Optimize physician workflow and you’ll contribute to optimizing patient care. But what is it physicians look for to improve diagnoses, decision-making, patient care, and ultimately, outcomes? To answer this, consider what constitutes ideal working conditions in any industry: the right tools, training, and information to maximize productivity and deliver results. Physicians need analytics integrated into the EHR to maximize their efficiency, a common quest among the chronically overworked. And by flowing the universe of global, local, and individual data back into an enterprise data warehouse, a healthcare system can close the analytics loop, and begin to realize true precision medicine.
The Real Opportunity of Precision Medicine and How to Not Miss OutHealth Catalyst
Precision medicine, defined as a new model of patient-powered research that will give clinicians the ability to select the best treatment for an individual patient, holds the key that will allow health IT to merge advances in genomics research with new methods for managing and analyzing large data sets. This will accelerate research and biomedical discoveries. However, clinical improvements are often designed to reduce variation. So, how do systems balance tailoring medicine to each patient with standardizing care? The answer is precise registries. For example, using registries that can account for the most accurate, specific patients and disease, clinicians can use gene variant knowledge bases to provide personalized care.
Going Beyond Genomics in Precision Medicine: What's NextHealth Catalyst
Precision medicine processes, while involving genomics, are not confined to working with data about an individual’s genes, environment, and lifestyle. Precision medicine also means putting patients on the right path of care, taking into consideration other individual tolerances, such as participation and cost. Precision medicine processes incorporate data beyond the individual, pulling in socio-economic data, as well as relevant internal and external data, to create an entire patient data ecosystem. With reusable data modules, this information is processed within a closed-loop analytics framework to facilitate clinical decision making at the point of care. This optimizes clinical workflow, thus leading to more precise medicine.
IQYOU Health Crowdfunding oct 2016 10-14runstrong123
IQYOU Personalized Health Portal Croudfunding Opportunity. The first science-based heath portal to provide a blueprint for best health including your health risks and solutions to minimize risks and feel your best. Co-founded by Dr. Joseph Pizzorno, the father of evidence-based medicine, and founder of Bastyr University. Go to www.iqyouhealth.com and try it out for free!
The slide presentation that preceded of the annual Health Datapalooza in Washington DC, PCORI was pleased to participate in the latest installment in the Health Data Consortium and PricewaterhouseCoopers (PwC) Innovators in Health Data Series, a webinar featuring PCORI Executive Director Joe Selby, MD, MPH; NIH Director and PCORI Board of Governors member Francis Collins, MD, PhD; and Philip Bourne, PhD, NIH’s Associate Director for Data Science.
Optimize physician workflow and you’ll contribute to optimizing patient care. But what is it physicians look for to improve diagnoses, decision-making, patient care, and ultimately, outcomes? To answer this, consider what constitutes ideal working conditions in any industry: the right tools, training, and information to maximize productivity and deliver results. Physicians need analytics integrated into the EHR to maximize their efficiency, a common quest among the chronically overworked. And by flowing the universe of global, local, and individual data back into an enterprise data warehouse, a healthcare system can close the analytics loop, and begin to realize true precision medicine.
The Real Opportunity of Precision Medicine and How to Not Miss OutHealth Catalyst
Precision medicine, defined as a new model of patient-powered research that will give clinicians the ability to select the best treatment for an individual patient, holds the key that will allow health IT to merge advances in genomics research with new methods for managing and analyzing large data sets. This will accelerate research and biomedical discoveries. However, clinical improvements are often designed to reduce variation. So, how do systems balance tailoring medicine to each patient with standardizing care? The answer is precise registries. For example, using registries that can account for the most accurate, specific patients and disease, clinicians can use gene variant knowledge bases to provide personalized care.
Going Beyond Genomics in Precision Medicine: What's NextHealth Catalyst
Precision medicine processes, while involving genomics, are not confined to working with data about an individual’s genes, environment, and lifestyle. Precision medicine also means putting patients on the right path of care, taking into consideration other individual tolerances, such as participation and cost. Precision medicine processes incorporate data beyond the individual, pulling in socio-economic data, as well as relevant internal and external data, to create an entire patient data ecosystem. With reusable data modules, this information is processed within a closed-loop analytics framework to facilitate clinical decision making at the point of care. This optimizes clinical workflow, thus leading to more precise medicine.
