SlideShare une entreprise Scribd logo
1  sur  11
Using the CDD Vault for MM4TB
Sean Ekins PhD, DSc.
CSO, Collaborative Drug Discovery, Inc
Burlingame, CA
The Exploitation pathway…
Torbjörn Ingemansson
European Commission
Sean Ekins
Collaborative Drug Discovery, Inc.
Claire Skentelbery
European Biotechnology Network
Bonny Harbinger
National Institutes of Health
“by provisioning the right amount of storage and compute resources, cost can be significantly
reduced with no significant impact on application performance”
CDD- a decade of drug
discovery collaborations2004 - present
SaaS
Easy to use
Used by Academia
Industry, Biotech
Private
Selective
collaboration
100’s of published
datasets
NIH funded STTR collaboration
Some
collaborations
outside also
1R41AI088893-01
2R42AI088893-02
Developing molecules for TB
Using computational data mining
New technologies for TB drug discovery
From Desktop to Mobile apps – making data accessible
Clark et al., submitted 2014
Predict targets
http://goo.gl/vPOKS
http://goo.gl/iDJFR
Drug discovery is repetitive and there are 1000s of diseases
Drug discovery is high risk
Do we need robots or just smarter programs that discover the ideas we test?
24 groups in this project use a single
Participants from India, Russia, South Africa, Europe, USA
TB Drug Accelerator
Another example of a big TB collaboration
7 Big Pharma and 4 academic institutes will open up targeted sections of their compound
libraries and share data with each other.
• Abbott
• AstraZeneca
• Bayer
• Eli Lilly
• GlaxoSmithKline
• Merck
• Sanofi
• Infectious Disease Research Institute (IDRI)
• NIH National Institute of Allergy and
Infectious Diseases
• Texas A&M University
• Weill Cornell Medical College
The Big Picture
• This did not happen overnight – 10 years to get here!
• Collaboration and selective secure sharing is key – move
ideas and data – to clinical compounds
• Domain expertise in drug discovery
• Bring scientists together globally
• Grants can accelerate / catalyze collaboration
• Grants can fund further technology development
• Impact how we develop therapies

Contenu connexe

Tendances

Pistoia Alliance USA Conference 2016
Pistoia Alliance USA Conference 2016Pistoia Alliance USA Conference 2016
Pistoia Alliance USA Conference 2016Pistoia Alliance
 
OECD Webinar | From Data to Knowledge and Beyond Adverse Outcome Pathways as ...
OECD Webinar | From Data to Knowledge and Beyond Adverse Outcome Pathways as ...OECD Webinar | From Data to Knowledge and Beyond Adverse Outcome Pathways as ...
OECD Webinar | From Data to Knowledge and Beyond Adverse Outcome Pathways as ...OECD Environment
 
Caulder - DIVOS BioITWorld 2015
Caulder - DIVOS BioITWorld 2015Caulder - DIVOS BioITWorld 2015
Caulder - DIVOS BioITWorld 2015Dana Caulder
 
Krijn Paajimans-Enfermedades transmitidas por vectores
Krijn Paajimans-Enfermedades transmitidas por vectoresKrijn Paajimans-Enfermedades transmitidas por vectores
Krijn Paajimans-Enfermedades transmitidas por vectoresFundación Ramón Areces
 
Pine.Bio slide deck - Idea Village CAPITALx (New Orleans Entrepreneur Week 2017)
Pine.Bio slide deck - Idea Village CAPITALx (New Orleans Entrepreneur Week 2017)Pine.Bio slide deck - Idea Village CAPITALx (New Orleans Entrepreneur Week 2017)
Pine.Bio slide deck - Idea Village CAPITALx (New Orleans Entrepreneur Week 2017)Elia Brodsky
 
BUILD-AMR: Mitigating agriculture-associated antimicrobial resistance in poul...
BUILD-AMR: Mitigating agriculture-associated antimicrobial resistance in poul...BUILD-AMR: Mitigating agriculture-associated antimicrobial resistance in poul...
BUILD-AMR: Mitigating agriculture-associated antimicrobial resistance in poul...ILRI
 
