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Translating a Trillion Points of Data into
New Diagnostics, Therapeutics, and a
New Precise Medical System
atul.butte@ucsf.edu
@atulbutte
Atul Butte, MD, PhD
Director, Institute for Computational
Health Sciences
University of California, San Francisco
Conflicts of Interest
• Scientific founder and
advisory board membership
– Genstruct
– NuMedii
– Personalis
– Carmenta
• Honoraria for talks
– Lilly
– Pfizer
– Siemens
– Bristol Myers Squibb
– AstraZeneca
– Roche
– Genentech
– Warburg Pincus
• Past or present consultancy
– Lilly
– Johnson and Johnson
– Roche
– NuMedii
– Genstruct
– Tercica
– Ecoeos
– Helix
– Ansh Labs
– Prevendia
– Samsung
– Assay Depot
– Regeneron
– Verinata
– Pathway Diagnostics
– Geisinger Health
– Covance
– Wilson Sonsini Goodrich & Rosati
– Orrick
– 10X Genomics
– Medgenics
– GNS Healthcare
– Gerson Lehman Group
– Coatue Management
• Corporate Relationships
– Northrop Grumman
– Aptalis
– Allergan
– Astellas
– Thomson Reuters
– Intel
– SAP
– SV Angel
– Progenity
– Illumina
• Speakers’ bureau
– None
• Companies started by students
– Carmenta
– Serendipity
– NuMedii
– Stimulomics
– NunaHealth
– Praedicat
– MyTime
– Flipora
Kilo
Mega
Giga
Tera
Peta
Exa
Zetta
@chr1sa
bit.ly/endscience
Preeclampsia: large cause of maternal and fetal death
• Incidence
• 5-8% of all pregnancies in the U.S. and worldwide
• 4.1 million births in the U.S. in 2009
• Up to 300K cases of preeclampsia annually in the U.S.
• Mortality
• Responsible for 18% of all maternal deaths in the U.S.
• Maternal death in 56 out of every 100,000 live births in US
• Neonatal death in 71 out of every 100,000 live births in US
• Cost
• $20 billion in direct costs in the U.S annually
• Average hospital stay of 3.5 days
• Need for a more specific diagnostic
Linda Liu
Bruce Ling
Matt Cooper
New blood markers for preeclampsia
Linda Liu
Bruce Ling
Matt Cooper
@MarchofDimes
bit.ly/preeclamp
Need a
diagnostic for
preeclampsia
Public big data
available
March of Dimes
Center for
Prematurity
Research
Data analyzed,
diagnostic
designed
SPARK grant
($50k)
Life Science
Angels, other
seed investors
($2 million)
@CarmentaBio
progenity.com
bit.ly/carm_prog
@MatthewHerper
bit.ly/newdrug1
Psychiatric Drug Imipramine Shows Significant Activity
Against Small Cell Lung Cancer
Vehicle control Imipramine
p53/Rb/p130
triple knockout
model of SCLC
Mice dosed after
tumor formation
Joel Dudley
Nadine Jahchan
Julien Sage
Alejandro Sweet-Cordero
Joel Neal
@NuMedii
Need more drugs
for more diseases
Public big data
available
NIH funding
Data analyzed,
method designed
Company launched,
ARRA, StartX,
Stanford license,
first deal
Claremont Creek,
Lightspeed
($5.5 million)
@NuMedii
bit.ly/immport
The next big open data: clinical trials data
immport.org
Build the strongest team in the world in
biomedical computation and health data analytics
• Launched in 2015
• Academic affinity home for 29 faculty and staff
• Research and development (and spin out technologies)
• Develop new educational plans
• Recruit the best computational/informatics faculty to UCSF
• Organize infrastructure and operations
• Build and use our new data assets for precision medicine
The next big data: clinical data
Combining healthcare data from across the
six University of California medical schools and systems
Clinical Data Warehouse
A Big UC Healthcare Data Analytics Platform
What could we do with raw clinical data?
