501
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Wrzeszczynski KO, Frank MO, Koyama T, Rhrissorrakrai K, Robine N, Utro F, Emde AK, Chen BJ, Arora K, Shah M, Vacic V, Norel R, Bilal E, Bergmann EA, Moore Vogel JL, Bruce JN, Lassman AB, Canoll P, Grommes C, Harvey S, Parida L, Michelini VV, Zody MC, Jobanputra V, Royyuru AK, Darnell RB. Comparing sequencing assays and human-machine analyses in actionable genomics for glioblastoma. NEUROLOGY-GENETICS 2017; 3:e164. [PMID: 28740869 PMCID: PMC5506390 DOI: 10.1212/nxg.0000000000000164] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/12/2016] [Accepted: 04/19/2017] [Indexed: 11/15/2022]
Abstract
Objective: To analyze a glioblastoma tumor specimen with 3 different platforms and compare potentially actionable calls from each. Methods: Tumor DNA was analyzed by a commercial targeted panel. In addition, tumor-normal DNA was analyzed by whole-genome sequencing (WGS) and tumor RNA was analyzed by RNA sequencing (RNA-seq). The WGS and RNA-seq data were analyzed by a team of bioinformaticians and cancer oncologists, and separately by IBM Watson Genomic Analytics (WGA), an automated system for prioritizing somatic variants and identifying drugs. Results: More variants were identified by WGS/RNA analysis than by targeted panels. WGA completed a comparable analysis in a fraction of the time required by the human analysts. Conclusions: The development of an effective human-machine interface in the analysis of deep cancer genomic datasets may provide potentially clinically actionable calls for individual patients in a more timely and efficient manner than currently possible. ClinicalTrials.gov identifier: NCT02725684.
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Affiliation(s)
- Kazimierz O Wrzeszczynski
- New York Genome Center (K.O.W., M.O.F., N.R., A.-K.E., B.-J.C., K.A., M.S., V.V., E.A.B., J.L.M.V., M.C.Z., V.J., R.B.D.); IBM Thomas J. Watson Research Center (T.K., K.R., F.U., R.N., E.B., L.P., A.K.R.); Columbia University Medical Center (J.N.B., A.B.L., P.C., V.J.); Memorial Sloan-Kettering Cancer Center (C.G.), New York, NY; IBM Watson Health (S.H., V.V.M.), Boca Raton, FL; Laboratory of Molecular Neuro-Oncology (M.O.F., R.B.D.), and Howard Hughes Medical Institute (R.B.D.), The Rockefeller University, New York, NY. B.-J.C. is currently affiliated with Google, New York, NY. V.V. is currently affiliated with 23andMe, Inc., Mountain View, CA. E.A.B. is currently affiliated with Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
| | - Mayu O Frank
- New York Genome Center (K.O.W., M.O.F., N.R., A.-K.E., B.-J.C., K.A., M.S., V.V., E.A.B., J.L.M.V., M.C.Z., V.J., R.B.D.); IBM Thomas J. Watson Research Center (T.K., K.R., F.U., R.N., E.B., L.P., A.K.R.); Columbia University Medical Center (J.N.B., A.B.L., P.C., V.J.); Memorial Sloan-Kettering Cancer Center (C.G.), New York, NY; IBM Watson Health (S.H., V.V.M.), Boca Raton, FL; Laboratory of Molecular Neuro-Oncology (M.O.F., R.B.D.), and Howard Hughes Medical Institute (R.B.D.), The Rockefeller University, New York, NY. B.-J.C. is currently affiliated with Google, New York, NY. V.V. is currently affiliated with 23andMe, Inc., Mountain View, CA. E.A.B. is currently affiliated with Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
| | - Takahiko Koyama
