Somatic substitution signature as an innovative tool in lung cancer diagnosis
Abstract Diagnosis of lung cancer can sometimes be challenging and is of major interest since effective molecular-guided therapies are available. Compounds of tobacco smoke may generate a specific substitutional signature in lung, which is the most exposed organ. To predict whether a tumor is of lun...
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Nature Portfolio
2019
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oai:doaj.org-article:b87948ed20474dea8a6fabbf8e342a862021-12-02T15:10:03ZSomatic substitution signature as an innovative tool in lung cancer diagnosis10.1038/s41598-019-51155-32045-2322https://doaj.org/article/b87948ed20474dea8a6fabbf8e342a862019-10-01T00:00:00Zhttps://doi.org/10.1038/s41598-019-51155-3https://doaj.org/toc/2045-2322Abstract Diagnosis of lung cancer can sometimes be challenging and is of major interest since effective molecular-guided therapies are available. Compounds of tobacco smoke may generate a specific substitutional signature in lung, which is the most exposed organ. To predict whether a tumor is of lung origin or not, we developed and validated the EASILUNG (Exome And SIgnature LUNG) test based on the relative frequencies of somatic substitutions on coding non-transcribed DNA strands from whole-exome sequenced tumors. Data from 7,796 frozen tumor samples (prior to any treatment) from 32 TCGA solid cancer groups were used for its development. External validation was carried out on a local dataset of 196 consecutive routine exome results. Eight out of the 12 classes of substitutions were required to compute the EASILUNG signature that demonstrated good calibration and good discriminative power with a sensitivity of 83% and a specificity of 72% after recalibration on the external validation dataset. This innovative test may be helpful in medical decision-making in patients with unknown primary tumors potentially of lung origin and in the diagnosis of lung cancer in smokers.Stéphane BuscaJulia SalleronRomain BoidotJean-Louis MerlinAlexandre HarléNature PortfolioarticleMedicineRScienceQENScientific Reports, Vol 9, Iss 1, Pp 1-9 (2019) |
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Medicine R Science Q Stéphane Busca Julia Salleron Romain Boidot Jean-Louis Merlin Alexandre Harlé Somatic substitution signature as an innovative tool in lung cancer diagnosis |
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Abstract Diagnosis of lung cancer can sometimes be challenging and is of major interest since effective molecular-guided therapies are available. Compounds of tobacco smoke may generate a specific substitutional signature in lung, which is the most exposed organ. To predict whether a tumor is of lung origin or not, we developed and validated the EASILUNG (Exome And SIgnature LUNG) test based on the relative frequencies of somatic substitutions on coding non-transcribed DNA strands from whole-exome sequenced tumors. Data from 7,796 frozen tumor samples (prior to any treatment) from 32 TCGA solid cancer groups were used for its development. External validation was carried out on a local dataset of 196 consecutive routine exome results. Eight out of the 12 classes of substitutions were required to compute the EASILUNG signature that demonstrated good calibration and good discriminative power with a sensitivity of 83% and a specificity of 72% after recalibration on the external validation dataset. This innovative test may be helpful in medical decision-making in patients with unknown primary tumors potentially of lung origin and in the diagnosis of lung cancer in smokers. |
format |
article |
author |
Stéphane Busca Julia Salleron Romain Boidot Jean-Louis Merlin Alexandre Harlé |
author_facet |
Stéphane Busca Julia Salleron Romain Boidot Jean-Louis Merlin Alexandre Harlé |
author_sort |
Stéphane Busca |
title |
Somatic substitution signature as an innovative tool in lung cancer diagnosis |
title_short |
Somatic substitution signature as an innovative tool in lung cancer diagnosis |
title_full |
Somatic substitution signature as an innovative tool in lung cancer diagnosis |
title_fullStr |
Somatic substitution signature as an innovative tool in lung cancer diagnosis |
title_full_unstemmed |
Somatic substitution signature as an innovative tool in lung cancer diagnosis |
title_sort |
somatic substitution signature as an innovative tool in lung cancer diagnosis |
publisher |
Nature Portfolio |
publishDate |
2019 |
url |
https://doaj.org/article/b87948ed20474dea8a6fabbf8e342a86 |
work_keys_str_mv |
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