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Blood test shows high accuracy in detecting stage I non-small cell lung cancer
BACKGROUND: In a previous study (Goebel et. al, Cancer Genomics Proteomics 16:229-244, 2019), we identified 33 biomarkers for an early stage (I-II) Non-Small Cell Lung Cancer (NSCLC) test with 90% accuracy, 80.3% sensitivity, and 95.4% specificity. For the current study, we used a narrowed ensemble...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7035746/ https://www.ncbi.nlm.nih.gov/pubmed/32085733 http://dx.doi.org/10.1186/s12885-020-6625-x |
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author | Goebel, Cherylle Louden, Christopher L. Mckenna, Robert Onugha, Osita Wachtel, Andrew Long, Thomas |
author_facet | Goebel, Cherylle Louden, Christopher L. Mckenna, Robert Onugha, Osita Wachtel, Andrew Long, Thomas |
author_sort | Goebel, Cherylle |
collection | PubMed |
description | BACKGROUND: In a previous study (Goebel et. al, Cancer Genomics Proteomics 16:229-244, 2019), we identified 33 biomarkers for an early stage (I-II) Non-Small Cell Lung Cancer (NSCLC) test with 90% accuracy, 80.3% sensitivity, and 95.4% specificity. For the current study, we used a narrowed ensemble of 21 biomarkers while retaining similar accuracy in detecting early stage lung cancer. METHODS: A multiplex platform, 486 human plasma samples, and 21 biomarkers were used to develop and validate our algorithm which detects early stage NSCLC. The training set consisted of 258 human plasma with 79 Stage I-II NSCLC samples. The 21 biomarkers with the statistical model (Lung Cancer Detector Test 1, LCDT1) was then validated using 228 novel samples which included 55 Stage I NSCLC. RESULTS: The LCDT1 exhibited 95.6% accuracy, 89.1% sensitivity, and 97.7% specificity in detecting Stage I NSCLC on the blind set. When only NSCLC cancers were analyzed, the specificity increased to 99.1%. CONCLUSIONS: Compared to current approved clinical methods for diagnosing NSCLC, the LCDT1 greatly improves accuracy while being non-invasive; a simple, cost-effective, early diagnostic blood test should result in expanding access and increase survival rate. |
format | Online Article Text |
id | pubmed-7035746 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-70357462020-03-02 Blood test shows high accuracy in detecting stage I non-small cell lung cancer Goebel, Cherylle Louden, Christopher L. Mckenna, Robert Onugha, Osita Wachtel, Andrew Long, Thomas BMC Cancer Research Article BACKGROUND: In a previous study (Goebel et. al, Cancer Genomics Proteomics 16:229-244, 2019), we identified 33 biomarkers for an early stage (I-II) Non-Small Cell Lung Cancer (NSCLC) test with 90% accuracy, 80.3% sensitivity, and 95.4% specificity. For the current study, we used a narrowed ensemble of 21 biomarkers while retaining similar accuracy in detecting early stage lung cancer. METHODS: A multiplex platform, 486 human plasma samples, and 21 biomarkers were used to develop and validate our algorithm which detects early stage NSCLC. The training set consisted of 258 human plasma with 79 Stage I-II NSCLC samples. The 21 biomarkers with the statistical model (Lung Cancer Detector Test 1, LCDT1) was then validated using 228 novel samples which included 55 Stage I NSCLC. RESULTS: The LCDT1 exhibited 95.6% accuracy, 89.1% sensitivity, and 97.7% specificity in detecting Stage I NSCLC on the blind set. When only NSCLC cancers were analyzed, the specificity increased to 99.1%. CONCLUSIONS: Compared to current approved clinical methods for diagnosing NSCLC, the LCDT1 greatly improves accuracy while being non-invasive; a simple, cost-effective, early diagnostic blood test should result in expanding access and increase survival rate. BioMed Central 2020-02-21 /pmc/articles/PMC7035746/ /pubmed/32085733 http://dx.doi.org/10.1186/s12885-020-6625-x Text en © The Author(s). 2020 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Goebel, Cherylle Louden, Christopher L. Mckenna, Robert Onugha, Osita Wachtel, Andrew Long, Thomas Blood test shows high accuracy in detecting stage I non-small cell lung cancer |
title | Blood test shows high accuracy in detecting stage I non-small cell lung cancer |
title_full | Blood test shows high accuracy in detecting stage I non-small cell lung cancer |
title_fullStr | Blood test shows high accuracy in detecting stage I non-small cell lung cancer |
title_full_unstemmed | Blood test shows high accuracy in detecting stage I non-small cell lung cancer |
title_short | Blood test shows high accuracy in detecting stage I non-small cell lung cancer |
title_sort | blood test shows high accuracy in detecting stage i non-small cell lung cancer |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7035746/ https://www.ncbi.nlm.nih.gov/pubmed/32085733 http://dx.doi.org/10.1186/s12885-020-6625-x |
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