BioVariance - Pediatric Pharmacogenomics in Drug Discovery
BioVariance - Pediatric Pharmacogenomics in Drug DiscoveryBioVariance - Pediatric Pharmacogenomics in Drug Discovery
BioVariance - Pediatric Pharmacogenomics in Drug DiscoveryJosef Scheiber
 
Impact Through Innovation: The Wellcome Sanger Institute
Impact Through Innovation: The Wellcome Sanger InstituteImpact Through Innovation: The Wellcome Sanger Institute
Impact Through Innovation: The Wellcome Sanger InstituteVictoria Lebedeva- Baxter ACIM
 
Conference presentation from #iccs2014 in Noordwijkerhout
Conference presentation from #iccs2014 in NoordwijkerhoutConference presentation from #iccs2014 in Noordwijkerhout
Conference presentation from #iccs2014 in NoordwijkerhoutJosef Scheiber
 

Tendances (20)

Pistoia Alliance USA Conference 2016
Pistoia Alliance USA Conference 2016Pistoia Alliance USA Conference 2016
Pistoia Alliance USA Conference 2016
 
Developing tools for in-field surveillance of pathogens
Developing tools for in-field surveillance of pathogensDeveloping tools for in-field surveillance of pathogens
Developing tools for in-field surveillance of pathogens
 
Insect surveillance and eradication
Insect surveillance and eradicationInsect surveillance and eradication
Insect surveillance and eradication
 
More effective surveillance design for horticulture biosecurity threats
More effective surveillance design for horticulture biosecurity threatsMore effective surveillance design for horticulture biosecurity threats
More effective surveillance design for horticulture biosecurity threats
 
OECD Webinar | From Data to Knowledge and Beyond Adverse Outcome Pathways as ...
OECD Webinar | From Data to Knowledge and Beyond Adverse Outcome Pathways as ...OECD Webinar | From Data to Knowledge and Beyond Adverse Outcome Pathways as ...
OECD Webinar | From Data to Knowledge and Beyond Adverse Outcome Pathways as ...
 
New lure and kill technologies (Queensland fruit fly)
New lure and kill technologies (Queensland fruit fly)New lure and kill technologies (Queensland fruit fly)
New lure and kill technologies (Queensland fruit fly)
 
Caulder - DIVOS BioITWorld 2015
Caulder - DIVOS BioITWorld 2015Caulder - DIVOS BioITWorld 2015
Caulder - DIVOS BioITWorld 2015
 
New tools for field grains surveillance
New tools for field grains surveillanceNew tools for field grains surveillance
New tools for field grains surveillance
 
MDC Connects: Make the Molecules that Matter
MDC Connects: Make the Molecules that MatterMDC Connects: Make the Molecules that Matter
MDC Connects: Make the Molecules that Matter
 
Krijn Paajimans-Enfermedades transmitidas por vectores
Krijn Paajimans-Enfermedades transmitidas por vectoresKrijn Paajimans-Enfermedades transmitidas por vectores
Krijn Paajimans-Enfermedades transmitidas por vectores
 
SaaS: Science as a Service
SaaS: Science as a Service SaaS: Science as a Service
SaaS: Science as a Service
 
Natural dispersal as a biosecurity risk - are we prepared?
Natural dispersal as a biosecurity risk - are we prepared?Natural dispersal as a biosecurity risk - are we prepared?
Natural dispersal as a biosecurity risk - are we prepared?
 
Pine.Bio slide deck - Idea Village CAPITALx (New Orleans Entrepreneur Week 2017)
Pine.Bio slide deck - Idea Village CAPITALx (New Orleans Entrepreneur Week 2017)Pine.Bio slide deck - Idea Village CAPITALx (New Orleans Entrepreneur Week 2017)
Pine.Bio slide deck - Idea Village CAPITALx (New Orleans Entrepreneur Week 2017)
 
BUILD-AMR: Mitigating agriculture-associated antimicrobial resistance in poul...
BUILD-AMR: Mitigating agriculture-associated antimicrobial resistance in poul...BUILD-AMR: Mitigating agriculture-associated antimicrobial resistance in poul...
BUILD-AMR: Mitigating agriculture-associated antimicrobial resistance in poul...
 
