Sequencing and curation strategies for identifying candidate glioblastoma treatments

BackgroundPrompted by the revolution in high-throughput sequencing and its potential impact for treating cancer patients, we initiated a clinical research study to compare the ability of different sequencing assays and analysis methods to analyze glioblastoma tumors and generate real-time potential treatment options for physicians.MethodsA consortium of seven institutions in New York City enrolled 30 patients with glioblastoma and performed tumor whole genome sequencing (WGS) and RNA sequencing (RNA-seq; collectively WGS/RNA-seq); 20 of these patients were also analyzed with independent targeted panel sequencing. We also compared results of expert manual annotations with those from an automated annotation system, Watson Genomic Analysis (WGA), to assess the reliability and time required to identify potentially relevant pharmacologic interventions.ResultsWGS/RNAseq identified more potentially actionable clinical results than targeted panels in 90% of cases, with an average of 16-fold more unique potentially actionable variants identified per individual; 84 clinically actionable calls were made using WGS/RNA-seq that were not identified by panels. Expert annotation and WGA had good agreement on identifying variants [mean sensitivity = 0.71, SD = 0.18 and positive predictive value (PPV) = 0.80, SD = 0.20] and drug targets when the same variants were called (mean sensitivity = 0.74, SD = 0.34 and PPV = 0.79, SD = 0.23) across patients. Clinicians used the information to modify their treatment plan 10% of the time.ConclusionThese results present the first comprehensive comparison of technical and machine augmented analysis of targeted panel and WGS/RNA-seq to identify potential cancer treatments.

Ajay K. Royyuru | Vladimir Vacic | Laxmi Parida | Kahn Rhrissorrakrai | Christian Stolte | Anne-Katrin Emde | Bo-Juen Chen | Michael C. Zody | Kanika Arora | Filippo Utro | Vaidehi Jobanputra | Minita Shah | Peter Canoll | Ewa A. Bergmann | Alexis Demopoulos | Nicolas Robine | Kazimierz O. Wrzeszczynski | Phaedra Agius | Dimitris G. Placantonakis | Heather Geiger | Cameron Brennan | Vanessa V. Michelini | John G. Golfinos | V. Jobanputra | V. Vacic | M. Zody | R. Darnell | Anne-Katrin Emde | C. Brennan | P. Agius | P. Canoll | J. Golfinos | K. Wrzeszczynski | Heather Geiger | M. Lamendola-Essel | D. Khaira | E. Dikoglu | N. Robine | K. Arora | J. Bruce | A. Omuro | L. Parida | A. Royyuru | K. Rhrissorrakrai | C. Reeves | C. Stolte | M. Daras | A. Omuro | A. Lassman | C. Grommes | J. Boockvar | J. Posner | E. Diamond | F. Utro | J. M. Vogel | D. Orange | D. Placantonakis | M. Frank | A. Calabro | Sadia Rahman | Bo-Juen Chen | E. Pentsova | Robert B. Darnell | Duyang Kim | Jerome B. Posner | Jeffrey Bruce | Takahiko Koyama | Mayu O. Frank | Vanessa Felice | Esra Dikoglu | Sadia Rahman | Alice Fang | Julia L. Moore Vogel | Catherine Reeves | Depinder Khaira | Anthony Calabro | Duyang Kim | Michelle F. Lamendola-Essel | Cecilia Esteves | John Boockvar | Andrew B. Lassman | Christian Grommes | Mariza Daras | Eli Diamond | Antonio Omuro | Elena Pentsova | Dana E. Orange | Stephen J. Harvey | John Kelly | J. Posner | A. Demopoulos | Takahiko Koyama | Anthony M Calabro | V. Felice | Minita J. Shah | C. Esteves | Alice Fang | J. Kelly

[1]  E. Miyaoka,et al.  A combination of TERT promoter mutation and MGMT methylation status predicts clinically relevant subgroups of newly diagnosed glioblastomas , 2016, Acta neuropathologica communications.

[2]  C. Rudin Vismodegib , 2012, Clinical Cancer Research.

[3]  David T. W. Jones,et al.  Signatures of mutational processes in human cancer , 2013, Nature.

[4]  B. O'neill,et al.  Glioblastoma survival in the United States before and during the temozolomide era , 2012, Journal of Neuro-Oncology.

[5]  Satoshi O. Suzuki,et al.  Epithelioid glioblastoma arising from pleomorphic xanthoastrocytoma with the BRAF V600E mutation , 2014, Brain Tumor Pathology.

[6]  Donavan T. Cheng,et al.  Precision medicine at Memorial Sloan Kettering Cancer Center: clinical next-generation sequencing enabling next-generation targeted therapy trials. , 2015, Drug discovery today.

[7]  C. Baker,et al.  Genome Sequencing of Autism-Affected Families Reveals Disruption of Putative Noncoding Regulatory DNA. , 2016, American journal of human genetics.

[8]  Vismodegib , 2019, Reactions Weekly.