IQYOU Health Crowdfunding oct 2016 10-14runstrong123
IQYOU Personalized Health Portal Croudfunding Opportunity. The first science-based heath portal to provide a blueprint for best health including your health risks and solutions to minimize risks and feel your best. Co-founded by Dr. Joseph Pizzorno, the father of evidence-based medicine, and founder of Bastyr University. Go to www.iqyouhealth.com and try it out for free!
The slide presentation that preceded of the annual Health Datapalooza in Washington DC, PCORI was pleased to participate in the latest installment in the Health Data Consortium and PricewaterhouseCoopers (PwC) Innovators in Health Data Series, a webinar featuring PCORI Executive Director Joe Selby, MD, MPH; NIH Director and PCORI Board of Governors member Francis Collins, MD, PhD; and Philip Bourne, PhD, NIH’s Associate Director for Data Science.
From Research to Practice - New Models for Data-sharing and Collaboration to ...Health Data Consortium
Watch the webinar here: http://encore.meetingbridge.com/MB005418/140528/
Webinar transcript: http://hdc.membershipsoftware.org/Files/webinars/HDC-PwC%20NIH%20&%20PCORI%20Webinar%20Transcript%205_28_14.pdf
Patient-Centered Outcomes Research Institute (PCORI) Executive Director Joe Selby, MD, MPH; National Institutes of Health (NIH) Director and PCORI Board of Governors member Francis Collins, MD, PhD; and NIH Associate Director for Data Science Philip Bourne, PhD discussed new and emerging trends in big data for health, including:
- How researchers, patients, clinicians, and others are forging new models for data-sharing.
- Leveraging the quantity, variety, and analytic potential of health-related data for research and practice.
- Addressing patients’ perspectives, needs, and concerns in creating new opportunities for innovation and translational science.
- Exciting initiatives such as PCORnet, the National Patient-Centered Clinical Research Network initiative that PCORI is now helping to develop, and related open data and technology efforts such - as the NIH Health Systems Collaboratory and Big Data to Knowledge (BD2K) initiative.
Discover more health data resources on our website at http://www.healthdataconsortium.org/
High-powered webcast to NNLM Feb 21, 2019. Introduces the Superpatient concept, contrasts it with generic "citizen scientists," gives several examples, addresses the cultural obstacles that hold back progress, and asks how medical libraries might encourage and support superpatients in their efforts.
mHealth Israel_Washington University in St Louis / BJC Healthcare, Institute ...Levi Shapiro
Presentation by Dr. Philip Payne for the mHealth Israel community, introducing the Washington University in St. Louis / BJC Healthcare Institute for Informatics.
On March 30, 2015, the Friends of the National Library of Medicine
joined with leaders from across the National Institutes of Health and
across the library, informatics, and related arenas to honor Donald
A.B. Lindberg, MD, as he retired as NLM’s director after 30-plus years
of outstanding leadership and service. The tributes reflect the range
of Don’s influence and inspiration.
The Networked Public Physician: Will you take the plunge?Joyce Lee
Slides for my talk to the 1st year medical students at the University of Michigan about the transformative power of social media. Check out the homework I gave ahead of time! http://joyceisplayingontheinter.net/andtweetingwithmedstudents.html
Crowdsourcing applied to knowledge management in translational research: the ...SC CTSI at USC and CHLA
Date: November 8th, 2018
Speaker: Andrew Su, PhD, Professor, Department of Integrative, Structural and Computational Biology, The Scripps Research Institute
Overview: Crowdsourcing involves the engagement of large communities of individuals to collaboratively accomplish tasks at massive scale. These tasks could be online or offline, paid or for free. But how can crowdsourcing science help your research? This webinar will describe two crowdsourcing projects for translational research, both of which aim to better organize biomedical information so that it can be more easily accessed, integrated, and queried:
First, the goal of the Gene Wiki project is to create a community-maintained knowledge base of all relationships between biological entities, including genes, diseases, drugs, pathways, and variants. This project draws on the collective efforts of informatics researchers from a wide range of disciplines, including bioinformatics, cheminformatics, and medical informatics.
