Navigating the Rapids: The Development of Regulated Next-Generation Sequencing-Based Clinical Trial Assays and Companion Diagnostics

Over the past decade, next-generation sequencing (NGS) technology has experienced meteoric growth in the aspects of platform, technology, and supporting bioinformatics development allowing its widespread and rapid uptake in research settings. More recently, NGS-based genomic data have been exploited to better understand disease development and patient characteristics that influence response to a given therapeutic intervention. Cancer, as a disease characterized by and driven by the tumor genetic landscape, is particularly amenable to NGS-based diagnostic (Dx) approaches. NGS-based technologies are particularly well suited to studying cancer disease development, progression and emergence of resistance, all key factors in the development of next-generation cancer Dxs. Yet, to achieve the promise of NGS-based patient treatment, drug developers will need to overcome a number of operational, technical, regulatory, and strategic challenges. Here, we provide a succinct overview of the state of the clinical NGS field in terms of the available clinically targeted platforms and sequencing technologies. We discuss the various operational and practical aspects of clinical NGS testing that will facilitate or limit the uptake of such assays in routine clinical care. We examine the current strategies for analytical validation and Food and Drug Administration (FDA)-approval of NGS-based assays and ongoing efforts to standardize clinical NGS and build quality control standards for the same. The rapidly evolving companion diagnostic (CDx) landscape for NGS-based assays will be reviewed, highlighting the key areas of concern and suggesting strategies to mitigate risk. The review will conclude with a series of strategic questions that face drug developers and a discussion of the likely future course of NGS-based CDx development efforts.

[1]  Renee F Wilson,et al.  Systematic Review: Gene Expression Profiling Assays in Early-Stage Breast Cancer , 2008, Annals of Internal Medicine.

[2]  Andrew M. K. Brown,et al.  Use of Sequenom Sample ID Plus® SNP Genotyping in Identification of FFPE Tumor Samples , 2014, PloS one.

[3]  R. Pazdur,et al.  U.S. Food and Drug Administration Approval: Crizotinib for Treatment of Advanced or Metastatic Non–Small Cell Lung Cancer That Is Anaplastic Lymphoma Kinase Positive , 2014, Clinical Cancer Research.

[4]  Levi A Garraway,et al.  Genomics-driven oncology: framework for an emerging paradigm. , 2013, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[5]  Clayton M. Christensen,et al.  Disruptive innovation for social change. , 2006, Harvard business review.

[6]  A. Aruga,et al.  Global development strategy for companion diagnostics based on the usage and approval history for biomarkers in Japan, the USA and the EU. , 2014, Personalized medicine.

[7]  Michael R Stratton,et al.  Genomics and the continuum of cancer care. , 2011, The New England journal of medicine.

[8]  J. Fairley,et al.  Making the most of pathological specimens: molecular diagnosis in formalin-fixed, paraffin embedded tissue. , 2012, Current drug targets.

[9]  H. Hakonarson,et al.  Low concordance of multiple variant-calling pipelines: practical implications for exome and genome sequencing , 2013, Genome Medicine.

[10]  Laura L. Elo,et al.  Comparison of software packages for detecting differential expression in RNA-seq studies , 2013, Briefings Bioinform..

[11]  Ronald L Weiss,et al.  The long and winding regulatory road for laboratory-developed tests. , 2012, American journal of clinical pathology.

[12]  B. Carlson In Search of the Perfect Business Model: As personalized medicine moves into the mainstream, makers of diagnostics must face a new economic reality. How to develop a value proposition in a healthcare market that is becoming increasingly elastic? , 2012, Biotechnology healthcare.

[13]  Accurate variant detection across non-amplified and whole genome amplified DNA using targeted next generation sequencing , 2012, BMC Genomics.

[14]  A. Janssens,et al.  Personal genome testing: Test characteristics to clarify the discourse on ethical, legal and societal issues , 2011, BMC medical ethics.

[15]  Marc S. Williams,et al.  ACMG recommendations for reporting of incidental findings in clinical exome and genome sequencing , 2013, Genetics in Medicine.

[16]  Madhuri Hegde,et al.  Implementing Genomic Medicine in Pathology , 2013, Advances in anatomic pathology.

