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Comparative Tumor RNA Sequencing Analysis for Difficult-to-Treat Pediatric and Young Adult Patients With Cancer

IMPORTANCE: Pediatric cancers are epigenetic diseases; therefore, considering tumor gene expression information is necessary for a complete understanding of the tumorigenic processes. OBJECTIVE: To evaluate the feasibility and utility of incorporating comparative gene expression information into the...

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Autores principales: Vaske, Olena M., Bjork, Isabel, Salama, Sofie R., Beale, Holly, Tayi Shah, Avanthi, Sanders, Lauren, Pfeil, Jacob, Lam, Du L., Learned, Katrina, Durbin, Ann, Kephart, Ellen T., Currie, Rob, Newton, Yulia, Swatloski, Teresa, McColl, Duncan, Vivian, John, Zhu, Jingchun, Lee, Alex G., Leung, Stanley G., Spillinger, Aviv, Liu, Heng-Yi, Liang, Winnie S., Byron, Sara A., Berens, Michael E., Resnick, Adam C., Lacayo, Norman, Spunt, Sheri L., Rangaswami, Arun, Huynh, Van, Torno, Lilibeth, Plant, Ashley, Kirov, Ivan, Zabokrtsky, Keri B., Rassekh, S. Rod, Deyell, Rebecca J., Laskin, Janessa, Marra, Marco A., Sender, Leonard S., Mueller, Sabine, Sweet-Cordero, E. Alejandro, Goldstein, Theodore C., Haussler, David
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Medical Association 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6822083/
https://www.ncbi.nlm.nih.gov/pubmed/31651965
http://dx.doi.org/10.1001/jamanetworkopen.2019.13968
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author Vaske, Olena M.
Bjork, Isabel
Salama, Sofie R.
Beale, Holly
Tayi Shah, Avanthi
Sanders, Lauren
Pfeil, Jacob
Lam, Du L.
Learned, Katrina
Durbin, Ann
Kephart, Ellen T.
Currie, Rob
Newton, Yulia
Swatloski, Teresa
McColl, Duncan
Vivian, John
Zhu, Jingchun
Lee, Alex G.
Leung, Stanley G.
Spillinger, Aviv
Liu, Heng-Yi
Liang, Winnie S.
Byron, Sara A.
Berens, Michael E.
Resnick, Adam C.
Lacayo, Norman
Spunt, Sheri L.
Rangaswami, Arun
Huynh, Van
Torno, Lilibeth
Plant, Ashley
Kirov, Ivan
Zabokrtsky, Keri B.
Rassekh, S. Rod
Deyell, Rebecca J.
Laskin, Janessa
Marra, Marco A.
Sender, Leonard S.
Mueller, Sabine
Sweet-Cordero, E. Alejandro
Goldstein, Theodore C.
Haussler, David
author_facet Vaske, Olena M.
Bjork, Isabel
Salama, Sofie R.
Beale, Holly
Tayi Shah, Avanthi
Sanders, Lauren
Pfeil, Jacob
Lam, Du L.
Learned, Katrina
Durbin, Ann
Kephart, Ellen T.
Currie, Rob
Newton, Yulia
Swatloski, Teresa
McColl, Duncan
Vivian, John
Zhu, Jingchun
Lee, Alex G.
Leung, Stanley G.
Spillinger, Aviv
Liu, Heng-Yi
Liang, Winnie S.
Byron, Sara A.
Berens, Michael E.
Resnick, Adam C.
Lacayo, Norman
Spunt, Sheri L.
Rangaswami, Arun
Huynh, Van
Torno, Lilibeth
Plant, Ashley
Kirov, Ivan
Zabokrtsky, Keri B.
Rassekh, S. Rod
Deyell, Rebecca J.
Laskin, Janessa
Marra, Marco A.
Sender, Leonard S.
Mueller, Sabine
Sweet-Cordero, E. Alejandro
Goldstein, Theodore C.