- New York Genome Center (K.O.W., M.O.F., N.R., A.-K.E., B.-J.C., K.A., M.S., V.V., E.A.B., J.L.M.V., M.C.Z., V.J., R.B.D.); IBM Thomas J. Watson Research Center (T.K., K.R., F.U., R.N., E.B., L.P., A.K.R.); Columbia University Medical Center (J.N.B., A.B.L., P.C., V.J.); Memorial Sloan-Kettering Cancer Center (C.G.), New York, NY; IBM Watson Health (S.H., V.V.M.), Boca Raton, FL; Laboratory of Molecular Neuro-Oncology (M.O.F., R.B.D.), and Howard Hughes Medical Institute (R.B.D.), The Rockefeller University, New York, NY. B.-J.C. is currently affiliated with Google, New York, NY. V.V. is currently affiliated with 23andMe, Inc., Mountain View, CA. E.A.B. is currently affiliated with Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
| | - Kahn Rhrissorrakrai
- New York Genome Center (K.O.W., M.O.F., N.R., A.-K.E., B.-J.C., K.A., M.S., V.V., E.A.B., J.L.M.V., M.C.Z., V.J., R.B.D.); IBM Thomas J. Watson Research Center (T.K., K.R., F.U., R.N., E.B., L.P., A.K.R.); Columbia University Medical Center (J.N.B., A.B.L., P.C., V.J.); Memorial Sloan-Kettering Cancer Center (C.G.), New York, NY; IBM Watson Health (S.H., V.V.M.), Boca Raton, FL; Laboratory of Molecular Neuro-Oncology (M.O.F., R.B.D.), and Howard Hughes Medical Institute (R.B.D.), The Rockefeller University, New York, NY. B.-J.C. is currently affiliated with Google, New York, NY. V.V. is currently affiliated with 23andMe, Inc., Mountain View, CA. E.A.B. is currently affiliated with Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
| | - Nicolas Robine
- New York Genome Center (K.O.W., M.O.F., N.R., A.-K.E., B.-J.C., K.A., M.S., V.V., E.A.B., J.L.M.V., M.C.Z., V.J., R.B.D.); IBM Thomas J. Watson Research Center (T.K., K.R., F.U., R.N., E.B., L.P., A.K.R.); Columbia University Medical Center (J.N.B., A.B.L., P.C., V.J.); Memorial Sloan-Kettering Cancer Center (C.G.), New York, NY; IBM Watson Health (S.H., V.V.M.), Boca Raton, FL; Laboratory of Molecular Neuro-Oncology (M.O.F., R.B.D.), and Howard Hughes Medical Institute (R.B.D.), The Rockefeller University, New York, NY. B.-J.C. is currently affiliated with Google, New York, NY. V.V. is currently affiliated with 23andMe, Inc., Mountain View, CA. E.A.B. is currently affiliated with Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
| | - Filippo Utro
- New York Genome Center (K.O.W., M.O.F., N.R., A.-K.E., B.-J.C., K.A., M.S., V.V., E.A.B., J.L.M.V., M.C.Z., V.J., R.B.D.); IBM Thomas J. Watson Research Center (T.K., K.R., F.U., R.N., E.B., L.P., A.K.R.); Columbia University Medical Center (J.N.B., A.B.L., P.C., V.J.); Memorial Sloan-Kettering Cancer Center (C.G.), New York, NY; IBM Watson Health (S.H., V.V.M.), Boca Raton, FL; Laboratory of Molecular Neuro-Oncology (M.O.F., R.B.D.), and Howard Hughes Medical Institute (R.B.D.), The Rockefeller University, New York, NY. B.-J.C. is currently affiliated with Google, New York, NY. V.V. is currently affiliated with 23andMe, Inc., Mountain View, CA. E.A.B. is currently affiliated with Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
| | - Anne-Katrin Emde
- New York Genome Center (K.O.W., M.O.F., N.R., A.-K.E., B.-J.C., K.A., M.S., V.V., E.A.B., J.L.M.V., M.C.Z., V.J., R.B.D.); IBM Thomas J. Watson Research Center (T.K., K.R., F.U., R.N., E.B., L.P., A.K.R.); Columbia University Medical Center (J.N.B., A.B.L., P.C., V.J.); Memorial Sloan-Kettering Cancer Center (C.G.), New York, NY; IBM Watson Health (S.H., V.V.M.), Boca Raton, FL; Laboratory of Molecular Neuro-Oncology (M.O.F., R.B.D.), and Howard Hughes Medical Institute (R.B.D.), The Rockefeller University, New York, NY. B.-J.C. is currently affiliated with Google, New York, NY. V.V. is currently affiliated with 23andMe, Inc., Mountain View, CA. E.A.B. is currently affiliated with Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