[17]  Ignacio Blanco,et al.  Next-generation sequencing meets genetic diagnostics: development of a comprehensive workflow for the analysis of BRCA1 and BRCA2 genes , 2012, European Journal of Human Genetics.

[18]  David M. Jones,et al.  New routes to targeted therapy of intrahepatic cholangiocarcinomas revealed by next-generation sequencing. , 2014, The oncologist.

[19]  M. Gerstein,et al.  RNA-Seq: a revolutionary tool for transcriptomics , 2009, Nature Reviews Genetics.

[20]  Barry Merriman,et al.  Progress in Ion Torrent semiconductor chip based sequencing , 2012, Electrophoresis.

[21]  A. Awada,et al.  Molecular biology in medical oncology: diagnosis, prognosis, and precision medicine. , 2014, Discovery medicine.

[22]  Alexander Schönhuth,et al.  Discovering motifs that induce sequencing errors , 2013, BMC Bioinformatics.

[23]  Paul T Spellman,et al.  Tackling formalin-fixed, paraffin-embedded tumor tissue with next-generation sequencing. , 2012, Cancer discovery.

[24]  G. Ginsburg,et al.  The path to personalized medicine. , 2002, Current opinion in chemical biology.

[25]  B. V. van Bon,et al.  Diagnostic exome sequencing in persons with severe intellectual disability. , 2012, The New England journal of medicine.

[26]  Raul Rabadan,et al.  The integrated landscape of driver genomic alterations in glioblastoma , 2013, Nature Genetics.

[27]  Catherine J. Pink,et al.  Timing of replication is a determinant of neutral substitution rates but does not explain slow Y chromosome evolution in rodents. , 2010, Molecular biology and evolution.

[28]  Adam C. Marko,et al.  Functional DNA quantification guides accurate next-generation sequencing mutation detection in formalin-fixed, paraffin-embedded tumor biopsies , 2013, Genome Medicine.

[29]  Leyla Isik,et al.  Cancer-specific high-throughput annotation of somatic mutations: computational prediction of driver missense mutations. , 2009, Cancer research.

[30]  Steven J. M. Jones,et al.  Evolution of an adenocarcinoma in response to selection by targeted kinase inhibitors , 2010, Genome Biology.

[31]  J. T. Jørgensen,et al.  Companion Diagnostics in Oncology - Current Status and Future Aspects , 2013, Oncology.

[32]  E. V. Van Allen,et al.  Clinical analysis and interpretation of cancer genome data. , 2013, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[33]  S. Cook,et al.  Towards Clinical Molecular Diagnosis of Inherited Cardiac Conditions: A Comparison of Bench-Top Genome DNA Sequencers , 2013, PloS one.

[34]  Jane Fridlyand,et al.  Considerations for the successful co-development of targeted cancer therapies and companion diagnostics , 2013, Nature Reviews Drug Discovery.

[35]  Benjamin J. Raphael,et al.  Integrated Genomic Analyses of Ovarian Carcinoma , 2011, Nature.

[36]  S. Schreiber,et al.  Improving mapping and SNP-calling performance in multiplexed targeted next-generation sequencing , 2012, BMC Genomics.

[37]  B. Carlson Next Generation Sequencing: The Next Iteration of Personalized Medicine: Next generation sequencing, along with expanding databases like The Cancer Genome Atlas, has the potential to aid rational drug discovery and streamline clinical trials. , 2012, Biotechnology healthcare.

[38]  David T. W. Jones,et al.  Paediatric and adult glioblastoma: multiform (epi)genomic culprits emerge , 2014, Nature Reviews Cancer.

[39]  Francisco M. De La Vega,et al.  Development of Personalized Tumor Biomarkers Using Massively Parallel Sequencing , 2010, Science Translational Medicine.

[40]  Jeffrey W. Clark,et al.  Anaplastic lymphoma kinase inhibition in non-small-cell lung cancer. , 2010, The New England journal of medicine.

[41]  S. Gutman Regulatory issues in tumor marker development. , 2002, Seminars in oncology.

[42]  Next-generation sequencing of formalin-fixed, paraffin-embedded tumor biopsies: navigating the perils of old and new technology to advance cancer diagnosis , 2013, Expert review of molecular diagnostics.

[43]  Maqc Consortium The MicroArray Quality Control ( MAQC )-II study of common practices for the development and validation of microarray-based predictive models , 2012 .