Second, the Mark2Cure project partners with the citizen scientist community to extract structured content from biomedical abstracts with an emphasis on rare disease. Although citizen scientists do not have any specialized expertise, after receiving proper training, Mark2Cure has shown that in aggregate they perform bio-curation at an accuracy comparable to professional scientists.
Homeostasis is nature’s engineering behind the most complex autonomic system that exists: the human body. Homeostasis is a self-regulating process by which biological systems tend to maintain stability while adjusting to conditions that are optimal for survival. Disruption in homeostasis results in malfunctioning of natural autonomic system causing chronic diseases. Chronic diseases have been the leading cause of death and human suffering in the last 50 years. They also have resulted in highest financial burden for individuals and countries. This can be corrected using external augmentation of the homeostasis loop. Recent progress in artificial pancreas for Type 1 Diabetes is a compelling example for such augmentation. In this paper we discuss emerging multimodal approaches for such augmentation in the context of chronical diseases. We show that multimodal sensing and fundamental technology developed by multimedia computing community may offer powerful augmentation of natural homeostasis to assist in management of chronic diseases.
In the second of our Real World Data (RWD) webinars, we examined new techniques that go beyond the standard Body Mass Index, and how large data sets are being mined for meaningful real world applications.
Speakers included:
Dr. Naomi Allen, Senior epidemiologist, UK Biobank
Olof Dahlqvist Leinhard, PhD, Co-Founder & Chief Technology Officer, AMRA
Theresa Tuthill, PhD, Head of Imaging Methodologies, Biomarkers and Development Group, Early Clinical Development, Pfizer.
Slide presentation from Day One of the PCORnet Partners meeting. The January 21-2, 2014 meeting took place at the Brookings Institute. This event launched the development of the nation’s most ambitious and promising clinical research network aimed at delivering high quality care through patient-centered outcomes research.
From Research to Practice - New Models for Data-sharing and Collaboration to ...Health Data Consortium
Watch the webinar here: http://encore.meetingbridge.com/MB005418/140528/
Webinar transcript: http://hdc.membershipsoftware.org/Files/webinars/HDC-PwC%20NIH%20&%20PCORI%20Webinar%20Transcript%205_28_14.pdf
Patient-Centered Outcomes Research Institute (PCORI) Executive Director Joe Selby, MD, MPH; National Institutes of Health (NIH) Director and PCORI Board of Governors member Francis Collins, MD, PhD; and NIH Associate Director for Data Science Philip Bourne, PhD discussed new and emerging trends in big data for health, including:
- How researchers, patients, clinicians, and others are forging new models for data-sharing.
- Leveraging the quantity, variety, and analytic potential of health-related data for research and practice.
- Addressing patients’ perspectives, needs, and concerns in creating new opportunities for innovation and translational science.
- Exciting initiatives such as PCORnet, the National Patient-Centered Clinical Research Network initiative that PCORI is now helping to develop, and related open data and technology efforts such - as the NIH Health Systems Collaboratory and Big Data to Knowledge (BD2K) initiative.
Discover more health data resources on our website at http://www.healthdataconsortium.org/
High-powered webcast to NNLM Feb 21, 2019. Introduces the Superpatient concept, contrasts it with generic "citizen scientists," gives several examples, addresses the cultural obstacles that hold back progress, and asks how medical libraries might encourage and support superpatients in their efforts.
mHealth Israel_Washington University in St Louis / BJC Healthcare, Institute ...Levi Shapiro
Presentation by Dr. Philip Payne for the mHealth Israel community, introducing the Washington University in St. Louis / BJC Healthcare Institute for Informatics.
On March 30, 2015, the Friends of the National Library of Medicine
joined with leaders from across the National Institutes of Health and
across the library, informatics, and related arenas to honor Donald
A.B. Lindberg, MD, as he retired as NLM’s director after 30-plus years
of outstanding leadership and service. The tributes reflect the range
of Don’s influence and inspiration.