• Mobile health researcher at UCSD can enable patients to contribute data for research
• Community activist and researcher UC Merced can study environmental factors
contributing to health and disease
• Transplant patient at UC Irvine can download all their data across UC Health
• App designer at UC Riverside can show patients their choices with chronic disease
• CMO at UCSF can build predictive models for readmission, test, share across UC Health
• AI researcher at UC Berkeley can build deep-learning models for image-based
diagnostics
• Health services researcher at UC Davis can build predictive models for drug efficacy, and
maybe enable pay-for-performance
• Cancer genomics researcher at UCSC can study all our clinical cancer genomes
Take home points:
• Plenty of high-quality data already available:
some public, some private
• Don’t wait for perfection; data always
getting better
• Use and intersect data to ask new questions,
to innovative new diagnostics and drugs
• Academia and industry are compatible: the science
can and will continue in industry
UC Clinical Data Warehouse Team
Executive Team
• Atul Butte
• Joe Bengfort
• Michael Pfeffer
• Tom Andriola
Steering Committee
• Irfan Chaudhry
• Mohammed Mahbouba
• Lisa Dahm
• David Dobbs
• Kent Andersen
• Ralph James
• Jennifer Holland
• Eugene Lee
ETL Team
• Albert Dugan
• Tony Choe
• Michael Sweeney
• Timothy Satterwhite
• Ayan Patel
• Niranjan Wagle
• Ralph James
• Joseph Dalton
Data Harmonization
• Dana Ludwig
Data Quality
• Momeena Ali
• Jodie Nygaard
Epic
• Kevin Ames
• Ben Jenkins
• Steve Gesualdo
Business Analyst
• Ankeeta Shukla
Hardware
• Sandeep Chandra
• Jeff Love
• Scott Bailey
• Kwong Law
• Pallav Saxena
Support
• Jack Stobo
• Michael Blum
• Sam Hawgood
Collaborators
• Jeff Wiser, Patrick Dunn, Mike Atassi / Northrop Grumman
• Ashley Xia and Quan Chen / NIAID
• Takashi Kadowaki, Momoko Horikoshi, Kazuo Hara, Hiroshi Ohtsu / U Tokyo
• Kyoko Toda, Satoru Yamada, Junichiro Irie / Kitasato Univ and Hospital
• Shiro Maeda / RIKEN
• Alejandro Sweet-Cordero, Julien Sage / Pediatric Oncology
• Mark Davis, C. Garrison Fathman / Immunology
• Russ Altman, Steve Quake / Bioengineering
• Euan Ashley, Joseph Wu, Tom Quertermous / Cardiology
• Mike Snyder, Carlos Bustamante, Anne Brunet / Genetics
• Jay Pasricha / Gastroenterology
• Rob Tibshirani, Brad Efron / Statistics
• Hannah Valantine, Kiran Khush/ Cardiology
• Ken Weinberg / Pediatric Stem Cell Therapeutics
• Mark Musen, Nigam Shah / National Center for Biomedical Ontology
• Minnie Sarwal / Nephrology
• David Miklos / Oncology
Support
Admin and Tech Staff
• Mary Lyall
• Mounira Kenaani
• Kevin Kaier
• Boris Oskotsky
• University of California, San Francisco
• NIH: NIAID, NLM, NIGMS, NCI; NIDDK, NHGRI, NIA, NHLBI, NCATS
• March of Dimes
• Juvenile Diabetes Research Foundation
• Hewlett Packard Foundation
• Howard Hughes Medical Institute
• California Institute for Regenerative Medicine
• Luke Evnin and Deann Wright (Scleroderma Research Foundation)
• Clayville Research Fund
• PhRMA Foundation
• Tarangini Deshpande
• Kimayani Butte
• Sam Hawgood
• Keith Yamamoto
• Isaac Kohane

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Precision Medicine World Conference 2017

  • 1. Translating a Trillion Points of Data into New Diagnostics, Therapeutics, and a New Precise Medical System atul.butte@ucsf.edu @atulbutte Atul Butte, MD, PhD Director, Institute for Computational Health Sciences University of California, San Francisco
  • 2. Conflicts of Interest • Scientific founder and advisory board membership – Genstruct – NuMedii – Personalis – Carmenta • Honoraria for talks – Lilly – Pfizer – Siemens – Bristol Myers Squibb – AstraZeneca – Roche – Genentech – Warburg Pincus • Past or present consultancy – Lilly – Johnson and Johnson – Roche – NuMedii – Genstruct – Tercica – Ecoeos – Helix – Ansh Labs – Prevendia – Samsung – Assay Depot – Regeneron – Verinata – Pathway Diagnostics – Geisinger Health – Covance – Wilson Sonsini Goodrich & Rosati – Orrick – 10X Genomics – Medgenics – GNS Healthcare – Gerson Lehman Group – Coatue Management • Corporate Relationships – Northrop Grumman – Aptalis – Allergan – Astellas – Thomson Reuters – Intel – SAP – SV Angel – Progenity – Illumina • Speakers’ bureau – None • Companies started by students – Carmenta – Serendipity – NuMedii – Stimulomics – NunaHealth – Praedicat – MyTime – Flipora
  • 5. Preeclampsia: large cause of maternal and fetal death • Incidence • 5-8% of all pregnancies in the U.S. and worldwide • 4.1 million births in the U.S. in 2009 • Up to 300K cases of preeclampsia annually in the U.S. • Mortality • Responsible for 18% of all maternal deaths in the U.S. • Maternal death in 56 out of every 100,000 live births in US • Neonatal death in 71 out of every 100,000 live births in US • Cost • $20 billion in direct costs in the U.S annually • Average hospital stay of 3.5 days • Need for a more specific diagnostic Linda Liu Bruce Ling Matt Cooper
  • 6. New blood markers for preeclampsia Linda Liu Bruce Ling Matt Cooper @MarchofDimes bit.ly/preeclamp
  • 7. Need a diagnostic for preeclampsia Public big data available March of Dimes Center for Prematurity Research Data analyzed, diagnostic designed SPARK grant ($50k) Life Science Angels, other seed investors ($2 million) @CarmentaBio progenity.com bit.ly/carm_prog
  • 9. Psychiatric Drug Imipramine Shows Significant Activity Against Small Cell Lung Cancer Vehicle control Imipramine p53/Rb/p130 triple knockout model of SCLC Mice dosed after tumor formation Joel Dudley Nadine Jahchan Julien Sage Alejandro Sweet-Cordero Joel Neal @NuMedii
  • 10. Need more drugs for more diseases Public big data available NIH funding Data analyzed, method designed Company launched, ARRA, StartX, Stanford license, first deal Claremont Creek, Lightspeed ($5.5 million) @NuMedii
  • 11. bit.ly/immport The next big open data: clinical trials data immport.org
  • 12. Build the strongest team in the world in biomedical computation and health data analytics • Launched in 2015 • Academic affinity home for 29 faculty and staff • Research and development (and spin out technologies) • Develop new educational plans • Recruit the best computational/informatics faculty to UCSF • Organize infrastructure and operations • Build and use our new data assets for precision medicine
  • 13.
