Functional genomic landscape of acute myeloid leukaemia

The implementation of targeted therapies for acute myeloid leukaemia (AML) has been challenging because of the complex mutational patterns within and across patients as well as a dearth of pharmacologic agents for most mutational events. Here we report initial findings from the Beat AML programme on...

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Published inNature (London) Vol. 562; no. 7728; pp. 526 - 531
Main Authors Tyner, Jeffrey W., Tognon, Cristina E., Bottomly, Daniel, Wilmot, Beth, Kurtz, Stephen E., Savage, Samantha L., Long, Nicola, Schultz, Anna Reister, Traer, Elie, Abel, Melissa, Agarwal, Anupriya, Blucher, Aurora, Borate, Uma, Bryant, Jade, Burke, Russell, Carlos, Amy, Carpenter, Richie, Carroll, Joseph, Chang, Bill H., Coblentz, Cody, d’Almeida, Amanda, Cook, Rachel, Danilov, Alexey, Dao, Kim-Hien T., Degnin, Michie, Devine, Deirdre, Dibb, James, Edwards, David K., Eide, Christopher A., English, Isabel, Glover, Jason, Henson, Rachel, Ho, Hibery, Jemal, Abdusebur, Johnson, Kara, Johnson, Ryan, Junio, Brian, Kaempf, Andy, Leonard, Jessica, Lin, Chenwei, Liu, Selina Qiuying, Lo, Pierrette, Loriaux, Marc M., Luty, Samuel, Macey, Tara, MacManiman, Jason, Martinez, Jacqueline, Mori, Motomi, Nelson, Dylan, Nichols, Ceilidh, Peters, Jill, Ramsdill, Justin, Rofelty, Angela, Schuff, Robert, Searles, Robert, Segerdell, Erik, Smith, Rebecca L., Spurgeon, Stephen E., Sweeney, Tyler, Thapa, Aashis, Visser, Corinne, Wagner, Jake, Watanabe-Smith, Kevin, Werth, Kristen, Wolf, Joelle, White, Libbey, Yates, Amy, Zhang, Haijiao, Cogle, Christopher R., Collins, Robert H., Connolly, Denise C., Deininger, Michael W., Drusbosky, Leylah, Hourigan, Christopher S., Jordan, Craig T., Kropf, Patricia, Lin, Tara L., Martinez, Micaela E., Medeiros, Bruno C., Pallapati, Rachel R., Pollyea, Daniel A., Swords, Ronan T., Watts, Justin M., Weir, Scott J., Wiest, David L., Winters, Ryan M., McWeeney, Shannon K., Druker, Brian J.
Format Journal Article
LanguageEnglish
Published London Nature Publishing Group UK 01.10.2018
Nature Publishing Group
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Summary:The implementation of targeted therapies for acute myeloid leukaemia (AML) has been challenging because of the complex mutational patterns within and across patients as well as a dearth of pharmacologic agents for most mutational events. Here we report initial findings from the Beat AML programme on a cohort of 672 tumour specimens collected from 562 patients. We assessed these specimens using whole-exome sequencing, RNA sequencing and analyses of ex vivo drug sensitivity. Our data reveal mutational events that have not previously been detected in AML. We show that the response to drugs is associated with mutational status, including instances of drug sensitivity that are specific to combinatorial mutational events. Integration with RNA sequencing also revealed gene expression signatures, which predict a role for specific gene networks in the drug response. Collectively, we have generated a dataset—accessible through the Beat AML data viewer (Vizome)—that can be leveraged to address clinical, genomic, transcriptomic and functional analyses of the biology of AML. Analyses of samples from patients with acute myeloid leukaemia reveal that drug response is associated with mutational status and gene expression; the generated dataset provides a basis for future clinical and functional studies of this disease.
Bibliography:Author Contributions JWT, CET, DB, BW, SEK, SLS, NL, ARS, ET, SKM, and BJD contributed equally to this work. JWT, CET, SKM, AA, and BJD provided project oversight for experimental design, data management, data analysis and Interpretation, methods development, and development of Vizome platform; BW assisted in the development of Vizome platform, project oversight for experimental design, workflow development, data processing, management, analysis and dissemination, and methods development; ET provided patient sample acquisition, clinical data structure, collection, and analysis; SS, AR-S, MA, IE, AR assisted in patient sample processing, ex vivo drug screening, DNA/RNA extractions and sequencing sample submissions; NL, R, JD, CV provided curation and entry of patient clinical annotations; SK provided variant confirmation, and data analysis; DB assisted in workflow development for pre-processing and analysis of RNA-seq, Exome-Seq and Ex Vivo Drug Screening, RNA-seq, clinical data curation and integration, methods development, multivariate modeling and Integration, and development of Vizome platform; JR, RS, AY provided clinical data integration from OHSU Research Data Warehouse; TK assisted in recruiting patients and harvesting samples for analysis; CRC, RTS were co-Investigators for the repository protocol, edited and provided feedback on manuscript; CTJ, DAP collected samples for repository protocol, provided feedback on manuscript; MEM, RRP consented patients and collected samples for the repository protocol and aided with clinical annotation; DN assisted in the creation of drug screening replicate plates; CAE, KW-S, HZ assisted in data analysis; DKE provided data analysis, data curation, and development of analytical processes; AK, TM assisted in the development of the ex vivo drug screening processing workflow; SJW enabled, facilitated and mentored basic, translational and clinical research activities arising from data generated by Beat AML at the University of Kansas Cancer Center site, participated in the Beat AML Symposia to share research and create new research projects; ES, AC, RH, CL, RS provided exome and RNA-Seq library creation, sequencing, and data processing; DD, CN, JP assisted in genomic isolation, curation of samples and entry of patient clinical annotations; DLW served as a Liaison for sample acquisition; MWD served as a Local Principal Investigator for repository protocol, consented patients and collected samples for repository protocol, aided with clinical annotation, edited and provided feedback on manuscript; RLW served as a manager for their repository protocol, consented patients and collected samples for the repository, aided with clinical annotation, edited and provided feedback on manuscript; MML assisted in patient sample acquisition, IRB protocol development and maintenance, clinical data structure, collection, and analysis; UM, BHC, RC, AD, K-HD, JL, SEP assisted in patient sample acquisition; JB, RB, CC, MD, JG, HH, AJ, KJ, RJ, SL, SL, JMac, JMar, RS, TS, AT, JWa, JWo provided patient sample processing and ex vivo drug screening; CSH served as Principal Investigator for their local protocol; consented patients and collected samples for repository protocol, aided with clinical annotation, edited and provided feedback on manuscript; JMW served as Principal Investigator for their local repository protocol, edited and provided feedback on manuscript; BCM served as Principal Investigator for their local repository protocol, consented patients and collected samples for repository protocol, aided with clinical annotation, edited and provided feedback on manuscript; DCC, TLL, RHC served as Principal Investigators for their local repository protocol, consented patients and collected samples for repository protocol, aided with clinical annotation, edited and provided feedback on manuscript; TM provided regulatory oversight; BJ, KW provided regulatory oversight, curation and entry of patient clinical annotations; AB provided targetome overlay; JC, CO assisted in tech transfer, and project development.
Contact Shannon McWeeney, mcweeney@ohsu.edu, Brian Druker, drukerb@ohsu.edu
ISSN:0028-0836
1476-4687
DOI:10.1038/s41586-018-0623-z