| | - Bo-Juen Chen
- New York Genome Center (K.O.W., M.O.F., N.R., A.-K.E., B.-J.C., K.A., M.S., V.V., E.A.B., J.L.M.V., M.C.Z., V.J., R.B.D.); IBM Thomas J. Watson Research Center (T.K., K.R., F.U., R.N., E.B., L.P., A.K.R.); Columbia University Medical Center (J.N.B., A.B.L., P.C., V.J.); Memorial Sloan-Kettering Cancer Center (C.G.), New York, NY; IBM Watson Health (S.H., V.V.M.), Boca Raton, FL; Laboratory of Molecular Neuro-Oncology (M.O.F., R.B.D.), and Howard Hughes Medical Institute (R.B.D.), The Rockefeller University, New York, NY. B.-J.C. is currently affiliated with Google, New York, NY. V.V. is currently affiliated with 23andMe, Inc., Mountain View, CA. E.A.B. is currently affiliated with Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
| | - Kanika Arora
- New York Genome Center (K.O.W., M.O.F., N.R., A.-K.E., B.-J.C., K.A., M.S., V.V., E.A.B., J.L.M.V., M.C.Z., V.J., R.B.D.); IBM Thomas J. Watson Research Center (T.K., K.R., F.U., R.N., E.B., L.P., A.K.R.); Columbia University Medical Center (J.N.B., A.B.L., P.C., V.J.); Memorial Sloan-Kettering Cancer Center (C.G.), New York, NY; IBM Watson Health (S.H., V.V.M.), Boca Raton, FL; Laboratory of Molecular Neuro-Oncology (M.O.F., R.B.D.), and Howard Hughes Medical Institute (R.B.D.), The Rockefeller University, New York, NY. B.-J.C. is currently affiliated with Google, New York, NY. V.V. is currently affiliated with 23andMe, Inc., Mountain View, CA. E.A.B. is currently affiliated with Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
| | - Minita Shah
- New York Genome Center (K.O.W., M.O.F., N.R., A.-K.E., B.-J.C., K.A., M.S., V.V., E.A.B., J.L.M.V., M.C.Z., V.J., R.B.D.); IBM Thomas J. Watson Research Center (T.K., K.R., F.U., R.N., E.B., L.P., A.K.R.); Columbia University Medical Center (J.N.B., A.B.L., P.C., V.J.); Memorial Sloan-Kettering Cancer Center (C.G.), New York, NY; IBM Watson Health (S.H., V.V.M.), Boca Raton, FL; Laboratory of Molecular Neuro-Oncology (M.O.F., R.B.D.), and Howard Hughes Medical Institute (R.B.D.), The Rockefeller University, New York, NY. B.-J.C. is currently affiliated with Google, New York, NY. V.V. is currently affiliated with 23andMe, Inc., Mountain View, CA. E.A.B. is currently affiliated with Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
| | - Vladimir Vacic
- New York Genome Center (K.O.W., M.O.F., N.R., A.-K.E., B.-J.C., K.A., M.S., V.V., E.A.B., J.L.M.V., M.C.Z., V.J., R.B.D.); IBM Thomas J. Watson Research Center (T.K., K.R., F.U., R.N., E.B., L.P., A.K.R.); Columbia University Medical Center (J.N.B., A.B.L., P.C., V.J.); Memorial Sloan-Kettering Cancer Center (C.G.), New York, NY; IBM Watson Health (S.H., V.V.M.), Boca Raton, FL; Laboratory of Molecular Neuro-Oncology (M.O.F., R.B.D.), and Howard Hughes Medical Institute (R.B.D.), The Rockefeller University, New York, NY. B.-J.C. is currently affiliated with Google, New York, NY. V.V. is currently affiliated with 23andMe, Inc., Mountain View, CA. E.A.B. is currently affiliated with Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
| | - Raquel Norel