[44]  P. Munson,et al.  Transcriptome profiling and sequencing of differentiated human hematopoietic stem cells reveal lineage-specific expression and alternative splicing of genes. , 2011, Physiological genomics.

[45]  Byung-Ok Choi,et al.  Comprehensive Analysis to Improve the Validation Rate for Single Nucleotide Variants Detected by Next-Generation Sequencing , 2014, PloS one.

[46]  Yi-Song Wang,et al.  From targets to targeted therapies and molecular profiling in non-small cell lung carcinoma. , 2013, Annals of oncology : official journal of the European Society for Medical Oncology.

[47]  P. Stephens,et al.  Clinical next‐generation sequencing successfully applied to fine‐needle aspirations of pulmonary and pancreatic neoplasms , 2013, Cancer cytopathology.

[48]  M. Dietel,et al.  EML4-ALK testing in non-small cell carcinomas of the lung: a review with recommendations , 2012, Virchows Archiv.

[49]  Marc Ladanyi,et al.  Crizotinib in ALK-rearranged inflammatory myofibroblastic tumor. , 2010, The New England journal of medicine.

[50]  Richard Simon,et al.  Implementing personalized cancer genomics in clinical trials , 2013, Nature Reviews Drug Discovery.

[51]  James O Westgard,et al.  Evaluation of rule-based autoverification protocols. , 2003, Clinical leadership & management review : the journal of CLMA.

[52]  J. Pagès,et al.  Effect of low-frequency KRAS mutations on the response to anti-EGFR therapy in metastatic colorectal cancer. , 2013, Annals of oncology : official journal of the European Society for Medical Oncology.

[53]  Shashikant Kulkarni,et al.  Assuring the quality of next-generation sequencing in clinical laboratory practice , 2012, Nature Biotechnology.

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

[55]  D. Meaney-Delman,et al.  Direct-to-Consumer Personal Genome Testing and Cancer Risk Prediction , 2012, Cancer journal.

[56]  Joshua L. Deignan,et al.  ACMG clinical laboratory standards for next-generation sequencing , 2013, Genetics in Medicine.

[57]  Madhuri Hegde,et al.  Assessment of clinical analytical sensitivity and specificity of next-generation sequencing for detection of simple and complex mutations , 2013, BMC Genetics.

[58]  C. Tournigand,et al.  Panitumumab combined with irinotecan for patients with KRAS wild-type metastatic colorectal cancer refractory to standard chemotherapy: a GERCOR efficacy, tolerance, and translational molecular study. , 2013, Annals of oncology : official journal of the European Society for Medical Oncology.

[59]  J. Ross,et al.  Comprehensive next-generation cancer genome sequencing in the era of targeted therapy and personalized oncology. , 2011, Biomarkers in medicine.

[60]  C. Mason,et al.  Comprehensive evaluation of differential gene expression analysis methods for RNA-seq data , 2013, Genome Biology.

[61]  P. Green,et al.  Base-calling of automated sequencer traces using phred. I. Accuracy assessment. , 1998, Genome research.

[62]  S. Digumarthy,et al.  Genotypic and Histological Evolution of Lung Cancers Acquiring Resistance to EGFR Inhibitors , 2011, Science Translational Medicine.

[63]  Yan Guo,et al.  Three-stage quality control strategies for DNA re-sequencing data , 2014, Briefings Bioinform..

[64]  Philip Hugenholtz,et al.  Shining a Light on Dark Sequencing: Characterising Errors in Ion Torrent PGM Data , 2013, PLoS Comput. Biol..

[65]  James O Westgard,et al.  Internal quality control: planning and implementation strategies , 2003, Annals of clinical biochemistry.

[66]  F. Dati,et al.  The New European Directive on in vitro Diagnostics , 2003, Clinical chemistry and laboratory medicine.

[67]  P. A. Futreal,et al.  Intratumor heterogeneity and branched evolution revealed by multiregion sequencing. , 2012, The New England journal of medicine.

[68]  Kathleen M Murphy,et al.  Comparison of Sanger sequencing, pyrosequencing, and melting curve analysis for the detection of KRAS mutations: diagnostic and clinical implications. , 2010, The Journal of molecular diagnostics : JMD.

[69]  Master Protocol for squamous cell lung cancer readies for launch , 2014, Nature Biotechnology.