  • 14. The next big data: clinical data
  • 15. Combining healthcare data from across the six University of California medical schools and systems Clinical Data Warehouse A Big UC Healthcare Data Analytics Platform
  • 16. What could we do with raw clinical data? • Mobile health researcher at UCSD can enable patients to contribute data for research • Community activist and researcher UC Merced can study environmental factors contributing to health and disease • Transplant patient at UC Irvine can download all their data across UC Health • App designer at UC Riverside can show patients their choices with chronic disease • CMO at UCSF can build predictive models for readmission, test, share across UC Health • AI researcher at UC Berkeley can build deep-learning models for image-based diagnostics • Health services researcher at UC Davis can build predictive models for drug efficacy, and maybe enable pay-for-performance • Cancer genomics researcher at UCSC can study all our clinical cancer genomes
  • 17.
  • 18. Take home points: • Plenty of high-quality data already available: some public, some private • Don’t wait for perfection; data always getting better • Use and intersect data to ask new questions, to innovative new diagnostics and drugs • Academia and industry are compatible: the science can and will continue in industry
  • 19. UC Clinical Data Warehouse Team Executive Team • Atul Butte • Joe Bengfort • Michael Pfeffer • Tom Andriola Steering Committee • Irfan Chaudhry • Mohammed Mahbouba • Lisa Dahm • David Dobbs • Kent Andersen • Ralph James • Jennifer Holland • Eugene Lee ETL Team • Albert Dugan • Tony Choe • Michael Sweeney • Timothy Satterwhite • Ayan Patel • Niranjan Wagle • Ralph James • Joseph Dalton Data Harmonization • Dana Ludwig Data Quality • Momeena Ali • Jodie Nygaard Epic • Kevin Ames • Ben Jenkins • Steve Gesualdo Business Analyst • Ankeeta Shukla Hardware • Sandeep Chandra • Jeff Love • Scott Bailey • Kwong Law • Pallav Saxena Support • Jack Stobo • Michael Blum • Sam Hawgood
  • 20. Collaborators • Jeff Wiser, Patrick Dunn, Mike Atassi / Northrop Grumman • Ashley Xia and Quan Chen / NIAID • Takashi Kadowaki, Momoko Horikoshi, Kazuo Hara, Hiroshi Ohtsu / U Tokyo • Kyoko Toda, Satoru Yamada, Junichiro Irie / Kitasato Univ and Hospital • Shiro Maeda / RIKEN • Alejandro Sweet-Cordero, Julien Sage / Pediatric Oncology • Mark Davis, C. Garrison Fathman / Immunology • Russ Altman, Steve Quake / Bioengineering • Euan Ashley, Joseph Wu, Tom Quertermous / Cardiology • Mike Snyder, Carlos Bustamante, Anne Brunet / Genetics • Jay Pasricha / Gastroenterology • Rob Tibshirani, Brad Efron / Statistics • Hannah Valantine, Kiran Khush/ Cardiology • Ken Weinberg / Pediatric Stem Cell Therapeutics • Mark Musen, Nigam Shah / National Center for Biomedical Ontology • Minnie Sarwal / Nephrology • David Miklos / Oncology
  • 21. Support Admin and Tech Staff • Mary Lyall • Mounira Kenaani • Kevin Kaier • Boris Oskotsky • University of California, San Francisco • NIH: NIAID, NLM, NIGMS, NCI; NIDDK, NHGRI, NIA, NHLBI, NCATS • March of Dimes • Juvenile Diabetes Research Foundation • Hewlett Packard Foundation • Howard Hughes Medical Institute • California Institute for Regenerative Medicine • Luke Evnin and Deann Wright (Scleroderma Research Foundation) • Clayville Research Fund • PhRMA Foundation • Tarangini Deshpande • Kimayani Butte • Sam Hawgood • Keith Yamamoto • Isaac Kohane