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Opportunities and Challenges for Genomics
in Individualized Medicine
Well-Being Data: Happy Birthday, Isaacus Rothovius
Ali Torkamani, Ph.D.
Director of Genomics and Genome Informatics
Scripps Research Translational Institute
Associate Professor, Integrative Structural and Computational Biology
Scripps Research
atorkama@scripps.edu
@ATorkamani
Disclosures
I am a shareholder of Human Longevity Inc.
I receive grant support from the National Institute of Health.
Genomics has and will continue to accelerate:
Disease Prevention, Detection, and Treatment
Genomic Risk Factors Traditional Risk Factors
Disease
Prevention
Genetic Risk
Factors
Clinical Risk
Factors
Monogenic Risk
+ = Dx*
Opportunity: Phenotype First i.e. diagnosis of overt disease,
or clarification of familial risk
*Diagnostic Yield Variable ~30% - 60%
Example:
Phenotype to Genotype in 19.5 hours
Opportunity: Early and Targeted Interventions
Monogenic Risk
+ =
Challenge: Genotype First i.e. health risk in healthy people
Disease Susceptibility
Example:
BRCA2 and Mammography, Mastectomy, or Oophorectomy?
Rebbeck et al., JAMA 2015
Intensive
Screening
Invasive
Intervention
Challenge: specific + quantitative risk required to best inform health decision making.
Location of Risk
Degree of Risk
Polygenic Risk
Design
100,000+ subjects
Results
Millions of known variants
Polygenic Risk Score
Cumulative sum
w/ Trait w/o Trait
Σ
Opportunity:
Polygenic Risk is Actionable
Torkamani et al., Nat. Rev Genet. 2018
Statin treated
MI prevented
Screened
Cancer detected
PSA False positive
PSA True positive
Challenge:
Driving and Prioritizing Behavior Change
Image from Myriad Genetics
Low risk?
?Less frequent screening?
Target lifestyle risks?
High risk
Challenge:
How to Deliver, Store, and Use Polygenic Risk
Direct to Consumer Providers / Payors Public Policy
Your Genome, On Demand
Ali T’s Health
Challenge: Deliver Information at time of Health Decision Making
Disease
Detection
Non-Invasive Prenatal Screening
Image: NHGRI
Circulating Tumor DNA
Image: Bettegowda et al., Science Translational Medicine 2014
Opportunity + Challenge:
Circulating Nucleotides
Image: De Vlaminck et al., Science Translational Medicine 2014
Increased utility through…
Integration with Health Data
Torkamani et al., Cell 2017
Risk-Informed
Action Threshold
Genomics as a part of… High Definition Medicine
Torkamani et al., Cell 2017
Acknowledgements
Kristian Andersen PhD
Will Liu
Bhuvan Molparia PhD
Evan Muse MD PhD
Manuel Rueda PhD
Amalio Telenti MD PhD
Brian Schrader
Emily Spencer PhD
Eric Topol MD
Nathan Wineinger PhD
Paris Zhang
Contact:
atorkama@scripps.edu
@ATorkamani
NIH/NCRR flagship CTSA Grant
Gary and Mary West Foundation
Lavin Family Foundation
Leducq Foundation
Stowers Family Foundation
BD2K U54GM114833
Funding

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