[9]  Obi L. Griffith,et al.  Optimizing cancer genome sequencing and analysis. , 2015, Cell systems.

[10]  S. Gabriel,et al.  Integrated genomic analysis identifies clinically relevant subtypes of glioblastoma characterized by abnormalities in PDGFRA, IDH1, EGFR, and NF1. , 2010, Cancer cell.

[11]  Ming Yan,et al.  Plakophilin-2 Promotes Tumor Development by Enhancing Ligand-Dependent and -Independent Epidermal Growth Factor Receptor Dimerization and Activation , 2014, Molecular and Cellular Biology.

[12]  W. Sellers,et al.  Identification and Characterization of NVP-BKM120, an Orally Available Pan-Class I PI3-Kinase Inhibitor , 2011, Molecular Cancer Therapeutics.

[13]  M. Honavar,et al.  The prognostic impact of TERT promoter mutations in glioblastomas is modified by the rs2853669 single nucleotide polymorphism , 2016, International journal of cancer.

[14]  V. Jobanputra,et al.  Analytical Validation of Clinical Whole-Genome and Transcriptome Sequencing of Patient-Derived Tumors for Reporting Targetable Variants in Cancer , 2018, The Journal of molecular diagnostics : JMD.

[15]  AACR Project GENIE: Powering Precision Medicine through an International Consortium. , 2017, Cancer discovery.

[16]  Steven J. M. Jones,et al.  Molecular Profiling Reveals Biologically Discrete Subsets and Pathways of Progression in Diffuse Glioma , 2016, Cell.

[17]  Roland Arnold,et al.  Combined hereditary and somatic mutations of replication error repair genes result in rapid onset of ultra-hypermutated cancers , 2015, Nature Genetics.

[18]  K. Black,et al.  Loss of PTEN Is Not Associated with Poor Survival in Newly Diagnosed Glioblastoma Patients of the Temozolomide Era , 2012, PloS one.

[19]  C. James,et al.  PTEN mutation, EGFR amplification, and outcome in patients with anaplastic astrocytoma and glioblastoma multiforme. , 2001, Journal of the National Cancer Institute.

[20]  Laxmi Parida,et al.  Watson for Genomics: Moving Personalized Medicine Forward. , 2016, Trends in cancer.

[21]  R. Salgia,et al.  PI3 Kinase Pathway and MET Inhibition is Efficacious in Malignant Pleural Mesothelioma , 2016, Scientific Reports.

[22]  N. McGranahan,et al.  Biological and therapeutic impact of intratumor heterogeneity in cancer evolution. , 2015, Cancer cell.

[23]  A. Bardelli,et al.  MET-Driven Resistance to Dual EGFR and BRAF Blockade May Be Overcome by Switching from EGFR to MET Inhibition in BRAF-Mutated Colorectal Cancer. , 2016, Cancer discovery.

[24]  Laxmi Parida,et al.  Enhancing Next‐Generation Sequencing‐Guided Cancer Care Through Cognitive Computing , 2017, The oncologist.

[25]  Stephen Yip,et al.  MSH6 Mutations Arise in Glioblastomas during Temozolomide Therapy and Mediate Temozolomide Resistance , 2009, Clinical Cancer Research.

[26]  Lei Shang,et al.  Whole-genome sequencing is more powerful than whole-exome sequencing for detecting exome variants , 2014, Proceedings of the National Academy of Sciences.

[27]  Edward F. Chang,et al.  Tumor Evolution of Glioma-Intrinsic Gene Expression Subtypes Associates with Immunological Changes in the Microenvironment. , 2017, Cancer cell.

[28]  Clare Verrill,et al.  Clinical whole-genome sequencing from routine formalin-fixed, paraffin-embedded specimens: pilot study for the 100,000 Genomes Project , 2018, Genetics in Medicine.

[29]  Bert Vogelstein,et al.  PD-1 Blockade in Tumors with Mismatch-Repair Deficiency. , 2015, The New England journal of medicine.

[30]  D. Reardon,et al.  Programmed death ligand 1 (PD-L1) as an immunotherapy target in patients with glioblastoma. , 2015, Neuro-oncology.

[31]  Tracy T Batchelor,et al.  A hypermutation phenotype and somatic MSH6 mutations in recurrent human malignant gliomas after alkylator chemotherapy. , 2006, Cancer research.

[32]  R. Bernards,et al.  Reversible and adaptive resistance to BRAF(V600E) inhibition in melanoma , 2014, Nature.

[33]  T. Cloughesy,et al.  Preliminary safety and activity of nivolumab and its combination with ipilimumab in recurrent glioblastoma (GBM): CHECKMATE-143. , 2015 .

[34]  Funded Statistical Methods groups-AWG,et al.  Improving genetic diagnosis in Mendelian disease with transcriptome sequencing , 2017 .

[35]  Yonghong Xiao,et al.  Pattern of retinoblastoma pathway inactivation dictates response to CDK4/6 inhibition in GBM , 2010, Proceedings of the National Academy of Sciences.

