next generation sequencing (ngs) in the clinic – considerations for molecular pathologists jane...
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Next Generation Sequencing (NGS) in the Clinic – Considerations for
Molecular Pathologists
Jane Gibson, Ph.D., FACMGProfessor of Pathology
Director of Molecular DiagnosticsUniversity of Central Florida College of Medicine
Chair, AMP Whole Genome Analysis Working Group
Opportunities and Challenges associated with Clinical Diagnostic Genome Sequencing: A Report of the
Association for Molecular Pathology
**Iris Schrijver , Nazneen Aziz, Daniel H. Farkas, Manohar Furtado, Andrea Ferreira-
Gonzalez, Timothy C. Greiner, Wayne W. Grody, Tina Hambuch, Lisa Kalman, Jeffrey A. Kant, Roger D. Klein, Debra G.B. Leonard, Ira M. Lubin, Rong Mao, Narasimhan
Nagan, Victoria M. Pratt, Mark E. Sobel, Karl V. Voelkerding, Jane S. Gibson
**The Whole Genome Analysis Working Group is a working group of the AMP Clinical Practice Committee
Goals
• Key opportunities and challenges associated with clinically diagnostic genome sequencing
• Application examples• Aspects of clinical utility, ethics and consent• Analytic and post-analytic considerations• Professional implications
Cost of NGS
Transformative step
Innovations in chemistry, optics, fluidics computational hardware, and bioinformatics
solutions
NGS Platforms
• Differ in design and chemistries • Fundamentally related-sequencing
of thousands to millions of clonally amplified molecules in a massively parallel manner
• Orders of magnitude more information-will continue to evolve
• Attractive for clinical applications – individual sequencing assays costly and laborious- serial “gene by gene” analysis
Pacific BiosciencesHelicos BiosciencesNABsysVisiGen BiotechnologiesComplete GenomicsOxford Nanophore Technologies
NGS Application Examples-Inherited Conditions
Discovery tool: Single gene disordersi.e. AD – Kabuki syndrome (MLL)
Causative mutations for multigenicdiseases –superior to “one by one”approach of traditional sequencing
Diagnostic advancements for diseases with overlapping
symptoms, multiple possible syndromes/genes
Inherited Conditions-Challenges and Opportunities
Challenges
Example:Monogenic disorders
Novel missense mutations
Structural aberrations
Germ line mosaicism
Imprinting effects
Epigenetic factors
Opportunities
Example:Multifactorial disease
Risk loci more often in non-coding
or inter-gene regions
Pathogenicity of variantsoften unclear- less testing
vs. monogenic disease
Reference human genomecataloguing of variants =
more test offerings
NGS Application Examples-Neoplastic Conditions
Cancer susceptibility genes
Risk assessmentRisk management
Tumor sub-typing
Micro-RNAs
Prognosis
Alterations in gene expression
Molecular profiling
Patient stratification
Predictions of therapeutic response
personalized treatment
Therapeutic monitoring
Somatic/driver mutations
MethylationEpigenetic changes
NGS Application Examples-Neoplastic Conditions
• Mutation panel screening• Exome and transcriptome
screening• Genome sequencing-comparison
to normal tissue/reference sample
Human genome project – reference genome and massive cataloguing of variants from different tumor sources (
http://cancercommons.org, www.icgc.org and http://cancergenome.nih.gov/
Cost effective profiling of patient tumorDNA vs. mutation screening or profiling studies
NGS Analysis And Neoplastic Conditions
• Quantitative nature of NGS- improvement vs. chip technology
• Gene expression tests- Mammaprint (70 genes), Oncotype DX (21 genes) and Rotterdam signature (76 genes) – replaced by NGS analysis of signature transcripts?
• Germ line DNA characterization and somatic changes, transcriptome and methylation profiles - using a single, rapid and cost effective platform
NGS Application Examples-Other Considerations
Different NGS platforms have different capabilities
RNA and DNAsequence changes
DNA copy number variations
DNA rearrangements
RNA expressionprofiles Methylation
A single method usually provides only part of this variety of
information - cost , specimen type, and application considerations
important
NGS Application Examples-Other Considerations
NGS- significant false positive rate
Mutation confirmation Usually by Sanger sequencing-will
platform evolution eliminate?