- New York Genome Center (K.O.W., M.O.F., N.R., A.-K.E., B.-J.C., K.A., M.S., V.V., E.A.B., J.L.M.V., M.C.Z., V.J., R.B.D.); IBM Thomas J. Watson Research Center (T.K., K.R., F.U., R.N., E.B., L.P., A.K.R.); Columbia University Medical Center (J.N.B., A.B.L., P.C., V.J.); Memorial Sloan-Kettering Cancer Center (C.G.), New York, NY; IBM Watson Health (S.H., V.V.M.), Boca Raton, FL; Laboratory of Molecular Neuro-Oncology (M.O.F., R.B.D.), and Howard Hughes Medical Institute (R.B.D.), The Rockefeller University, New York, NY. B.-J.C. is currently affiliated with Google, New York, NY. V.V. is currently affiliated with 23andMe, Inc., Mountain View, CA. E.A.B. is currently affiliated with Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
| | - Erhan Bilal
- New York Genome Center (K.O.W., M.O.F., N.R., A.-K.E., B.-J.C., K.A., M.S., V.V., E.A.B., J.L.M.V., M.C.Z., V.J., R.B.D.); IBM Thomas J. Watson Research Center (T.K., K.R., F.U., R.N., E.B., L.P., A.K.R.); Columbia University Medical Center (J.N.B., A.B.L., P.C., V.J.); Memorial Sloan-Kettering Cancer Center (C.G.), New York, NY; IBM Watson Health (S.H., V.V.M.), Boca Raton, FL; Laboratory of Molecular Neuro-Oncology (M.O.F., R.B.D.), and Howard Hughes Medical Institute (R.B.D.), The Rockefeller University, New York, NY. B.-J.C. is currently affiliated with Google, New York, NY. V.V. is currently affiliated with 23andMe, Inc., Mountain View, CA. E.A.B. is currently affiliated with Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
| | - Ewa A Bergmann
- New York Genome Center (K.O.W., M.O.F., N.R., A.-K.E., B.-J.C., K.A., M.S., V.V., E.A.B., J.L.M.V., M.C.Z., V.J., R.B.D.); IBM Thomas J. Watson Research Center (T.K., K.R., F.U., R.N., E.B., L.P., A.K.R.); Columbia University Medical Center (J.N.B., A.B.L., P.C., V.J.); Memorial Sloan-Kettering Cancer Center (C.G.), New York, NY; IBM Watson Health (S.H., V.V.M.), Boca Raton, FL; Laboratory of Molecular Neuro-Oncology (M.O.F., R.B.D.), and Howard Hughes Medical Institute (R.B.D.), The Rockefeller University, New York, NY. B.-J.C. is currently affiliated with Google, New York, NY. V.V. is currently affiliated with 23andMe, Inc., Mountain View, CA. E.A.B. is currently affiliated with Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
| | - Julia L Moore Vogel
- New York Genome Center (K.O.W., M.O.F., N.R., A.-K.E., B.-J.C., K.A., M.S., V.V., E.A.B., J.L.M.V., M.C.Z., V.J., R.B.D.); IBM Thomas J. Watson Research Center (T.K., K.R., F.U., R.N., E.B., L.P., A.K.R.); Columbia University Medical Center (J.N.B., A.B.L., P.C., V.J.); Memorial Sloan-Kettering Cancer Center (C.G.), New York, NY; IBM Watson Health (S.H., V.V.M.), Boca Raton, FL; Laboratory of Molecular Neuro-Oncology (M.O.F., R.B.D.), and Howard Hughes Medical Institute (R.B.D.), The Rockefeller University, New York, NY. B.-J.C. is currently affiliated with Google, New York, NY. V.V. is currently affiliated with 23andMe, Inc., Mountain View, CA. E.A.B. is currently affiliated with Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
| | - Jeffrey N Bruce
- New York Genome Center (K.O.W., M.O.F., N.R., A.-K.E., B.-J.C., K.A., M.S., V.V., E.A.B., J.L.M.V., M.C.Z., V.J., R.B.D.); IBM Thomas J. Watson Research Center (T.K., K.R., F.U., R.N., E.B., L.P., A.K.R.); Columbia University Medical Center (J.N.B., A.B.L., P.C., V.J.); Memorial Sloan-Kettering Cancer Center (C.G.), New York, NY; IBM Watson Health (S.H., V.V.M.), Boca Raton, FL; Laboratory of Molecular Neuro-Oncology (M.O.F., R.B.D.), and Howard Hughes Medical Institute (R.B.D.), The Rockefeller University, New York, NY. B.-J.C. is currently affiliated with Google, New York, NY. V.V. is currently affiliated with 23andMe, Inc., Mountain View, CA. E.A.B. is currently affiliated with Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