[70]  Marco Beccuti,et al.  Large disclosing the nature of computational tools for the analysis of next generation sequencing data. , 2012, Current topics in medicinal chemistry.

[71]  A. Børresen-Dale,et al.  The landscape of cancer genes and mutational processes in breast cancer , 2012, Nature.

[72]  Fatih Ozsolak,et al.  RNA sequencing: advances, challenges and opportunities , 2011, Nature Reviews Genetics.

[73]  V. Miller,et al.  Targeted therapy by combined inhibition of the RAF and mTOR kinases in malignant spindle cell neoplasm harboring the KIAA1549-BRAF fusion protein , 2014, Journal of Hematology & Oncology.

[74]  L. Wilkins-Haug,et al.  Integration of noninvasive DNA testing for aneuploidy into prenatal care: what has happened since the rubber met the road? , 2014, Clinical chemistry.

[75]  T. O'Leary,et al.  Food and Drug Administration regulation of in vitro diagnostic devices. , 2005, The Journal of molecular diagnostics : JMD.

[76]  Ute Baumann,et al.  Sequencing error correction without a reference genome , 2013, BMC Bioinformatics.

[77]  H. Swerdlow,et al.  A tale of three next generation sequencing platforms: comparison of Ion Torrent, Pacific Biosciences and Illumina MiSeq sequencers , 2012, BMC Genomics.

[78]  M. Stephens,et al.  RNA-seq: an assessment of technical reproducibility and comparison with gene expression arrays. , 2008, Genome research.

[79]  Jason S. Carroll,et al.  A diagnostic gene profile for molecular subtyping of breast cancer associated with treatment response , 2012, Breast Cancer Research and Treatment.

[80]  T. Harkins,et al.  Transcriptome sequencing of the Microarray Quality Control (MAQC) RNA reference samples using next generation sequencing , 2009, BMC Genomics.

[81]  M. Schatz,et al.  Hybrid error correction and de novo assembly of single-molecule sequencing reads , 2012, Nature Biotechnology.

[82]  D. Kwiatkowski,et al.  Optimizing illumina next-generation sequencing library preparation for extremely at-biased genomes , 2012, BMC Genomics.

[83]  K. Fang Clinical Utilities of Peripheral Blood Gene Expression Profiling in the Management of Cardiac Transplant Patients , 2007, Journal of immunotoxicology.

[84]  Marc Salit,et al.  Synthetic Spike-in Standards Improve Run-Specific Systematic Error Analysis for DNA and RNA Sequencing , 2012, PloS one.

[85]  Suzanne Cheng,et al.  Co-development of a companion diagnostic for targeted cancer therapy. , 2012, New biotechnology.

[86]  Alex M. Fichtenholtz,et al.  Development and validation of a clinical cancer genomic profiling test based on massively parallel DNA sequencing , 2013, Nature Biotechnology.

[87]  T. Fioretos,et al.  RNA-seq identifies clinically relevant fusion genes in leukemia including a novel MEF2D/CSF1R fusion responsive to imatinib , 2014, Leukemia.

[88]  A. Glas,et al.  MammaPrint molecular diagnostics on formalin-fixed, paraffin-embedded tissue. , 2014, The Journal of molecular diagnostics : JMD.

[89]  A. Conesa,et al.  Differential expression in RNA-seq: a matter of depth. , 2011, Genome research.

[90]  Trevor J Pugh,et al.  A systematic approach to assessing the clinical significance of genetic variants , 2013, Clinical genetics.

[91]  Practical Guidance for Implementing Predictive Biomarkers into Early Phase Clinical Studies , 2013, BioMed research international.

[92]  Andy Brown,et al.  Analysis of Context-Dependent Errors for Illumina sequencing , 2012, J. Bioinform. Comput. Biol..

[93]  T. Dallman,et al.  Performance comparison of benchtop high-throughput sequencing platforms , 2012, Nature Biotechnology.

[94]  Jinchuan Xing,et al.  A Primer for Disease Gene Prioritization Using Next-Generation Sequencing Data , 2013, Genomics & informatics.

[95]  J. Zook,et al.  Integrating human sequence data sets provides a resource of benchmark SNP and indel genotype calls , 2013, Nature Biotechnology.

