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Genomic and experimental evidence that ALK(ATI) does not predict single agent sensitivity to ALK inhibitors
Genomic data can facilitate personalized treatment decisions by enabling therapeutic hypotheses in individual patients. Mutual exclusivity has been an empirically useful signal for identifying activating mutations that respond to single agent targeted therapies. However, a low mutation frequency can...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8603052/ https://www.ncbi.nlm.nih.gov/pubmed/34825133 http://dx.doi.org/10.1016/j.isci.2021.103343 |
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author | Inam, Haider Sokirniy, Ivan Rao, Yiyun Shah, Anushka Naeemikia, Farnaz O'Brien, Edward Dong, Cheng McCandlish, David M. Pritchard, Justin R. |
author_facet | Inam, Haider Sokirniy, Ivan Rao, Yiyun Shah, Anushka Naeemikia, Farnaz O'Brien, Edward Dong, Cheng McCandlish, David M. Pritchard, Justin R. |
author_sort | Inam, Haider |
collection | PubMed |
description | Genomic data can facilitate personalized treatment decisions by enabling therapeutic hypotheses in individual patients. Mutual exclusivity has been an empirically useful signal for identifying activating mutations that respond to single agent targeted therapies. However, a low mutation frequency can underpower this signal for rare variants. We develop a resampling based method for the direct pairwise comparison of conditional selection between sets of gene pairs. We apply this method to a transcript variant of anaplastic lymphoma kinase (ALK) in melanoma, termed ALK(ATI) that was suggested to predict sensitivity to ALK inhibitors and we find that it is not mutually exclusive with key melanoma oncogenes. Furthermore, we find that ALK(ATI) is not likely to be sufficient for cellular transformation or growth, and it does not predict single agent therapeutic dependency. Our work strongly disfavors the role of ALK(ATI) as a targetable oncogenic driver that might be sensitive to single agent ALK treatment. |
format | Online Article Text |
id | pubmed-8603052 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-86030522021-11-24 Genomic and experimental evidence that ALK(ATI) does not predict single agent sensitivity to ALK inhibitors Inam, Haider Sokirniy, Ivan Rao, Yiyun Shah, Anushka Naeemikia, Farnaz O'Brien, Edward Dong, Cheng McCandlish, David M. Pritchard, Justin R. iScience Article Genomic data can facilitate personalized treatment decisions by enabling therapeutic hypotheses in individual patients. Mutual exclusivity has been an empirically useful signal for identifying activating mutations that respond to single agent targeted therapies. However, a low mutation frequency can underpower this signal for rare variants. We develop a resampling based method for the direct pairwise comparison of conditional selection between sets of gene pairs. We apply this method to a transcript variant of anaplastic lymphoma kinase (ALK) in melanoma, termed ALK(ATI) that was suggested to predict sensitivity to ALK inhibitors and we find that it is not mutually exclusive with key melanoma oncogenes. Furthermore, we find that ALK(ATI) is not likely to be sufficient for cellular transformation or growth, and it does not predict single agent therapeutic dependency. Our work strongly disfavors the role of ALK(ATI) as a targetable oncogenic driver that might be sensitive to single agent ALK treatment. Elsevier 2021-10-26 /pmc/articles/PMC8603052/ /pubmed/34825133 http://dx.doi.org/10.1016/j.isci.2021.103343 Text en © 2021. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Article Inam, Haider Sokirniy, Ivan Rao, Yiyun Shah, Anushka Naeemikia, Farnaz O'Brien, Edward Dong, Cheng McCandlish, David M. Pritchard, Justin R. Genomic and experimental evidence that ALK(ATI) does not predict single agent sensitivity to ALK inhibitors |
title | Genomic and experimental evidence that ALK(ATI) does not predict single agent sensitivity to ALK inhibitors |
title_full | Genomic and experimental evidence that ALK(ATI) does not predict single agent sensitivity to ALK inhibitors |
title_fullStr | Genomic and experimental evidence that ALK(ATI) does not predict single agent sensitivity to ALK inhibitors |
title_full_unstemmed | Genomic and experimental evidence that ALK(ATI) does not predict single agent sensitivity to ALK inhibitors |
title_short | Genomic and experimental evidence that ALK(ATI) does not predict single agent sensitivity to ALK inhibitors |
title_sort | genomic and experimental evidence that alk(ati) does not predict single agent sensitivity to alk inhibitors |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8603052/ https://www.ncbi.nlm.nih.gov/pubmed/34825133 http://dx.doi.org/10.1016/j.isci.2021.103343 |
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