| | - Andrew B Lassman
- New York Genome Center (K.O.W., M.O.F., N.R., A.-K.E., B.-J.C., K.A., M.S., V.V., E.A.B., J.L.M.V., M.C.Z., V.J., R.B.D.); IBM Thomas J. Watson Research Center (T.K., K.R., F.U., R.N., E.B., L.P., A.K.R.); Columbia University Medical Center (J.N.B., A.B.L., P.C., V.J.); Memorial Sloan-Kettering Cancer Center (C.G.), New York, NY; IBM Watson Health (S.H., V.V.M.), Boca Raton, FL; Laboratory of Molecular Neuro-Oncology (M.O.F., R.B.D.), and Howard Hughes Medical Institute (R.B.D.), The Rockefeller University, New York, NY. B.-J.C. is currently affiliated with Google, New York, NY. V.V. is currently affiliated with 23andMe, Inc., Mountain View, CA. E.A.B. is currently affiliated with Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
| | - Peter Canoll
- New York Genome Center (K.O.W., M.O.F., N.R., A.-K.E., B.-J.C., K.A., M.S., V.V., E.A.B., J.L.M.V., M.C.Z., V.J., R.B.D.); IBM Thomas J. Watson Research Center (T.K., K.R., F.U., R.N., E.B., L.P., A.K.R.); Columbia University Medical Center (J.N.B., A.B.L., P.C., V.J.); Memorial Sloan-Kettering Cancer Center (C.G.), New York, NY; IBM Watson Health (S.H., V.V.M.), Boca Raton, FL; Laboratory of Molecular Neuro-Oncology (M.O.F., R.B.D.), and Howard Hughes Medical Institute (R.B.D.), The Rockefeller University, New York, NY. B.-J.C. is currently affiliated with Google, New York, NY. V.V. is currently affiliated with 23andMe, Inc., Mountain View, CA. E.A.B. is currently affiliated with Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
| | - Christian Grommes
- New York Genome Center (K.O.W., M.O.F., N.R., A.-K.E., B.-J.C., K.A., M.S., V.V., E.A.B., J.L.M.V., M.C.Z., V.J., R.B.D.); IBM Thomas J. Watson Research Center (T.K., K.R., F.U., R.N., E.B., L.P., A.K.R.); Columbia University Medical Center (J.N.B., A.B.L., P.C., V.J.); Memorial Sloan-Kettering Cancer Center (C.G.), New York, NY; IBM Watson Health (S.H., V.V.M.), Boca Raton, FL; Laboratory of Molecular Neuro-Oncology (M.O.F., R.B.D.), and Howard Hughes Medical Institute (R.B.D.), The Rockefeller University, New York, NY. B.-J.C. is currently affiliated with Google, New York, NY. V.V. is currently affiliated with 23andMe, Inc., Mountain View, CA. E.A.B. is currently affiliated with Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
| | - Steve Harvey
- New York Genome Center (K.O.W., M.O.F., N.R., A.-K.E., B.-J.C., K.A., M.S., V.V., E.A.B., J.L.M.V., M.C.Z., V.J., R.B.D.); IBM Thomas J. Watson Research Center (T.K., K.R., F.U., R.N., E.B., L.P., A.K.R.); Columbia University Medical Center (J.N.B., A.B.L., P.C., V.J.); Memorial Sloan-Kettering Cancer Center (C.G.), New York, NY; IBM Watson Health (S.H., V.V.M.), Boca Raton, FL; Laboratory of Molecular Neuro-Oncology (M.O.F., R.B.D.), and Howard Hughes Medical Institute (R.B.D.), The Rockefeller University, New York, NY. B.-J.C. is currently affiliated with Google, New York, NY. V.V. is currently affiliated with 23andMe, Inc., Mountain View, CA. E.A.B. is currently affiliated with Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
| | - Laxmi Parida
