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InnVentis
How will I ever get through this day?
Big DATA, multi-omics, the internet of things: PRECISION MEDICINEThe future of health care & medicine in a connected world
Good morning Thomas! based on your PMP*
and today‘s schedule I would recommend the following diet
and supplements…
* PMP: Personal Molecular Profiles derived from longitudinal multi-omics analysis
InnVentis
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Today’s reality - Imprecision Medicine
MDs are left with trial and error
False treatement cost: BBB US$
InnVentis
Modern diagnostics systems supported by machine learningAutomotive Status Quo
• Terabyte Data
• Precise diagnostics
• Best „treatment“ at the right time
• Reduced long term cost burden
InnVentisInflammation, a key driver of major chronic diseases
InnVentis 1st focus arthritis:
• Most Common Cause of Disability
• Affects all ages
• Cost in the U.S. $128 billion/year
Rheumatoid arthritis (RA)• 1% of the worldwide population
• Major impact on productivity
• U.S. $40 billion/year in the US
• Poorly diagnosed
• “Trial & Error” treatment decision
InnVentis
5
The Rheumatoid Arthritis diagnosis & treatment
Today: We miss the „window of opportunity“
for remission
InnVentis
From Big DATA to
Precision Medicine ?Toward Precision Medicine: Building a Knowledge Network for Biomedical Research and a New Taxonomy of Disease Committee on a Framework for Development a New Taxonomy of Disease
Preparing for Precision Medicine World Economic Forum November 2012
By 2020, four out of every five drugs launched will be Precision Medicine drugs
The precision medicine revolution: Targeted treatment zeros in on disease; GE Look ahead 2013
Precision Medicine © Dr. Thomas Wilckens, InnVentis
InnVentis
Precision Medicine - Paradigm Shift
Symptom-based Cohort-based Algorithm-based
Yesterday
Intuition Medicine
Today
Evidence-based Medicine
Tomorrow
Precision Medicine
DATA
ACTI
ON
S
Application of rules, algorithms and reference databases enables ACTIONABLE clinical decision support & PRECISE/EFFICIENT care
Reference Databases (Rules &
Algorithms)
Personal Molecular
Profiles(PMP, multi-omics)
Molecular Imaging
Non-molecular content (waveforms)
Precision Medicine
(prevention, diagnosis, treatment)
MobileInformation
CommunicationTechnologies
Big DataAnalytics
Precision Medicine © Dr. Thomas Wilckens, InnVentis
InnVentisPRECISION MEDICINE:Integrating multi-omics, clinical and real world data
Eric Topol, CELL,Volume 157, Issue 1, 27 March 2014, Pages 241–253
‘‘omic’’ Latin suffix ‘‘ome’’ = mass or many.
Creation of topological maps of health/disease
InnVentis
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The SNYDEROME:Multi-omics, longitudinal mapping of one single person
20 different snapshots in 14-months 40K molecular parameters per blood
sample
50 Terabytes of data $2,000 each blood sample,
only reagents, not counting costs for analysis, staff, storage etc.
Costs: 10M US$
Mike Snyder, CELL, Volume 148, Issue 6, p1293–1307, 16 March 2012 Precision Medicine © Dr. Thomas Wilckens, InnVentis
InnVentis
Genome25.000 genes
Proteome1 million
Metabolome > 6000 SM
Microbiom1-3 % of
body mass
Existing knowledge ?
Big DATA
Pattern Discovery
Reference Database Machine learning
Algorithms
PersonalMolecular
Profile
Drug Molecular
Profile
Convergence of diagnostics with Big-Data & AI:Multi-omics create Personal Molecular Profile, PMP and Drug Molecular Profile
InnVentis creates & integrates standardized data in a proprietary analytics architecture.
Sample collection KIT
InnVentis
Precision Medicine & Big DATA
InnVentis enabling PRECISION MEDICINE
Precision Medicine © Dr. Thomas Wilckens
Kina’ole - "flawlessness" (Hawaian):
“Doing the right thing, in the right way, at the right time, in the right place, to the right person, for the right reason,
with the right feeling…the first time.”
InnVentis
Precision Medicine © Dr. Thomas Wilckens, InnVentis
Disease Drug 1
Molecular profiling of drug actions:Identifying responders with PMP and DMP
Drug 2 Drug 3 Remission
InnVentisGarbage in – Garbage out?Preclincial data
An analysis of past studies indicates that the cumulative (total) prevalence of irreproducible preclinical research exceeds 50%, resulting in approximately US$28,000,000,000 (US$28B)/year spent on preclinical research that is not reproducible—in the United States alone.
The Economics of Reproducibility in Preclinical Research, PLOS 2015
InnVentisGarbage in – Garbage out?Biomarker studies
Most biomarker discovery still takes place in government-funded university laboratories that are ill equipped to undertake the myriad procedures required for stringent biomarker profiling on the scale required to achieve the evidence needed to attract larger investment in clinical trials.
National Biomarker Development Alliance 9/2014
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Nature Reviews Drug Discovery | 21 September 2015
Garbage in – Garbage out?Drug discovery
Tackling reproducibility in academic preclinical drug discovery
The reproducibility of biomedical research on novel drug targets has become suspect. Here, we highlight how drug discovery centres embedded in academic institutions, but with a translational imperative, can help address this reproducibility crisis.
InnVentisGarbage in – garbage out?Do Watson etc. create insight & value?
Nature 03 April 2013If a job is worth doing, it is worth doing twiceResearchers and funding agencies need to put a premium on ensuring that results are reproducible
How much existing „knowledge“ can be used, how?