BioVariance - Pediatric Pharmacogenomics in Drug Discovery
BioVariance - Pediatric Pharmacogenomics in Drug DiscoveryBioVariance - Pediatric Pharmacogenomics in Drug Discovery
BioVariance - Pediatric Pharmacogenomics in Drug Discovery
 
NAACCR June 2020
NAACCR June 2020NAACCR June 2020
NAACCR June 2020
 
Impact Through Innovation: The Wellcome Sanger Institute
Impact Through Innovation: The Wellcome Sanger InstituteImpact Through Innovation: The Wellcome Sanger Institute
Impact Through Innovation: The Wellcome Sanger Institute
 
Design and Evaluation of Targeted Biosecurity Surveillance Systems
Design and Evaluation of Targeted Biosecurity Surveillance SystemsDesign and Evaluation of Targeted Biosecurity Surveillance Systems
Design and Evaluation of Targeted Biosecurity Surveillance Systems
 
Connecting the Data Wires
Connecting the Data WiresConnecting the Data Wires
Connecting the Data Wires
 
Conference presentation from #iccs2014 in Noordwijkerhout
Conference presentation from #iccs2014 in NoordwijkerhoutConference presentation from #iccs2014 in Noordwijkerhout
Conference presentation from #iccs2014 in Noordwijkerhout
 

Similaire à Using the CDD Vault for MM4TB

P4 c2011 slides ekins
P4 c2011 slides ekinsP4 c2011 slides ekins
P4 c2011 slides ekinsSean Ekins
 
Data Commons & Data Science Workshop
Data Commons & Data Science WorkshopData Commons & Data Science Workshop
Data Commons & Data Science WorkshopWarren Kibbe
 
NCI Cancer Genomics, Open Science and PMI: FAIR
NCI Cancer Genomics, Open Science and PMI: FAIR NCI Cancer Genomics, Open Science and PMI: FAIR
NCI Cancer Genomics, Open Science and PMI: FAIR Warren Kibbe
 
Biomedical Clusters, Clouds and Commons - DePaul Colloquium Oct 24, 2014
Biomedical Clusters, Clouds and Commons - DePaul Colloquium Oct 24, 2014Biomedical Clusters, Clouds and Commons - DePaul Colloquium Oct 24, 2014
Biomedical Clusters, Clouds and Commons - DePaul Colloquium Oct 24, 2014Robert Grossman
 
TB Mobile: Appifying data on antituberculosis molecule targets
TB Mobile: Appifying data on antituberculosis molecule targetsTB Mobile: Appifying data on antituberculosis molecule targets
TB Mobile: Appifying data on antituberculosis molecule targetsSean Ekins
 
Collaboraive sharing of molecules and data in the mobile age
Collaboraive sharing of molecules and data in the mobile ageCollaboraive sharing of molecules and data in the mobile age
Collaboraive sharing of molecules and data in the mobile ageSean Ekins
 
Richard Corbridge, CIO at NIHR - Open data within clinical research environment
Richard Corbridge, CIO at NIHR - Open data within clinical research environmentRichard Corbridge, CIO at NIHR - Open data within clinical research environment
Richard Corbridge, CIO at NIHR - Open data within clinical research environmentGlobal Business Events
 
Lessons from the UK: Data access, patient trust & real-world impact with heal...
Lessons from the UK: Data access, patient trust & real-world impact with heal...Lessons from the UK: Data access, patient trust & real-world impact with heal...
Lessons from the UK: Data access, patient trust & real-world impact with heal...Varsha Khodiyar
 