- New York Genome Center (K.O.W., M.O.F., N.R., A.-K.E., B.-J.C., K.A., M.S., V.V., E.A.B., J.L.M.V., M.C.Z., V.J., R.B.D.); IBM Thomas J. Watson Research Center (T.K., K.R., F.U., R.N., E.B., L.P., A.K.R.); Columbia University Medical Center (J.N.B., A.B.L., P.C., V.J.); Memorial Sloan-Kettering Cancer Center (C.G.), New York, NY; IBM Watson Health (S.H., V.V.M.), Boca Raton, FL; Laboratory of Molecular Neuro-Oncology (M.O.F., R.B.D.), and Howard Hughes Medical Institute (R.B.D.), The Rockefeller University, New York, NY. B.-J.C. is currently affiliated with Google, New York, NY. V.V. is currently affiliated with 23andMe, Inc., Mountain View, CA. E.A.B. is currently affiliated with Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
| | - Vanessa V Michelini
- New York Genome Center (K.O.W., M.O.F., N.R., A.-K.E., B.-J.C., K.A., M.S., V.V., E.A.B., J.L.M.V., M.C.Z., V.J., R.B.D.); IBM Thomas J. Watson Research Center (T.K., K.R., F.U., R.N., E.B., L.P., A.K.R.); Columbia University Medical Center (J.N.B., A.B.L., P.C., V.J.); Memorial Sloan-Kettering Cancer Center (C.G.), New York, NY; IBM Watson Health (S.H., V.V.M.), Boca Raton, FL; Laboratory of Molecular Neuro-Oncology (M.O.F., R.B.D.), and Howard Hughes Medical Institute (R.B.D.), The Rockefeller University, New York, NY. B.-J.C. is currently affiliated with Google, New York, NY. V.V. is currently affiliated with 23andMe, Inc., Mountain View, CA. E.A.B. is currently affiliated with Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
| | - Michael C Zody
- New York Genome Center (K.O.W., M.O.F., N.R., A.-K.E., B.-J.C., K.A., M.S., V.V., E.A.B., J.L.M.V., M.C.Z., V.J., R.B.D.); IBM Thomas J. Watson Research Center (T.K., K.R., F.U., R.N., E.B., L.P., A.K.R.); Columbia University Medical Center (J.N.B., A.B.L., P.C., V.J.); Memorial Sloan-Kettering Cancer Center (C.G.), New York, NY; IBM Watson Health (S.H., V.V.M.), Boca Raton, FL; Laboratory of Molecular Neuro-Oncology (M.O.F., R.B.D.), and Howard Hughes Medical Institute (R.B.D.), The Rockefeller University, New York, NY. B.-J.C. is currently affiliated with Google, New York, NY. V.V. is currently affiliated with 23andMe, Inc., Mountain View, CA. E.A.B. is currently affiliated with Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
| | - Vaidehi Jobanputra
- New York Genome Center (K.O.W., M.O.F., N.R., A.-K.E., B.-J.C., K.A., M.S., V.V., E.A.B., J.L.M.V., M.C.Z., V.J., R.B.D.); IBM Thomas J. Watson Research Center (T.K., K.R., F.U., R.N., E.B., L.P., A.K.R.); Columbia University Medical Center (J.N.B., A.B.L., P.C., V.J.); Memorial Sloan-Kettering Cancer Center (C.G.), New York, NY; IBM Watson Health (S.H., V.V.M.), Boca Raton, FL; Laboratory of Molecular Neuro-Oncology (M.O.F., R.B.D.), and Howard Hughes Medical Institute (R.B.D.), The Rockefeller University, New York, NY. B.-J.C. is currently affiliated with Google, New York, NY. V.V. is currently affiliated with 23andMe, Inc., Mountain View, CA. E.A.B. is currently affiliated with Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
| | - Ajay K Royyuru
- New York Genome Center (K.O.W., M.O.F., N.R., A.-K.E., B.-J.C., K.A., M.S., V.V., E.A.B., J.L.M.V., M.C.Z., V.J., R.B.D.); IBM Thomas J. Watson Research Center (T.K., K.R., F.U., R.N., E.B., L.P., A.K.R.); Columbia University Medical Center (J.N.B., A.B.L., P.C., V.J.); Memorial Sloan-Kettering Cancer Center (C.G.), New York, NY; IBM Watson Health (S.H., V.V.M.), Boca Raton, FL; Laboratory of Molecular Neuro-Oncology (M.O.F., R.B.D.), and Howard Hughes Medical Institute (R.B.D.), The Rockefeller University, New York, NY. B.-J.C. is currently affiliated with Google, New York, NY. V.V. is currently affiliated with 23andMe, Inc., Mountain View, CA. E.A.B. is currently affiliated with Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
