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Reaching future diagnostics and therapies
and new medical insights
through data-driven discoveries
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
– Ansh Labs
– Prevendia
– Samsung
– Assay Depot
– Regeneron
– Verinata
– Pathway Diagnostics
– Geisinger Health
– Covance
– Wilson Sonsini Goodrich &
Rosati
– 10X Genomics
– Medgenics
– GNS Healthcare
– Gerson Lehman Group
– Coatue Management
• Corporate Relationships
– Northrop Grumman
– Aptalis
– Thomson Reuters
– Intel
– SAP
– SV Angel
• Speakers’ bureau
– None
• Companies started by students
– Carmenta
– Serendipity
– NuMedii
– Stimulomics
– NunaHealth
– Praedicat
– MyTime
– Flipora
Kilo
Kilo
Mega
Kilo
Mega
Giga
Kilo
Mega
Giga
Tera
Kilo
Mega
Giga
Tera
Peta
Kilo
Mega
Giga
Tera
Peta
Exa
Kilo
Mega
Giga
Tera
Peta
Exa
Zetta
Already nearly 1.6 million microarrays publicly-available!
Doubles every 2-3 years!
Butte AJ. Translational Bioinformatics: coming of age. JAMIA, 2008.
Yes, even a high-school student can
use public data to design a new
diagnostic!
Marina Sirota
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
Linda Liu
Matt Cooper
Bruce Ling
New markers for preeclampsia
Linda Liu
Bruce Ling
Matt Cooper
Liu LY, …, XB Ling, Butte AJ.
BMC Medicine, 2013.
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)
Validation methods are increasingly
commoditized
Rat colonoscopy Rat with
Inflammatory
Bowel Disease
Inflammatory
Bowel Disease
After
Anti-seizure Drug
Dudley JT, Sirota M, ..., Pasricha J, Butte AJ. Science Translational Medicine, 2011.
Anti-seizure drug works against a rat model of
inflammatory bowel disease
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 ($3.5
million)
Credit: Whitehead Institute and MIT
Credit: Oxford Nanopore Technologies and Wired
Nicholas Volker
Cancer genetic
sequencing will
soon become
routine
With daily
weight and
intake
measures,
I have lost 50
pounds (22 kg)
in the past
2 years!
Personal “big data”
Open data can drive health-defining mobile apps
Future blood tests will
be performed in
non-traditional outlets.
Where will the data live?
The cost of delivered
care is becoming public.
How will the public
respond?
immport.niaid.nih.gov
Jeff Wiser
Patrick Dunn
Sanchita Bhattacharya
The next big
open data?
Raw clinical
trials data
Download
100+ studies
today
Institute for Computational Health Sciences
We are used to kids starting computer, mobile, and
internet companies in garages and dorm rooms...
We are used to kids starting computer, mobile, and
internet companies in garages and dorm rooms...
Maybe kids today should be starting
“garage biotechs”?
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
• Lucile Packard Foundation for Children's Health
• NIH: NIAID, NLM, NIGMS, NCI; NIDDK, NHGRI, NIA, NHLBI, NCATS
• March of Dimes
• Hewlett Packard
• Howard Hughes Medical Institute
• California Institute for Regenerative Medicine
• Luke Evnin and Deann Wright (Scleroderma Research Foundation)
• Clayville Research Fund
• PhRMA Foundation
• Stanford Cancer Center, Bio-X, SPARK
• Tarangini Deshpande
• Sam Hawgood
• Keith Yamamoto
• Isaac Kohane
Admin and Tech Staff
• Mary Lyall
• Mounira Kenaani
• Kevin Kaier
• Boris Oskotsky

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Atul Butte's AAPS keynote presentation 6/2015

  • 1. Reaching future diagnostics and therapies and new medical insights through data-driven discoveries 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 – Ansh Labs – Prevendia – Samsung – Assay Depot – Regeneron – Verinata – Pathway Diagnostics – Geisinger Health – Covance – Wilson Sonsini Goodrich & Rosati – 10X Genomics – Medgenics – GNS Healthcare – Gerson Lehman Group – Coatue Management • Corporate Relationships – Northrop Grumman – Aptalis – Thomson Reuters – Intel – SAP – SV Angel • Speakers’ bureau – None • Companies started by students – Carmenta – Serendipity – NuMedii – Stimulomics – NunaHealth – Praedicat – MyTime – Flipora
  • 3.
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  • 12. Already nearly 1.6 million microarrays publicly-available! Doubles every 2-3 years! Butte AJ. Translational Bioinformatics: coming of age. JAMIA, 2008.
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  • 14. Yes, even a high-school student can use public data to design a new diagnostic!
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  • 20. 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 Linda Liu Matt Cooper Bruce Ling
  • 21.
  • 22. New markers for preeclampsia Linda Liu Bruce Ling Matt Cooper Liu LY, …, XB Ling, Butte AJ. BMC Medicine, 2013.
  • 23. 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)
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  • 29. Validation methods are increasingly commoditized
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  • 32. Rat colonoscopy Rat with Inflammatory Bowel Disease Inflammatory Bowel Disease After Anti-seizure Drug Dudley JT, Sirota M, ..., Pasricha J, Butte AJ. Science Translational Medicine, 2011. Anti-seizure drug works against a rat model of inflammatory bowel disease
  • 33. 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
  • 34. 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 ($3.5 million)
  • 36. Credit: Oxford Nanopore Technologies and Wired
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  • 40. With daily weight and intake measures, I have lost 50 pounds (22 kg) in the past 2 years! Personal “big data”
  • 41. Open data can drive health-defining mobile apps
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  • 43. Future blood tests will be performed in non-traditional outlets. Where will the data live?
  • 44. The cost of delivered care is becoming public. How will the public respond?
  • 45. immport.niaid.nih.gov Jeff Wiser Patrick Dunn Sanchita Bhattacharya The next big open data? Raw clinical trials data Download 100+ studies today
  • 46. Institute for Computational Health Sciences
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  • 48. We are used to kids starting computer, mobile, and internet companies in garages and dorm rooms...
  • 49. We are used to kids starting computer, mobile, and internet companies in garages and dorm rooms... Maybe kids today should be starting “garage biotechs”?
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  • 51. 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
  • 52. Support • Lucile Packard Foundation for Children's Health • NIH: NIAID, NLM, NIGMS, NCI; NIDDK, NHGRI, NIA, NHLBI, NCATS • March of Dimes • Hewlett Packard • Howard Hughes Medical Institute • California Institute for Regenerative Medicine • Luke Evnin and Deann Wright (Scleroderma Research Foundation) • Clayville Research Fund • PhRMA Foundation • Stanford Cancer Center, Bio-X, SPARK • Tarangini Deshpande • Sam Hawgood • Keith Yamamoto • Isaac Kohane Admin and Tech Staff • Mary Lyall • Mounira Kenaani • Kevin Kaier • Boris Oskotsky