 , psychiatric disease 54 , and cancer 55 . This mechanism involves hydrocarbons being triggered or released in to the breath by ROS, a form of oxygen with a reactive electron from the by-product of oxidation metabolism in the mitochondria.…”
Section: Biological Insight Of the Breath Biomarkerssupporting
confidence: 67%
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“…These two analytes were previously reported from human metabolomics studies but were never quantified 46 . Similar hydrocarbon metabolites were reported as oxidative stress markers of disease in exhaled breath related to infectious disease 15 , heart disease 52,53 , psychiatric disease 54 , and cancer 55 . This mechanism involves hydrocarbons being triggered or released in to the breath by ROS, a form of oxygen with a reactive electron from the by-product of oxidation metabolism in the mitochondria.…”
Section: Biological Insight Of the Breath Biomarkerssupporting
confidence: 67%
“…Although the other six breath metabolites did not reach significance between the groups individually (Supplementary Figure S5), their contribution to the breath-IR model is evident when assessing the diagnostic capability of the model (Figure 5) to identify individuals with IR. A combined signature of breath metabolites is clearly more informative than using a single metabolite which may be indicative of some normal variability in metabolites within and between individuals 15,19,42 .…”
Section: Non-invasive Exhaled Breath As Ir Diagnosismentioning
confidence: 99%
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