The Networked Public Physician: Will you take the plunge?Joyce Lee
Slides for my talk to the 1st year medical students at the University of Michigan about the transformative power of social media. Check out the homework I gave ahead of time! http://joyceisplayingontheinter.net/andtweetingwithmedstudents.html
Crowdsourcing applied to knowledge management in translational research: the ...SC CTSI at USC and CHLA
Date: November 8th, 2018
Speaker: Andrew Su, PhD, Professor, Department of Integrative, Structural and Computational Biology, The Scripps Research Institute
Overview: Crowdsourcing involves the engagement of large communities of individuals to collaboratively accomplish tasks at massive scale. These tasks could be online or offline, paid or for free. But how can crowdsourcing science help your research? This webinar will describe two crowdsourcing projects for translational research, both of which aim to better organize biomedical information so that it can be more easily accessed, integrated, and queried:
First, the goal of the Gene Wiki project is to create a community-maintained knowledge base of all relationships between biological entities, including genes, diseases, drugs, pathways, and variants. This project draws on the collective efforts of informatics researchers from a wide range of disciplines, including bioinformatics, cheminformatics, and medical informatics.
Second, the Mark2Cure project partners with the citizen scientist community to extract structured content from biomedical abstracts with an emphasis on rare disease. Although citizen scientists do not have any specialized expertise, after receiving proper training, Mark2Cure has shown that in aggregate they perform bio-curation at an accuracy comparable to professional scientists.
Homeostasis is nature’s engineering behind the most complex autonomic system that exists: the human body. Homeostasis is a self-regulating process by which biological systems tend to maintain stability while adjusting to conditions that are optimal for survival. Disruption in homeostasis results in malfunctioning of natural autonomic system causing chronic diseases. Chronic diseases have been the leading cause of death and human suffering in the last 50 years. They also have resulted in highest financial burden for individuals and countries. This can be corrected using external augmentation of the homeostasis loop. Recent progress in artificial pancreas for Type 1 Diabetes is a compelling example for such augmentation. In this paper we discuss emerging multimodal approaches for such augmentation in the context of chronical diseases. We show that multimodal sensing and fundamental technology developed by multimedia computing community may offer powerful augmentation of natural homeostasis to assist in management of chronic diseases.
In the second of our Real World Data (RWD) webinars, we examined new techniques that go beyond the standard Body Mass Index, and how large data sets are being mined for meaningful real world applications.
Speakers included:
Dr. Naomi Allen, Senior epidemiologist, UK Biobank
Olof Dahlqvist Leinhard, PhD, Co-Founder & Chief Technology Officer, AMRA
Theresa Tuthill, PhD, Head of Imaging Methodologies, Biomarkers and Development Group, Early Clinical Development, Pfizer.
Slide presentation from Day One of the PCORnet Partners meeting. The January 21-2, 2014 meeting took place at the Brookings Institute. This event launched the development of the nation’s most ambitious and promising clinical research network aimed at delivering high quality care through patient-centered outcomes research.
Similar to Biomedicine from Stethoscope to Computer (20)
Presented online as part of the NASM series in Advancing Drug Discovery see https://www.nationalacademies.org/event/40883_09-2023_advancing-drug-discovery-data-science-meets-drug-discovery
For a panel discussion at the Associate Research Libraries Spring meeting April 27, 2022, Montreal https://www.arl.org/schedule-for-spring-2022-association-meeting/
Frontiers of Computing at the Cellular and Molecular ScalesPhilip Bourne
3 basic points when establishing a new biomedical initiative. Presented at Frontiers of Computing in Health and Society, George Mason University, September 21, 2021.
June 3, 2024 Anti-Semitism Letter Sent to MIT President Kornbluth and MIT Cor...Levi Shapiro
Letter from the Congress of the United States regarding Anti-Semitism sent June 3rd to MIT President Sally Kornbluth, MIT Corp Chair, Mark Gorenberg
Dear Dr. Kornbluth and Mr. Gorenberg,
The US House of Representatives is deeply concerned by ongoing and pervasive acts of antisemitic
harassment and intimidation at the Massachusetts Institute of Technology (MIT). Failing to act decisively to ensure a safe learning environment for all students would be a grave dereliction of your responsibilities as President of MIT and Chair of the MIT Corporation.
This Congress will not stand idly by and allow an environment hostile to Jewish students to persist. The House believes that your institution is in violation of Title VI of the Civil Rights Act, and the inability or
unwillingness to rectify this violation through action requires accountability.