| | - Robert B Darnell
- New York Genome Center (K.O.W., M.O.F., N.R., A.-K.E., B.-J.C., K.A., M.S., V.V., E.A.B., J.L.M.V., M.C.Z., V.J., R.B.D.); IBM Thomas J. Watson Research Center (T.K., K.R., F.U., R.N., E.B., L.P., A.K.R.); Columbia University Medical Center (J.N.B., A.B.L., P.C., V.J.); Memorial Sloan-Kettering Cancer Center (C.G.), New York, NY; IBM Watson Health (S.H., V.V.M.), Boca Raton, FL; Laboratory of Molecular Neuro-Oncology (M.O.F., R.B.D.), and Howard Hughes Medical Institute (R.B.D.), The Rockefeller University, New York, NY. B.-J.C. is currently affiliated with Google, New York, NY. V.V. is currently affiliated with 23andMe, Inc., Mountain View, CA. E.A.B. is currently affiliated with Max Planck Institute of Immunobiology and Epigenetics, Freiburg, Germany
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Chakravarty D, Gao J, Phillips S, Kundra R, Zhang H, Wang J, Rudolph JE, Yaeger R, Soumerai T, Nissan MH, Chang MT, Chandarlapaty S, Traina TA, Paik PK, Ho AL, Hantash FM, Grupe A, Baxi SS, Callahan MK, Snyder A, Chi P, Danila DC, Gounder M, Harding JJ, Hellmann MD, Iyer G, Janjigian YY, Kaley T, Levine DA, Lowery M, Omuro A, Postow MA, Rathkopf D, Shoushtari AN, Shukla N, Voss MH, Paraiso E, Zehir A, Berger MF, Taylor BS, Saltz LB, Riely GJ, Ladanyi M, Hyman DM, Baselga J, Sabbatini P, Solit DB, Schultz N. OncoKB: A Precision Oncology Knowledge Base. JCO Precis Oncol 2017; 2017:PO.17.00011. [PMID: 28890946 PMCID: PMC5586540 DOI: 10.1200/po.17.00011] [Citation(s) in RCA: 1180] [Impact Index Per Article: 147.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
PURPOSE With prospective clinical sequencing of tumors emerging as a mainstay in cancer care, there is an urgent need for a clinical support tool that distills the clinical implications associated with specific mutation events into a standardized and easily interpretable format. To this end, we developed OncoKB, an expert-guided precision oncology knowledge base. METHODS OncoKB annotates the biological and oncogenic effect and the prognostic and predictive significance of somatic molecular alterations. Potential treatment implications are stratified by the level of evidence that a specific molecular alteration is predictive of drug response based on US Food and Drug Administration (FDA) labeling, National Comprehensive Cancer Network (NCCN) guidelines, disease-focused expert group recommendations and the scientific literature. RESULTS To date, over 3000 unique mutations, fusions, and copy number alterations in 418 cancer-associated genes have been annotated. To test the utility of OncoKB, we annotated all genomic events in 5983 primary tumor samples in 19 cancer types. Forty-one percent of samples harbored at least one potentially actionable alteration, of which 7.5% were predictive of clinical benefit from a standard treatment. OncoKB annotations are available through a public web resource (http://oncokb.org/) and are also incorporated into the cBioPortal for Cancer Genomics to facilitate the interpretation of genomic alterations by physicians and researchers. CONCLUSION OncoKB, a comprehensive and curated precision oncology knowledge base, offers oncologists detailed, evidence-based information about individual somatic mutations and structural alterations present in patient tumors with the goal of supporting optimal treatment decisions.