[96]  Angela N. Brooks,et al.  Mapping the Hallmarks of Lung Adenocarcinoma with Massively Parallel Sequencing , 2012, Cell.

[97]  Heidi L. Rehm,et al.  Disease-targeted sequencing: a cornerstone in the clinic , 2013, Nature Reviews Genetics.

[98]  Adrian W. Briggs,et al.  Preparation of next-generation sequencing libraries from damaged DNA. , 2012, Methods in molecular biology.

[99]  M. Dietel,et al.  Personalized cancer medicine and the future of pathology , 2011, Virchows Archiv.

[100]  Lu Wang,et al.  Response to Cabozantinib in patients with RET fusion-positive lung adenocarcinomas. , 2013, Cancer discovery.

[101]  Christina L. Zheng,et al.  Whole Transcriptome RNA-Seq Analysis of Breast Cancer Recurrence Risk Using Formalin-Fixed Paraffin-Embedded Tumor Tissue , 2012, PloS one.

[102]  M. Leboyer,et al.  A mechanistic basis for amplification differences between samples and between genome regions , 2012, BMC Genomics.

[103]  Savita Shrivastava,et al.  Validation of a next-generation sequencing assay for clinical molecular oncology. , 2014, The Journal of molecular diagnostics : JMD.

[104]  Cassandra Willyard 'Basket studies' will hold intricate data for cancer drug approvals , 2013, Nature Medicine.

[105]  W. Grody,et al.  ACMG recommendations for standards for interpretation and reporting of sequence variations: Revisions 2007 , 2008, Genetics in Medicine.

[106]  Tina Hambuch,et al.  Opportunities and challenges associated with clinical diagnostic genome sequencing: a report of the Association for Molecular Pathology. , 2012, The Journal of molecular diagnostics : JMD.

[107]  Orsmark Pietras,et al.  RNA-seq identifies clinically relevant fusion genes in leukemia including a novel MEF 2 D / CSF 1 R fusion responsive to imatinib , 2014 .

[108]  Michael J. Becich,et al.  Next generation sequencing in clinical medicine: Challenges and lessons for pathology and biomedical informatics , 2012, Journal of pathology informatics.

[109]  Bernard P. Puc,et al.  An integrated semiconductor device enabling non-optical genome sequencing , 2011, Nature.

[110]  H. Aburatani,et al.  Identification of the transforming EML4–ALK fusion gene in non-small-cell lung cancer , 2007, Nature.

[111]  G. de Wert,et al.  The New Genetics and Informed Consent: Differentiating Choice to Preserve Autonomy , 2013, Bioethics.

[112]  John D Pfeifer,et al.  Targeted next generation sequencing of clinically significant gene mutations and translocations in leukemia , 2012, Modern Pathology.

[113]  Eran Halperin,et al.  Identifying Personal Genomes by Surname Inference , 2013, Science.

[114]  Ashish Choudhary,et al.  Targeted, high-depth, next-generation sequencing of cancer genes in formalin-fixed, paraffin-embedded and fine-needle aspiration tumor specimens. , 2013, The Journal of molecular diagnostics : JMD.

[115]  Suzanne Cheng,et al.  Analytical Performance of a Real-time PCR-based Assay for V600 Mutations in the BRAF Gene, Used as the Companion Diagnostic Test for the Novel BRAF Inhibitor Vemurafenib in Metastatic Melanoma , 2012, Diagnostic molecular pathology : the American journal of surgical pathology, part B.

[116]  P Green,et al.  Base-calling of automated sequencer traces using phred. II. Error probabilities. , 1998, Genome research.

[117]  A N Desai,et al.  Next‐generation sequencing: ready for the clinics? , 2012, Clinical genetics.

[118]  Richard W Tothill,et al.  Next-generation sequencing for cancer diagnostics: a practical perspective. , 2011, The Clinical biochemist. Reviews.

[119]  Arthur W. Toga,et al.  Next Generation Sequence Analysis and Computational Genomics Using Graphical Pipeline Workflows , 2012, Genes.

[120]  C. Alexander Valencia,et al.  Comprehensive Mutation Analysis for Congenital Muscular Dystrophy: A Clinical PCR-Based Enrichment and Next-Generation Sequencing Panel , 2013, PloS one.

[121]  M. Metzker Sequencing technologies — the next generation , 2010, Nature Reviews Genetics.