Postsecondary education is a unique opportunity for students to learn and have their ideas and beliefs challenged. However, universities receiving hundreds of millions of federal funds annually have denied
students that opportunity and have been hijacked to become venues for the promotion of terrorism, antisemitic harassment and intimidation, unlawful encampments, and in some cases, assaults and riots.
The House of Representatives will not countenance the use of federal funds to indoctrinate students into hateful, antisemitic, anti-American supporters of terrorism. Investigations into campus antisemitism by the Committee on Education and the Workforce and the Committee on Ways and Means have been expanded into a Congress-wide probe across all relevant jurisdictions to address this national crisis. The undersigned Committees will conduct oversight into the use of federal funds at MIT and its learning environment under authorities granted to each Committee.
• The Committee on Education and the Workforce has been investigating your institution since December 7, 2023. The Committee has broad jurisdiction over postsecondary education, including its compliance with Title VI of the Civil Rights Act, campus safety concerns over disruptions to the learning environment, and the awarding of federal student aid under the Higher Education Act.
• The Committee on Oversight and Accountability is investigating the sources of funding and other support flowing to groups espousing pro-Hamas propaganda and engaged in antisemitic harassment and intimidation of students. The Committee on Oversight and Accountability is the principal oversight committee of the US House of Representatives and has broad authority to investigate “any matter” at “any time” under House Rule X.
• The Committee on Ways and Means has been investigating several universities since November 15, 2023, when the Committee held a hearing entitled From Ivory Towers to Dark Corners: Investigating the Nexus Between Antisemitism, Tax-Exempt Universities, and Terror Financing. The Committee followed the hearing with letters to those institutions on January 10, 202
Unit 8 - Information and Communication Technology (Paper I).pdfThiyagu K
This slides describes the basic concepts of ICT, basics of Email, Emerging Technology and Digital Initiatives in Education. This presentations aligns with the UGC Paper I syllabus.
Introduction to AI for Nonprofits with Tapp NetworkTechSoup
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Palestine last event orientationfvgnh .pptxRaedMohamed3
An EFL lesson about the current events in Palestine. It is intended to be for intermediate students who wish to increase their listening skills through a short lesson in power point.
Welcome to TechSoup New Member Orientation and Q&A (May 2024).pdfTechSoup
In this webinar you will learn how your organization can access TechSoup's wide variety of product discount and donation programs. From hardware to software, we'll give you a tour of the tools available to help your nonprofit with productivity, collaboration, financial management, donor tracking, security, and more.
The Roman Empire A Historical Colossus.pdfkaushalkr1407
The Roman Empire, a vast and enduring power, stands as one of history's most remarkable civilizations, leaving an indelible imprint on the world. It emerged from the Roman Republic, transitioning into an imperial powerhouse under the leadership of Augustus Caesar in 27 BCE. This transformation marked the beginning of an era defined by unprecedented territorial expansion, architectural marvels, and profound cultural influence.
The empire's roots lie in the city of Rome, founded, according to legend, by Romulus in 753 BCE. Over centuries, Rome evolved from a small settlement to a formidable republic, characterized by a complex political system with elected officials and checks on power. However, internal strife, class conflicts, and military ambitions paved the way for the end of the Republic. Julius Caesar’s dictatorship and subsequent assassination in 44 BCE created a power vacuum, leading to a civil war. Octavian, later Augustus, emerged victorious, heralding the Roman Empire’s birth.
Under Augustus, the empire experienced the Pax Romana, a 200-year period of relative peace and stability. Augustus reformed the military, established efficient administrative systems, and initiated grand construction projects. The empire's borders expanded, encompassing territories from Britain to Egypt and from Spain to the Euphrates. Roman legions, renowned for their discipline and engineering prowess, secured and maintained these vast territories, building roads, fortifications, and cities that facilitated control and integration.
The Roman Empire’s society was hierarchical, with a rigid class system. At the top were the patricians, wealthy elites who held significant political power. Below them were the plebeians, free citizens with limited political influence, and the vast numbers of slaves who formed the backbone of the economy. The family unit was central, governed by the paterfamilias, the male head who held absolute authority.
Culturally, the Romans were eclectic, absorbing and adapting elements from the civilizations they encountered, particularly the Greeks. Roman art, literature, and philosophy reflected this synthesis, creating a rich cultural tapestry. Latin, the Roman language, became the lingua franca of the Western world, influencing numerous modern languages.
