Next generation genomic analysis for next generation healthcare - - PowerPoint PPT Presentation
Next generation genomic analysis for next generation healthcare - - PowerPoint PPT Presentation
Next generation genomic analysis for next generation healthcare GENOMIC SEQUENCING | RAPIDLY FALLING PRICES 2003 2018 In 1990, Congress established funding for the Human Genome Project. The project ended up costing about $2.7 billion in FY
GENOMIC SEQUENCING | RAPIDLY FALLING PRICES
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In 1990, Congress established funding for the Human Genome
- Project. The project ended up
costing about $2.7 billion in FY 1991 dollars
2003 2018
GENOMIC SEQUENCING | RAPIDLY FALLING PRICES
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Now
SEQUENCING IS CHEAP| INTERPRETING THE DATA IS NOT
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GENERATE RAW DATA (Sequencing)
SOURCE: The Economist, 2014, SeqOne 2016 (Not to scale)
Cost & Time / Patient Time 2015 $2B
ANALYSE DATA
Interpretation now more expensive than sequencing
€300
2015
SeqOne - Business overview / CONFIDENTIAL
ANALYSIS COMPLEXITY | BEYOND GENE-PANEL
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* NGS: New Generation Sequencing
10%
Legacy gene-panel analysis
Gene-panel CNV & SNV Exome SNV & CNV RNA differential expression Exome SV
Analysis complexity Number of patients
90%
Requires richer genomic analysis enabled by NGS* data
A single optimised application for each specific analysis need (eg. Vidgil for VDJ re-arrangements in RNA)
SEQONE
AVAILABLE TOOLS
Etc….
SeqOne - Business overview / CONFIDENTIAL
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Scientists are expecting as many as 1 billion people to have their genomes sequenced by 2025.
Washington Post 2017
PATIENT DEMAND | REQUIRES MASSIVE PROCESS SCALING
SeqOne - Business overview / CONFIDENTIAL
CURRENT PROCESS | FRAGMENTED, SLOW, EXPENSIVE
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Transfer Compute / Store
Sequencing Bioinformatics (identify anomalies) Doctor
ANALYSIS AND INTERPRETATION
Expertise-intensive and expensive
SEQUENCING
Automated & affordable
Iteration Iteration
Specific genes (today)
Raw data Start of process
4 weeks - 6 months
Genomics expert (interpretation) Infrastructure (data mgt.)
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SeqOne vision
A solution that makes genomic testing at high volume as easy, accessible and accurate as any medical test your doctor can order today
SeqOne -CONFIDENTIAL
SEQONE TEAM | GENOMIC ANALYSIS EXPERTS
- N. Phillipe - CEO / CSO: 10 years experience in NGS
genomic analysis, Author open-source RNA-Seq analysis tools, > 20 bioinformatic academic papers. Many international collaborations G Buwalda - CTO: 15 years secure high volume transactional computing (fintech) JM Holder - CCO: 25 years experience in international business, ex Apple, Palm, Packet Video. Founder of two funded startups. British citizen. Current team of 10 specialists in bioinformatics, biology and CIS. Winner of numerous prizes (iLab, ARC, etc.)
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Paris Montpellier
FRANCE
CTO CCO CEO
SeqOne -CONFIDENTIAL
SEQONE | GENOMIC ANALYSIS EXPERTS
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Paris Montpellier
FRANCE
CEO CTO
CCO
Project launch 2014 / Incorporated 2017 Current team of 10 Winner ARC H. Stark, iLab Emergence / Creadev €950 funding through SATT and subsidies
- Dr. N Philippe
10 years, Bioinformatics, RNA- Seq specialist
- G. Buwalda
15 years, secure, big- data, high availability,
- pen systems
J-M Holder 25 years international biz / startups, ex Apple, British
CSO
- Dr. J Audoux
5 Years, Computer scientist & Bioinformatics from RNA to DNA
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SeqOne | GENOMIC ANALYSIS SIMPLIFIED
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Supports a wide range of genomic tests AI-driven decision support improves speed and accuracy of results Scales to meet tomorrow’s patient volumes
A SaaS solution that makes genomic testing as easy, accessible and accurate as a blood test
“SeqOne allows us to perform miracles; we can handle four times the number of patients with the same resources”
- Pr. Lebre - CHU Reims
SeqOne - Business overview / CONFIDENTIAL
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USABILITY | EASY-TO-USE AI-DRIVEN PLATFORM
Coefficient of variation
Intuitive UX AI ranked variant short-list Artefact removal App-specific visualization
Truly Short “Shortlists”
SeqOne - Business overview / CONFIDENTIAL
CHU / PRIVATE OTHER RARE DISEASES BASIC CANCER APPS
SUPPORT FOR ALL TYPES OF ANALYSIS | APP CATALOG
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CORE APPS
Somatic Mono
(single sample)
Somatic Duo
(healthy / tumour)
Trio
(family)
Mono
(single sample)
PREMIUM APPS
ADVANCED CANCER APPS
ONCOMPASS
(Cancer tracking)
INCA -Sardine
(Bias removal)
CNV
(DNA copies)
Other
QC
(Sample quality)
Mono + Phenotips
(CHUGA / Gene42)
Private
(blocked)
Fusion genes
(RNA analysis)
+
GeneExp RNA (Multipurpose)
SeqOne - Business overview / CONFIDENTIAL
SCALABILITY | CLOUD/LOCAL INFRASTRUCTURE
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SeqOne Cloud Local SeqOne Instance External Data Local Interpretation Environment & Data store SeqOne Cloud External Data Cloud User
SeqOne - Business overview / CONFIDENTIAL
REGULATORY | QUALITY, TRACEABILITY, SECURITY
Platform certification (In-vitro diagnosis CE Mark) All data encrypted and hosted on medical grade secure servers Each data-file, variant and action on the platform logged Versioning of platform, apps and databases to ensure reproducibility Entire process managed on SeqOne from sequencer to final report facilitating lab certification (ISO 15189, COFRAC, etc.)