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Affiliation(s)
- Debyani Chakravarty
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Jianjiong Gao
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Sarah Phillips
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Ritika Kundra
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Hongxin Zhang
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Jiaojiao Wang
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Julia E. Rudolph
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Rona Yaeger
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Tara Soumerai
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Moriah H. Nissan
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Matthew T. Chang
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Sarat Chandarlapaty
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Tiffany A. Traina
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Paul K. Paik
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Alan L. Ho
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Feras M. Hantash
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Andrew Grupe
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Shrujal S. Baxi
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Margaret K. Callahan
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Alexandra Snyder
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Ping Chi
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Daniel C. Danila
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Mrinal Gounder
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - James J. Harding
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Matthew D. Hellmann
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Gopa Iyer
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Yelena Y. Janjigian
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Thomas Kaley
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Douglas A. Levine
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Maeve Lowery
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Antonio Omuro
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Michael A. Postow
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Dana Rathkopf
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Alexander N. Shoushtari
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Neerav Shukla
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Martin H. Voss
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Ederlinda Paraiso
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Ahmet Zehir
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Michael F. Berger
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Barry S. Taylor
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Leonard B. Saltz
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Gregory J. Riely
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Marc Ladanyi
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - David M. Hyman
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - José Baselga
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Paul Sabbatini
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - David B. Solit
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
| | - Nikolaus Schultz
- Debyani Chakravarty, Jianjiong Gao, Sarah Phillips, Ritika Kundra, Hongxin Zhang, Jiaojiao Wang, Julia E. Rudolph, Rona Yaeger, Tara Soumerai, Moriah H. Nissan, Matthew T. Chang, Sarat Chandarlapaty, Tiffany A. Traina, Paul K. Paik, Alan L. Ho, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Thomas Kaley, Douglas A. Levine, Maeve Lowery, Antonio Omuro, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Neerav Shukla, Martin H. Voss, Ederlinda Paraiso, Ahmet Zehir, Michael F. Berger, Barry S. Taylor, Leonard B. Saltz, Gregory J. Riely, Marc Ladanyi, David M. Hyman, José Baselga, Paul Sabbatini, David B. Solit, and Nikolaus Schultz, Memorial Sloan Kettering Cancer Center; Sarat Chandarlapaty, Paul K. Paik, Shrujal S. Baxi, Margaret K. Callahan, Alexandra Snyder, Ping Chi, Daniel C. Danila, Mrinal Gounder, James J. Harding, Matthew D. Hellmann, Gopa Iyer, Yelena Y. Janjigian, Maeve Lowery, Michael A. Postow, Dana Rathkopf, Alexander N. Shoushtari, Michael F. Berger, Leonard B. Saltz, Gregory J. Riely, José Baselga, and David B. Solit, Weill Cornell Medical College, New York, NY; and Feras M. Hantash and Andrew Grupe, Quest Diagnostics Nichols Institute, San Juan Capistrano, CA
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