Roman architecture and engineering achievements were monumental. They perfected the arch, vault, and dome, constructing enduring structures like the Colosseum, Pantheon, and aqueducts. These engineering marvels not only showcased Roman ingenuity but also served practical purposes, from public entertainment to water supply.
Read| The latest issue of The Challenger is here! We are thrilled to announce that our school paper has qualified for the NATIONAL SCHOOLS PRESS CONFERENCE (NSPC) 2024. Thank you for your unwavering support and trust. Dive into the stories that made us stand out!
Instructions for Submissions thorugh G- Classroom.pptxJheel Barad
This presentation provides a briefing on how to upload submissions and documents in Google Classroom. It was prepared as part of an orientation for new Sainik School in-service teacher trainees. As a training officer, my goal is to ensure that you are comfortable and proficient with this essential tool for managing assignments and fostering student engagement.
The French Revolution, which began in 1789, was a period of radical social and political upheaval in France. It marked the decline of absolute monarchies, the rise of secular and democratic republics, and the eventual rise of Napoleon Bonaparte. This revolutionary period is crucial in understanding the transition from feudalism to modernity in Europe.
For more information, visit-www.vavaclasses.com
Digital Tools and AI for Teaching Learning and Research
Biomedicine from Stethoscope to Computer
1. Biomedicine – from
Stethoscope to Computer
Philip E. Bourne
NIH Associate Director for Data Science
Emerging Researchers National Conference in STEM
February 20, 2015
2. What I do…
I run a program at the NIH which supports projects that
advance the contribution of the computational and
quantitative sciences to biomedical discovery.
I also run a research lab at the NIH where we do
computational biology with an emphasis on
protein structure.
3. How I think I got here…
• I embrace change
• I make and keep lots of friends and
colleagues
• I keep questioning assumptions
• I follow my heart
• I learned to live with regret
• I try to make the most of every day
• I go after the big problems
• I give back to the scientific community and
society
Google “PLOS Ten Simple Rules”
4. The Life of One Scientist – The Early Years
So That You Might Not Make the Same Mistakes
• My high school
teacher Mr. Wilson
said I would be a
failure at chemistry
• My PhD is in
chemistry
• The opportunity to live
in different places
shaped my life
• Good friends are forever
10. Senior Scientist HHMI Columbia
University New York
• Driven not by career but wanting to
live in New York City
11. ~1990 Got Involved with
The Human Genome
• Was only possible by
applying computers to
problems in biology
• Developed algorithms to
support physical and
genetic mapping of
Chromosome 13
12. Went to UCSD to Apply Computers to
Big Biological Problems
In 1993 possibly the best place
in the world to do
computational biology
15. Realized that there is still more
work for me to do… it isn’t all in the
lab… and it is in Washington, D.C.
New Job!
Associate Director for Data
Science (ADDS)
at the National Institutes of
Health (NIH)
Mission: To accelerate
and support the integration
of the computational and
quantitative sciences and
the biomedical sciences.
I also got to move my lab to the NIH – my group’s research in
protein structure biology continues here in the D.C. area and with
collaborations all over the world.
17. 1. Josh Sommer and Chordoma
Disease
http://fora.tv/2010/04/23/Sage_Commons_Josh_Sommer_Chordoma_Foundation#fullprogram
18. Josh Sommer – A Remarkable Young Man
Co-founder & Executive Director the Chordoma Foundation
http://sagecongress.org/Presentations/Sommer.pdf
19. Chordoma
• A rare form of brain
cancer
• No known drugs
• Treatment – surgical
resection followed by
intense radiation
therapy
http://upload.wikimedia.org/wikipedia/commons/2/2b/Chordoma.JPG
26. Open Data leads to faster cures
Collaboration
• Open Data generates collaborations and supports Team
Science
• Collaborations bring in more researchers
Big Data
• More researchers create more data
• More researchers create different types of data
Faster Cures
• Computational Science helps biologists do more with all
that Big Data
• Big Data leads to new discoveries.