Data driven systems medicine article
Data driven systems medicine articleData driven systems medicine article
Data driven systems medicine articlemntbs1
 
Data-integration platform for cancer research:cBioPortal demo
Data-integration platform for cancer research:cBioPortal demoData-integration platform for cancer research:cBioPortal demo
Data-integration platform for cancer research:cBioPortal demoCORBEL
 
Clinical trial data wants to be free: Lessons from the ImmPort Immunology Dat...
Clinical trial data wants to be free: Lessons from the ImmPort Immunology Dat...Clinical trial data wants to be free: Lessons from the ImmPort Immunology Dat...
Clinical trial data wants to be free: Lessons from the ImmPort Immunology Dat...Barry Smith
 
Portilla Nih Resources
Portilla Nih ResourcesPortilla Nih Resources
Portilla Nih ResourcesEd Morrison
 
Data supporting precision oncology fda wakibbe
Data supporting precision oncology fda wakibbeData supporting precision oncology fda wakibbe
Data supporting precision oncology fda wakibbeWarren Kibbe
 
GenomeTrakr: Perspectives on linking internationally - Canada and IRIDA.ca
GenomeTrakr: Perspectives on linking internationally - Canada and IRIDA.caGenomeTrakr: Perspectives on linking internationally - Canada and IRIDA.ca
GenomeTrakr: Perspectives on linking internationally - Canada and IRIDA.cafionabrinkman
 
Collaboration - theory & Practice
Collaboration - theory & PracticeCollaboration - theory & Practice
Collaboration - theory & PracticeSean Ekins
 
Slides for rare disorders meeting
Slides for rare disorders meetingSlides for rare disorders meeting
Slides for rare disorders meetingSean Ekins
 
summer_eye_on_bdi 2013
summer_eye_on_bdi 2013summer_eye_on_bdi 2013
summer_eye_on_bdi 2013Ian Martin
 
Friend p4c 2012-11-29
Friend p4c 2012-11-29Friend p4c 2012-11-29
Friend p4c 2012-11-29Sage Base
 

Similaire à Using the CDD Vault for MM4TB (20)

P4 c2011 slides ekins
P4 c2011 slides ekinsP4 c2011 slides ekins
P4 c2011 slides ekins
 
Data Commons & Data Science Workshop
Data Commons & Data Science WorkshopData Commons & Data Science Workshop
Data Commons & Data Science Workshop
 
NCI Cancer Genomics, Open Science and PMI: FAIR
NCI Cancer Genomics, Open Science and PMI: FAIR NCI Cancer Genomics, Open Science and PMI: FAIR
NCI Cancer Genomics, Open Science and PMI: FAIR
 
Data Analytics
Data AnalyticsData Analytics
Data Analytics
 
Biomedical Clusters, Clouds and Commons - DePaul Colloquium Oct 24, 2014
Biomedical Clusters, Clouds and Commons - DePaul Colloquium Oct 24, 2014Biomedical Clusters, Clouds and Commons - DePaul Colloquium Oct 24, 2014
Biomedical Clusters, Clouds and Commons - DePaul Colloquium Oct 24, 2014
 
TB Mobile: Appifying data on antituberculosis molecule targets
TB Mobile: Appifying data on antituberculosis molecule targetsTB Mobile: Appifying data on antituberculosis molecule targets
TB Mobile: Appifying data on antituberculosis molecule targets
 
Collaboraive sharing of molecules and data in the mobile age
Collaboraive sharing of molecules and data in the mobile ageCollaboraive sharing of molecules and data in the mobile age
Collaboraive sharing of molecules and data in the mobile age
 
Richard Corbridge, CIO at NIHR - Open data within clinical research environment
Richard Corbridge, CIO at NIHR - Open data within clinical research environmentRichard Corbridge, CIO at NIHR - Open data within clinical research environment
Richard Corbridge, CIO at NIHR - Open data within clinical research environment
 
UC BRAID D4
UC BRAID D4UC BRAID D4
UC BRAID D4
 
Lessons from the UK: Data access, patient trust & real-world impact with heal...
Lessons from the UK: Data access, patient trust & real-world impact with heal...Lessons from the UK: Data access, patient trust & real-world impact with heal...
Lessons from the UK: Data access, patient trust & real-world impact with heal...
 
