Accuracy of the Electronic Nose Breath Tests in Clinical Application: A Systematic Review and Meta-Analysis

(1) Background: An electronic nose applies a sensor array to detect volatile biomarkers in exhaled breath to diagnose diseases. The overall diagnostic accuracy remains unknown. The objective of this review was to provide an estimate of the diagnostic accuracy of sensor-based breath tests for the dia...

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Autores principales: Hsiao-Yu Yang, Wan-Chin Chen, Rodger-Chen Tsai
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Publicado: MDPI AG 2021
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spelling oai:doaj.org-article:33a97dd54e1e45b0bbb37f9421370afc2021-11-25T16:55:53ZAccuracy of the Electronic Nose Breath Tests in Clinical Application: A Systematic Review and Meta-Analysis10.3390/bios111104692079-6374https://doaj.org/article/33a97dd54e1e45b0bbb37f9421370afc2021-11-01T00:00:00Zhttps://www.mdpi.com/2079-6374/11/11/469https://doaj.org/toc/2079-6374(1) Background: An electronic nose applies a sensor array to detect volatile biomarkers in exhaled breath to diagnose diseases. The overall diagnostic accuracy remains unknown. The objective of this review was to provide an estimate of the diagnostic accuracy of sensor-based breath tests for the diagnosis of diseases. (2) Methods: We searched the PubMed and Web of Science databases for studies published between 1 January 2010 and 14 October 2021. The search was limited to human studies published in the English language. Clinical trials were not included in this review. (3) Results: Of the 2418 records identified, 44 publications were eligible, and 5728 patients were included in the final analyses. The pooled sensitivity was 90.0% (95% CI, 86.3–92.8%, I<sup>2</sup> = 47.7%), the specificity was 88.4% (95% CI, 87.1–89.5%, I<sup>2</sup> = 81.4%), and the pooled area under the curve was 0.93 (95% CI 0.91–0.95). (4) Conclusion: The findings of our review suggest that a standardized report of diagnostic accuracy and a report of the accuracy in a test set are needed. Sensor array systems of electronic noses have the potential for noninvasiveness at the point-of-care in hospitals. Nevertheless, the procedure for reporting the accuracy of a diagnostic test must be standardized.Hsiao-Yu YangWan-Chin ChenRodger-Chen TsaiMDPI AGarticlevolatile organic compoundelectronic nosesensorsbreath testbreathomicsBiotechnologyTP248.13-248.65ENBiosensors, Vol 11, Iss 469, p 469 (2021)
institution DOAJ
collection DOAJ
language EN
topic volatile organic compound
electronic nose
sensors
breath test
breathomics
Biotechnology
TP248.13-248.65
spellingShingle volatile organic compound
electronic nose
sensors
breath test
breathomics
Biotechnology
TP248.13-248.65
Hsiao-Yu Yang
Wan-Chin Chen
Rodger-Chen Tsai
Accuracy of the Electronic Nose Breath Tests in Clinical Application: A Systematic Review and Meta-Analysis
description (1) Background: An electronic nose applies a sensor array to detect volatile biomarkers in exhaled breath to diagnose diseases. The overall diagnostic accuracy remains unknown. The objective of this review was to provide an estimate of the diagnostic accuracy of sensor-based breath tests for the diagnosis of diseases. (2) Methods: We searched the PubMed and Web of Science databases for studies published between 1 January 2010 and 14 October 2021. The search was limited to human studies published in the English language. Clinical trials were not included in this review. (3) Results: Of the 2418 records identified, 44 publications were eligible, and 5728 patients were included in the final analyses. The pooled sensitivity was 90.0% (95% CI, 86.3–92.8%, I<sup>2</sup> = 47.7%), the specificity was 88.4% (95% CI, 87.1–89.5%, I<sup>2</sup> = 81.4%), and the pooled area under the curve was 0.93 (95% CI 0.91–0.95). (4) Conclusion: The findings of our review suggest that a standardized report of diagnostic accuracy and a report of the accuracy in a test set are needed. Sensor array systems of electronic noses have the potential for noninvasiveness at the point-of-care in hospitals. Nevertheless, the procedure for reporting the accuracy of a diagnostic test must be standardized.
format article
author Hsiao-Yu Yang
Wan-Chin Chen
Rodger-Chen Tsai
author_facet Hsiao-Yu Yang
Wan-Chin Chen
Rodger-Chen Tsai
author_sort Hsiao-Yu Yang
title Accuracy of the Electronic Nose Breath Tests in Clinical Application: A Systematic Review and Meta-Analysis
title_short Accuracy of the Electronic Nose Breath Tests in Clinical Application: A Systematic Review and Meta-Analysis
title_full Accuracy of the Electronic Nose Breath Tests in Clinical Application: A Systematic Review and Meta-Analysis
title_fullStr Accuracy of the Electronic Nose Breath Tests in Clinical Application: A Systematic Review and Meta-Analysis
title_full_unstemmed Accuracy of the Electronic Nose Breath Tests in Clinical Application: A Systematic Review and Meta-Analysis
title_sort accuracy of the electronic nose breath tests in clinical application: a systematic review and meta-analysis
publisher MDPI AG
publishDate 2021
url https://doaj.org/article/33a97dd54e1e45b0bbb37f9421370afc
work_keys_str_mv AT hsiaoyuyang accuracyoftheelectronicnosebreathtestsinclinicalapplicationasystematicreviewandmetaanalysis
AT wanchinchen accuracyoftheelectronicnosebreathtestsinclinicalapplicationasystematicreviewandmetaanalysis
AT rodgerchentsai accuracyoftheelectronicnosebreathtestsinclinicalapplicationasystematicreviewandmetaanalysis
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