28. The Worst of Times
Source: http://www.pharmafocusasia.com/strategy/drug_discovery_india_force_to_reckon.htm
29. Here is One Reason Why
• Tykerb – Breast cancer
• Gleevac – Leukemia, GI
cancers
• Nexavar – Kidney and liver
cancer
• Staurosporine – natural product
– alkaloid – uses many e.g.,
antifungal antihypertensive
Collins and Workman 2006 Nature Chemical Biology 2 689-700
30. Bioinformatics – Reverse Engineering
Drug Discovery
Characterize ligand binding
site of primary target
(Geometric Potential)
Identify off-targets by ligand
binding site similarity
(Sequence order independent
profile-profile alignment)
Extract known drugs
or inhibitors of the
primary and/or off-targets
Search for similar
small molecules
Dock molecules to both
primary and off-targets
Statistics analysis
of docking score
correlations
…
Xie and Bourne 2009
Bioinformatics 25(12) 305-312
31. 2. HARNESSING SOCIETY FOR
SCIENCE
A Team of scientists is great but….what if ordinary people could
help us do science. Computer games are the key.
32. Nature’s Reductionism
There are ~ 20300 possible proteins
>>>> all the atoms in the Universe
11.2M protein sequences from
10,854 species (source RefSeq)
38,221 protein structures
yield 1195 domain folds (SCOP 1.75)
33. Bridging fields to support
innovationSometimes biomedical research is mind-numbingly
BORING! How can we manage time-intensive, low-skill
tasks without biologist burn out??? Crowdsourcing?
35. Think Tank: Game Developers and
Biomedical Researchers
9 biomedical researchers
&
10 game developers
December 9-10, 2014 @
NIH
To address challenges of how these two communities
collaborate, exchange data science & visualization
expertise, and develop games for enabling and
performing biomedical research
38. “And that’s why we’re here today. Because something
called precision medicine … gives us one of the greatest
opportunities for new medical breakthroughs that we
have ever seen.”
President Barack Obama
January 30, 2015
41. Precision Medicine
Concept is not new
• Consider prescription eyeglasses, blood transfusions…
• Prospects for broader application raised by recent advances
in basic research, technology development, genomics,
proteomics, metabolomics, EMRs, Big Data, mHealth, etc.
• Reinforced by 2011 National Research Council report
What is needed now
• Development of rigorous research program to provide
scientific evidence needed to turn concept into reality
• Recruitment of the best and brightest from multiple disciplines
to join the team
42. Precision Medicine Initiative:
The Time Is Right
Ten Years Ago
Now – 2014
(most recent data)
Cost of sequencing a
human genome
$22,000,000 $1000 - $5000
Amount of Time to
Sequence a Human
Genome
2 years <1 day
Number of smart
phones in the United
States
1 million (<2%) 160 million (58%)
EMR Adoption,
(% providers)
20-30% >90%
Computing Power n n x 16
43. Precision Medicine:
What Success Might Look Like
50-year-old woman with type 2 diabetes
visits her doctor
• Now
– Though woman’s glucose control has been
suboptimal, doctor renews her prescription for
drug often used for type 2 diabetes
– Continues to monitor blood glucose with
fingersticks and glucometer, despite
dissatisfaction with these methods
44. Precision Medicine:
What Success Might Look Like
50-year-old woman with type 2 diabetes visits her
doctor
• Future: + 2 years
– Volunteers for new national research network
• Sample of her DNA, along with her health information, sent to
researchers for sequencing/analysis
• Can view her health/research data via smartphone
– Agrees to researchers’ request to track her glucose
levels via tiny implantable chip that sends wireless
signals to her watch, researchers’ computers
• Using these data, she changes diet, medicine dose schedule
45. Other Diseases:
What Success Might Look Like
50-year-old woman with type 2 diabetes
visits her doctor
• Future: + 5 years
– Receives word from her doctor about a new
drug based upon improved molecular
understanding of type 2 diabetes
– When she enters drug’s name into her
smartphone’s Rx app, her genomic data
show she’ll metabolize the drug slowly
• Her doctor alters the dose accordingly
46. Other Diseases:
What Success Might Look Like
50-year-old woman with type 2 diabetes visits
her doctor
• Future: + 10 years
– Celebrates her 60th birthday and reflects with her
family about how proud she is to be part of cohort
study
– Her glucose levels remain well controlled; she’s
suffered no diabetes-related complications
– Her children decide to volunteer for cohort study