[36]  V. Vacic,et al.  Detection of a Recurrent DNAJB1-PRKACA Chimeric Transcript in Fibrolamellar Hepatocellular Carcinoma , 2014, Science.

[37]  P. Park,et al.  Copy number analysis of whole-genome data using BIC-seq2 and its application to detection of cancer susceptibility variants , 2016, Nucleic acids research.

[38]  O. Kallioniemi,et al.  FusionCatcher – a tool for finding somatic fusion genes in paired-end RNA-sequencing data , 2014, bioRxiv.

[39]  P. A. Futreal,et al.  Loss of the Mismatch Repair Protein MSH6 in Human Glioblastomas Is Associated with Tumor Progression during Temozolomide Treatment , 2007, Clinical Cancer Research.

[40]  Francesco Muntoni,et al.  Improving genetic diagnosis in Mendelian disease with transcriptome sequencing , 2016, Science Translational Medicine.

[41]  Timothy C Ryken,et al.  Toward precision medicine in glioblastoma: the promise and the challenges. , 2015, Neuro-oncology.

[42]  Donavan T. Cheng,et al.  Memorial Sloan Kettering-Integrated Mutation Profiling of Actionable Cancer Targets (MSK-IMPACT): A Hybridization Capture-Based Next-Generation Sequencing Clinical Assay for Solid Tumor Molecular Oncology. , 2015, The Journal of molecular diagnostics : JMD.

[43]  A. Ghazalpour,et al.  Multi-platform molecular profiling of a large cohort of glioblastomas reveals potential therapeutic strategies , 2016, Oncotarget.

[44]  W. Figg,et al.  Precision Oncology Medicine: The Clinical Relevance of Patient‐Specific Biomarkers Used to Optimize Cancer Treatment , 2016, Journal of clinical pharmacology.

[45]  In-Hee Lee,et al.  Clonal evolution of glioblastoma under therapy , 2016, Nature Genetics.

[46]  Miguel Melo,et al.  Frequency of TERT promoter mutations in human cancers , 2013, Nature Communications.

[47]  S. Baker,et al.  PTEN and the PI3-kinase pathway in cancer. , 2009, Annual review of pathology.

[48]  K. McDonald,et al.  CDK4/6 Inhibitor PD0332991 in Glioblastoma Treatment: Does It Have a Future? , 2015, Front. Oncol..

[49]  Thomas Ragg,et al.  The RIN: an RNA integrity number for assigning integrity values to RNA measurements , 2006, BMC Molecular Biology.

[50]  Steven J. M. Jones,et al.  Mutational Analysis Reveals the Origin and Therapy-Driven Evolution of Recurrent Glioma , 2014, Science.

[51]  Eric T. Wang,et al.  Alternative Isoform Regulation in Human Tissue Transcriptomes , 2008, Nature.

[52]  M. Prados,et al.  Targeting glioma-initiating cells in GBM: ABTC-0904, a randomized phase 0/II study targeting the Sonic Hedgehog-signaling pathway. , 2014 .

[53]  Xin Zheng,et al.  Role of the Hedgehog pathway in hepatocellular carcinoma (review). , 2013, Oncology reports.

[54]  K. Flaherty,et al.  Phase 1 and pharmacodynamic trial of everolimus in combination with cetuximab in patients with advanced cancer , 2014, Cancer.

[55]  Theresa Zhang,et al.  Personalized genomic analyses for cancer mutation discovery and interpretation , 2015, Science Translational Medicine.

[56]  V. Jobanputra,et al.  Whole Genome Sequencing-Based Discovery of Structural Variants in Glioblastoma. , 2018, Methods in molecular biology.

[57]  R. Elashoff,et al.  Human TERT promoter mutation enables survival advantage from MGMT promoter methylation in IDH1 wild-type primary glioblastoma treated by standard chemoradiotherapy , 2016, Neuro-oncology.

[58]  Ajay K. Royyuru,et al.  Comparing sequencing assays and human-machine analyses in actionable genomics for glioblastoma , 2017, Neurology: Genetics.

[59]  Thomas Zichner,et al.  DELLY: structural variant discovery by integrated paired-end and split-read analysis , 2012, Bioinform..

[60]  M. McMahon,et al.  PI3'-kinase inhibition forestalls the onset of MEK1/2 inhibitor resistance in BRAF-mutated melanoma. , 2015, Cancer discovery.

[61]  S. Chakradhar Tumor sequencing takes off, but insurance reimbursement lags , 2014, Nature Medicine.

[62]  Donavan T. Cheng,et al.  Mutational Landscape of Metastatic Cancer Revealed from Prospective Clinical Sequencing of 10,000 Patients , 2017, Nature Medicine.

[63]  J. Bruce,et al.  Somatic mutations of PTEN in glioblastoma multiforme. , 1997, Cancer research.

[64]  T. Golub,et al.  Tumour micro-environment elicits innate resistance to RAF inhibitors through HGF secretion , 2012, Nature.