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Exhaled volatile organic compounds for diagnosis of hepatocellular carcinoma

Volatile organic compounds (VOCs) profile for diagnosis and monitoring therapeutic response of hepatocellular carcinoma (HCC) has not been well studied. We determined VOCs profile in exhaled breath of 97 HCC patients and 111 controls using gas chromatography–mass spectrometry and Support Vector Mach...

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Autores principales: Sukaram, Thanikan, Tansawat, Rossarin, Apiparakoon, Terapap, Tiyarattanachai, Thodsawit, Marukatat, Sanparith, Rerknimitr, Rungsun, Chaiteerakij, Roongruedee
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8964758/
https://www.ncbi.nlm.nih.gov/pubmed/35351916
http://dx.doi.org/10.1038/s41598-022-08678-z
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author Sukaram, Thanikan
Tansawat, Rossarin
Apiparakoon, Terapap
Tiyarattanachai, Thodsawit
Marukatat, Sanparith
Rerknimitr, Rungsun
Chaiteerakij, Roongruedee
author_facet Sukaram, Thanikan
Tansawat, Rossarin
Apiparakoon, Terapap
Tiyarattanachai, Thodsawit
Marukatat, Sanparith
Rerknimitr, Rungsun
Chaiteerakij, Roongruedee
author_sort Sukaram, Thanikan
collection PubMed
description Volatile organic compounds (VOCs) profile for diagnosis and monitoring therapeutic response of hepatocellular carcinoma (HCC) has not been well studied. We determined VOCs profile in exhaled breath of 97 HCC patients and 111 controls using gas chromatography–mass spectrometry and Support Vector Machine algorithm. The combination of acetone, 1,4-pentadiene, methylene chloride, benzene, phenol and allyl methyl sulfide provided the highest accuracy of 79.6%, with 76.5% sensitivity and 82.7% specificity in the training set; and 55.4% accuracy, 44.0% sensitivity, and 75.0% specificity in the test set. This combination was correlated with the HCC stages demonstrating by the increased distance from the classification boundary when the stage advanced. For early HCC detection, d-limonene provided a 62.8% sensitivity, 51.8% specificity and 54.9% accuracy. The levels of acetone, butane and dimethyl sulfide were significantly altered after treatment. Patients with complete response had a greater decreased acetone level than those with remaining tumor post-treatment (73.38 ± 56.76 vs. 17.11 ± 58.86 (× 10(6) AU, p = 0.006). Using a cutoff of 35.9 × 10(6) AU, the reduction in acetone level predicted treatment response with 77.3% sensitivity, 83.3% specificity, 79.4%, accuracy, and AUC of 0.784. This study demonstrates the feasibility of exhaled VOCs as a non-invasive tool for diagnosis, monitoring of HCC progression and treatment response.
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spelling pubmed-89647582022-03-30 Exhaled volatile organic compounds for diagnosis of hepatocellular carcinoma Sukaram, Thanikan Tansawat, Rossarin Apiparakoon, Terapap Tiyarattanachai, Thodsawit Marukatat, Sanparith Rerknimitr, Rungsun Chaiteerakij, Roongruedee Sci Rep Article Volatile organic compounds (VOCs) profile for diagnosis and monitoring therapeutic response of hepatocellular carcinoma (HCC) has not been well studied. We determined VOCs profile in exhaled breath of 97 HCC patients and 111 controls using gas chromatography–mass spectrometry and Support Vector Machine algorithm. The combination of acetone, 1,4-pentadiene, methylene chloride, benzene, phenol and allyl methyl sulfide provided the highest accuracy of 79.6%, with 76.5% sensitivity and 82.7% specificity in the training set; and 55.4% accuracy, 44.0% sensitivity, and 75.0% specificity in the test set. This combination was correlated with the HCC stages demonstrating by the increased distance from the classification boundary when the stage advanced. For early HCC detection, d-limonene provided a 62.8% sensitivity, 51.8% specificity and 54.9% accuracy. The levels of acetone, butane and dimethyl sulfide were significantly altered after treatment. Patients with complete response had a greater decreased acetone level than those with remaining tumor post-treatment (73.38 ± 56.76 vs. 17.11 ± 58.86 (× 10(6) AU, p = 0.006). Using a cutoff of 35.9 × 10(6) AU, the reduction in acetone level predicted treatment response with 77.3% sensitivity, 83.3% specificity, 79.4%, accuracy, and AUC of 0.784. This study demonstrates the feasibility of exhaled VOCs as a non-invasive tool for diagnosis, monitoring of HCC progression and treatment response. Nature Publishing Group UK 2022-03-29 /pmc/articles/PMC8964758/ /pubmed/35351916 http://dx.doi.org/10.1038/s41598-022-08678-z Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Sukaram, Thanikan
Tansawat, Rossarin
Apiparakoon, Terapap
Tiyarattanachai, Thodsawit
Marukatat, Sanparith
Rerknimitr, Rungsun
Chaiteerakij, Roongruedee
Exhaled volatile organic compounds for diagnosis of hepatocellular carcinoma
title Exhaled volatile organic compounds for diagnosis of hepatocellular carcinoma
title_full Exhaled volatile organic compounds for diagnosis of hepatocellular carcinoma
title_fullStr Exhaled volatile organic compounds for diagnosis of hepatocellular carcinoma
title_full_unstemmed Exhaled volatile organic compounds for diagnosis of hepatocellular carcinoma
title_short Exhaled volatile organic compounds for diagnosis of hepatocellular carcinoma
title_sort exhaled volatile organic compounds for diagnosis of hepatocellular carcinoma
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8964758/
https://www.ncbi.nlm.nih.gov/pubmed/35351916
http://dx.doi.org/10.1038/s41598-022-08678-z
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