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SeqOne - Business overview / CONFIDENTIAL
ARCHITECTURE | MODULAR, OPTIMISED, DISTRIBUTED
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CLOUD INSTANCE VIRTUALISED, SECURE MODULAR STORAGE / COMPUTE EASY-TO-USE INTERPRETATION ENVIRONMENT PUBLIC ANNOTATIONS CACHE OPTIMISED SOMATIC BIOINFORMATIC FRAMEWORK LOCAL 1 LOCAL 2 PRIVATE STORE 1 PRIVATE STORE 2 OPTIMISED MENDELIAN BIOINFORMATIC FRAMEWORK MACHINE LEARNING / AI ENGINE GENOMIC EVENTS DB
APPS
SeqOne - Business overview / CONFIDENTIAL
GENOMIC ANALYSIS | MEDICAL APPLICATIONS
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Rare diseases Pre-natal, non- invasive testing Cancer Complex disease
$4B
15% CAGR
(2017 est.)*
* SOURCE: Bioinformatics Market by Product & Service - Global Forecast to 2023", published by MarketsandMarkets™
SeqOne - Business overview / CONFIDENTIAL
RARE DISEASES | KEY FACTS
Not that rare: 6-8% of Euro pop. impacted (estimated 350M WW) Serious: 30% of patients die before the age of 5 (source Eurodis) Genomic: 80% linked to genetic causes 6 out of 7 patients not diagnosed (15% diagnostic yield)
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SeqOne - Business overview / CONFIDENTIAL
IMPROVING DIAGNOSTIC YIELD | NGS EXOME
NGS delivers “high-resolution” exome genomic data Exomes increase diagnostic yield from 15% to 35%-50% BUT Exome analysis costs higher
- >3X sequencing (must sequence
entire family)
- Longer time required to analyse
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«Exome sequencing means that genomic diseases can be diagnosed more quickly »
SeqOne - Business overview / CONFIDENTIAL
EXOMES TOO COSTLY | EXOME FAMILY TRIO VS GENE PANEL
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1250 2500 3750 5000 Gene panel (SeqOne est.) Exome Trio
€1 543 €600 2 194 € 200 € 408 € 550 €
Preparation Sequencing Analysis
€ 1.350 € 4.145
HELPING RD DIAGNOSTIC WITH AI SOLUTIONS
Current Clinical interpretation strategies involves
- Hard-filtering
- trio-based filtering to shorten variant list (de novo, het-composite)
- long manual review into a Excel Sheet
SeqOne introduce a Phenotype-based AI ranking strategy to :
- Reduce interpretation time made by the expert
- Cost-reduction: Index-case sequencing only
- Augment diagnostic veld, through IA vs Hard-filtering solution
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SeqOne - Business overview / CONFIDENTIAL
DATA CONSISTENCY | RARE DISEASE TRIAL
30 Exomes for learning - 300 Exomes for testing Data from 8 CHU’s, heterogenous phenotyping & bioinformatics Rankings - Data consistency impacts results:
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First 75%
4-20 15 % 2-3 30 % First 56 %
learning dataset: all in top 5 Testing datastet: all in top 20
Median 1 Mean 5
SeqOne - Business overview / CONFIDENTIAL
OUTCOMES | RARE DISEASE TRIAL
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Causal variants in top 5 on average < 30mins per diag 5% new diagnoses vs control 45%-50% diag yield / single exome (2.5 X panel perf.)
+
SeqOne - Business overview / CONFIDENTIAL
HOME MARKET | TRACTION IN RARE DISEASES
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Brest Lille Creteil Reims Strasbourg Grenoble Montpellier Lyon Clermond-Ferrand Rennes CHU User Collaboration Private sector Paris Nantes Rouen Dijon
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SEQONE | CONCLUSION
The simplest, most efficient way to interpret NGS data at scale in clinical settings
Dynamic exploration Fast, accurate results Optimized bioinformatics Secure upload and storage
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