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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...

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Autores principales: Inam, Haider, Sokirniy, Ivan, Rao, Yiyun, Shah, Anushka, Naeemikia, Farnaz, O'Brien, Edward, Dong, Cheng, McCandlish, David M., Pritchard, Justin R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2021
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.
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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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