Haussler, David
author_sort Vaske, Olena M.
collection PubMed
description IMPORTANCE: Pediatric cancers are epigenetic diseases; therefore, considering tumor gene expression information is necessary for a complete understanding of the tumorigenic processes. OBJECTIVE: To evaluate the feasibility and utility of incorporating comparative gene expression information into the precision medicine framework for difficult-to-treat pediatric and young adult patients with cancer. DESIGN, SETTING, AND PARTICIPANTS: This cohort study was conducted as a consortium between the University of California, Santa Cruz (UCSC) Treehouse Childhood Cancer Initiative and clinical genomic trials. RNA sequencing (RNA-Seq) data were obtained from the following 4 clinical sites and analyzed at UCSC: British Columbia Children’s Hospital (n = 31), Lucile Packard Children’s Hospital at Stanford University (n = 80), CHOC Children’s Hospital and Hyundai Cancer Institute (n = 46), and the Pacific Pediatric Neuro-Oncology Consortium (n = 24). The study dates were January 1, 2016, to March 22, 2017. EXPOSURES: Participants underwent tumor RNA-Seq profiling as part of 4 separate clinical trials at partner hospitals. The UCSC either downloaded RNA-Seq data from a partner institution for analysis in the cloud or provided a Docker pipeline that performed the same analysis at a partner institution. The UCSC then compared each participant’s tumor RNA-Seq profile with more than 11 000 uniformly analyzed tumor profiles from pediatric and young adult patients with cancer, downloaded from public data repositories. These comparisons were used to identify genes and pathways that are significantly overexpressed in each patient’s tumor. Results of the UCSC analysis were presented to clinical partners. MAIN OUTCOMES AND MEASURES: Feasibility of a third-party institution (UCSC Treehouse Childhood Cancer Initiative) to obtain tumor RNA-Seq data from patients, conduct comparative analysis, and present analysis results to clinicians; and proportion of patients for whom comparative tumor gene expression analysis provided useful clinical and biological information. RESULTS: Among 144 samples from children and young adults (median age at diagnosis, 9 years; range, 0-26 years; 72 of 118 [61.0%] male [26 patients sex unknown]) with a relapsed, refractory, or rare cancer treated on precision medicine protocols, RNA-Seq–derived gene expression was potentially useful for 99 of 144 samples (68.8%) compared with DNA mutation information that was potentially useful for only 34 of 74 samples (45.9%). CONCLUSIONS AND RELEVANCE: This study’s findings suggest that tumor RNA-Seq comparisons may be feasible and highlight the potential clinical utility of incorporating such comparisons into the clinical genomic interpretation framework for difficult-to-treat pediatric and young adult patients with cancer. The study also highlights for the first time to date the potential clinical utility of harmonized publicly available genomic data sets.
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spelling pubmed-68220832019-11-14 Comparative Tumor RNA Sequencing Analysis for Difficult-to-Treat Pediatric and Young Adult Patients With Cancer Vaske, Olena M. Bjork, Isabel Salama, Sofie R. Beale, Holly Tayi Shah, Avanthi Sanders, Lauren Pfeil, Jacob Lam, Du L. Learned, Katrina Durbin, Ann Kephart, Ellen T. Currie, Rob Newton, Yulia Swatloski, Teresa McColl, Duncan Vivian, John Zhu, Jingchun Lee, Alex G. Leung, Stanley G. Spillinger, Aviv Liu, Heng-Yi Liang, Winnie S. Byron, Sara A. Berens, Michael E. Resnick, Adam C. Lacayo, Norman Spunt, Sheri L. Rangaswami, Arun Huynh, Van Torno, Lilibeth Plant, Ashley Kirov, Ivan Zabokrtsky, Keri B. Rassekh, S. Rod Deyell, Rebecca J. Laskin, Janessa Marra, Marco A. Sender, Leonard S. Mueller, Sabine Sweet-Cordero, E. Alejandro Goldstein, Theodore C. Haussler, David JAMA Netw Open Original Investigation IMPORTANCE: Pediatric cancers are epigenetic diseases; therefore, considering tumor gene expression information is necessary for a complete understanding of the tumorigenic processes. OBJECTIVE: To evaluate the feasibility and utility of incorporating comparative gene expression information into the precision medicine framework for difficult-to-treat pediatric and young adult patients with cancer. DESIGN, SETTING, AND PARTICIPANTS: This cohort study was conducted as a consortium between the University of California, Santa Cruz (UCSC) Treehouse