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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...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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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. |
format | Online Article Text |
id | pubmed-8964758 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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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