Variable % tumor cells and variable % tumor
cells with (presumably) secondary mutation
May overlap with NGS false positive rate
Low level mutations- not easily confirmed by Sanger sequencing
(higher detection threshold ≈ 15-20%) without more sensitive mutation
screening - DGGE, dHPLC, pyrosequencing or mutation enrichment- i.e. COLD PCR
Numerous heterogeneous aberrations- i.e. oncologic applications
need algorithm development
Clinical Utility
• Balance of net health benefits vs. harm• NGS –transformative for personalized
treatment of disease • Clinical indication - includes test rationale,
patient population and clinical scenarios• Principles of comparative effectiveness-
requires individualized evidence-based approach for each patient
Clinical Utility-Challenges
NGS data density = frequently encountered
variants of unknown significance
Which variants are clinically actionable?
Development of evidence-basedscientific standards to evaluate
utility in in different patient populations for accurate
risk estimation
Risk of over interpretationunnecessary medical action
unwarranted psychological stress
Careful selection of patients forgenome sequencing and genetic counseling-crucial
Informed Consent and Ethical Considerations
• Create patient awareness of benefits and harms
• No specific guidance exists- institutional policies vary
• Potential for anxiety and uncertainty exist especially for variants of unknown significance
• Discovery of incidental findings unrelated to the disease in question
Analytical Considerations-Regulation, Assay Validation, and Reference Materials
• FDA-lab developed tests (LDT)-validation• FDA-approved/cleared tests-verification• No FDA-cleared NGS tests at present-validation (LDT)
must document that targeted analyte(s) can be detected in a robust and consistent manner
CLIA regulations (CFR§493.1253) – accuracy, precision, analytical sensitivity, analytical specificity,
reportable range, reference intervals, and other characteristics necessary for assay performance
Considerable uncertainty regarding regulatory pathway for NGS tests
Analytical Considerations-Regulation, Assay Validation, and Reference Materials• Challenges: sequences are not truly complete – gaps in
reads, GC rich regions, bioinformatics limitations with indel variant calling
• “gold standard” comparison- Sanger sequencing, however the technical capabilities are dwarfed by NGS
• Regardless - all NGS steps must be evaluated, and quality control metrics must be in place- is sequencing portions of a reference genome(s) sufficient?
• Development of reference materials (RMs) for meaningful validation is key
Development of NGS Guidelines
• Division of Laboratory Science and Standards (CDC)
• Genetic Testing Reference Material Coordination Program (Get-RM) (CDC)http://www.cdc.gov/dls/genetics/rmmaterials/default.aspx
• Clinical Laboratory Standards Institute (CLSI)• American College of Medical Genetics (ACMG)• College of American Pathologists (CAP)• Association For Molecular Pathology (AMP)
Bioinformatics NGS diagnostics - shifted towards
data analysis rather than the technical component
NGS infrastructures must consist of appropriate expertise and computational hardware
Unprecedented amounts of medical data and various processing
algorithms necessitate adequate tools for
Data management (alignment and assembly)
QC of image processing, base calling, filtering,
alignment, SNP finding/application steps
archiving
Bioinformatics-Other Considerations
• Evaluation of the variant positions “called” involves queries of all known relevant databases
• Lack of databases curated to accept clinical standards likely the most significant challenge in managing and reporting genome sequencing data
• EHR considerations – test ordering, archiving of NGS reports, patient consent, data (reinterpretation?)
NGS-Post-Analytical Considerations
• Expert interpretation and guidance-correlation of age, gender, clinical presentation, family hx
• Team approach ideal -pathologists, geneticists, other providers
• Proficiency testing and alternative assessment are challenging
• Proficiency testing schemes based on NGS methods vs. specific genes are likely
Professional Considerations-Reimbursement and Gene Patents
• Challenging reimbursement issues• AMA CPT editorial panel- proposed tier
system of category 1 codes to replace stacking codes (83890-83914)
• Genome sequencing may potentially involve numerous patented gene sequences
• Development of an affordable system of common access to genes?
Genomics Education
• Goal: provide trainees with solid grasp of current concepts within broad range of opportunities
• AMP, CAP, ACMG and others working in this area
• Training Residents in Genomics (TRIG)- curriculum designed to be adopted by any Pathology residency
• Training needed outside the fields of Pathology and Genetics is needed
No longer an abstract concept for the future, the exciting reality of powerful genome testing has decisively arrived…….
No longer an abstract concept for the future, the exciting reality of powerful genome testing has
decisively arrived…….