Childhood Cancer Initiative and clinical genomic trials. RNA sequencing (RNA-Seq) data were obtained from the following 4 clinical sites and analyzed at UCSC: British Columbia Children’s Hospital (n = 31), Lucile Packard Children’s Hospital at Stanford University (n = 80), CHOC Children’s Hospital and Hyundai Cancer Institute (n = 46), and the Pacific Pediatric Neuro-Oncology Consortium (n = 24). The study dates were January 1, 2016, to March 22, 2017. EXPOSURES: Participants underwent tumor RNA-Seq profiling as part of 4 separate clinical trials at partner hospitals. The UCSC either downloaded RNA-Seq data from a partner institution for analysis in the cloud or provided a Docker pipeline that performed the same analysis at a partner institution. The UCSC then compared each participant’s tumor RNA-Seq profile with more than 11 000 uniformly analyzed tumor profiles from pediatric and young adult patients with cancer, downloaded from public data repositories. These comparisons were used to identify genes and pathways that are significantly overexpressed in each patient’s tumor. Results of the UCSC analysis were presented to clinical partners. MAIN OUTCOMES AND MEASURES: Feasibility of a third-party institution (UCSC Treehouse Childhood Cancer Initiative) to obtain tumor RNA-Seq data from patients, conduct comparative analysis, and present analysis results to clinicians; and proportion of patients for whom comparative tumor gene expression analysis provided useful clinical and biological information. RESULTS: Among 144 samples from children and young adults (median age at diagnosis, 9 years; range, 0-26 years; 72 of 118 [61.0%] male [26 patients sex unknown]) with a relapsed, refractory, or rare cancer treated on precision medicine protocols, RNA-Seq–derived gene expression was potentially useful for 99 of 144 samples (68.8%) compared with DNA mutation information that was potentially useful for only 34 of 74 samples (45.9%). CONCLUSIONS AND RELEVANCE: This study’s findings suggest that tumor RNA-Seq comparisons may be feasible and highlight the potential clinical utility of incorporating such comparisons into the clinical genomic interpretation framework for difficult-to-treat pediatric and young adult patients with cancer. The study also highlights for the first time to date the potential clinical utility of harmonized publicly available genomic data sets. American Medical Association 2019-10-25 /pmc/articles/PMC6822083/ /pubmed/31651965 http://dx.doi.org/10.1001/jamanetworkopen.2019.13968 Text en Copyright 2019 Vaske OM et al. JAMA Network Open. http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the CC-BY License.
spellingShingle Original Investigation
Vaske, Olena M.
Bjork, Isabel
Salama, Sofie R.
Beale, Holly
Tayi Shah, Avanthi
Sanders, Lauren
Pfeil, Jacob
Lam, Du L.
Learned, Katrina
Durbin, Ann
Kephart, Ellen T.
Currie, Rob
Newton, Yulia
Swatloski, Teresa
McColl, Duncan
Vivian, John
Zhu, Jingchun
Lee, Alex G.
Leung, Stanley G.
Spillinger, Aviv
Liu, Heng-Yi
Liang, Winnie S.
Byron, Sara A.
Berens, Michael E.
Resnick, Adam C.
Lacayo, Norman
Spunt, Sheri L.
Rangaswami, Arun
Huynh, Van
Torno, Lilibeth
Plant, Ashley
Kirov, Ivan
Zabokrtsky, Keri B.
Rassekh, S. Rod
Deyell, Rebecca J.
Laskin, Janessa
Marra, Marco A.
Sender, Leonard S.
Mueller, Sabine
Sweet-Cordero, E. Alejandro
Goldstein, Theodore C.
Haussler, David
Comparative Tumor RNA Sequencing Analysis for Difficult-to-Treat Pediatric and Young Adult Patients With Cancer
title Comparative Tumor RNA Sequencing Analysis for Difficult-to-Treat Pediatric and Young Adult Patients With Cancer
title_full Comparative Tumor RNA Sequencing Analysis for Difficult-to-Treat Pediatric and Young Adult Patients With Cancer
title_fullStr Comparative Tumor RNA Sequencing Analysis for Difficult-to-Treat Pediatric and Young Adult Patients With Cancer
title_full_unstemmed Comparative Tumor RNA Sequencing Analysis for Difficult-to-Treat Pediatric and Young Adult Patients With Cancer
title_short Comparative Tumor RNA Sequencing Analysis for Difficult-to-Treat Pediatric and Young Adult Patients With Cancer
title_sort comparative tumor rna sequencing analysis for difficult-to-treat pediatric and young adult patients with cancer
topic Original Investigation
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6822083/
https://www.ncbi.nlm.nih.gov/pubmed/31651965
http://dx.doi.org/10.1001/jamanetworkopen.2019.13968
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