Data driven systems medicine article
Data driven systems medicine articleData driven systems medicine article
Data driven systems medicine article
 
Data-integration platform for cancer research:cBioPortal demo
Data-integration platform for cancer research:cBioPortal demoData-integration platform for cancer research:cBioPortal demo
Data-integration platform for cancer research:cBioPortal demo
 
Clinical trial data wants to be free: Lessons from the ImmPort Immunology Dat...
Clinical trial data wants to be free: Lessons from the ImmPort Immunology Dat...Clinical trial data wants to be free: Lessons from the ImmPort Immunology Dat...
Clinical trial data wants to be free: Lessons from the ImmPort Immunology Dat...
 
Portilla Nih Resources
Portilla Nih ResourcesPortilla Nih Resources
Portilla Nih Resources
 
Data supporting precision oncology fda wakibbe
Data supporting precision oncology fda wakibbeData supporting precision oncology fda wakibbe
Data supporting precision oncology fda wakibbe
 
GenomeTrakr: Perspectives on linking internationally - Canada and IRIDA.ca
GenomeTrakr: Perspectives on linking internationally - Canada and IRIDA.caGenomeTrakr: Perspectives on linking internationally - Canada and IRIDA.ca
GenomeTrakr: Perspectives on linking internationally - Canada and IRIDA.ca
 
Collaboration - theory & Practice
Collaboration - theory & PracticeCollaboration - theory & Practice
Collaboration - theory & Practice
 
Slides for rare disorders meeting
Slides for rare disorders meetingSlides for rare disorders meeting
Slides for rare disorders meeting
 
summer_eye_on_bdi 2013
summer_eye_on_bdi 2013summer_eye_on_bdi 2013
summer_eye_on_bdi 2013
 
Friend p4c 2012-11-29
Friend p4c 2012-11-29Friend p4c 2012-11-29
Friend p4c 2012-11-29
 

Plus de Sean Ekins

How to Win a small business grant.pptx
How to Win a small business grant.pptxHow to Win a small business grant.pptx
How to Win a small business grant.pptxSean Ekins
 
Evaluating Multiple Machine Learning Models for Biodegradation and Aquatic To...
Evaluating Multiple Machine Learning Models for Biodegradation and Aquatic To...Evaluating Multiple Machine Learning Models for Biodegradation and Aquatic To...
Evaluating Multiple Machine Learning Models for Biodegradation and Aquatic To...Sean Ekins
 
A presentation at the Global Genes rare drug development symposium on governm...
A presentation at the Global Genes rare drug development symposium on governm...A presentation at the Global Genes rare drug development symposium on governm...
A presentation at the Global Genes rare drug development symposium on governm...Sean Ekins
 
Leveraging Science Communication and Social Media to Build Your Brand and Ele...
Leveraging Science Communication and Social Media to Build Your Brand and Ele...Leveraging Science Communication and Social Media to Build Your Brand and Ele...
Leveraging Science Communication and Social Media to Build Your Brand and Ele...Sean Ekins
 
Bayesian Models for Chagas Disease
Bayesian Models for Chagas DiseaseBayesian Models for Chagas Disease
Bayesian Models for Chagas DiseaseSean Ekins
 
Assay Central: A New Approach to Compiling Big Data and Preparing Machine Lea...
Assay Central: A New Approach to Compiling Big Data and Preparing Machine Lea...Assay Central: A New Approach to Compiling Big Data and Preparing Machine Lea...
Assay Central: A New Approach to Compiling Big Data and Preparing Machine Lea...Sean Ekins
 
Drug Discovery Today March 2017 special issue
Drug Discovery Today March 2017 special issueDrug Discovery Today March 2017 special issue
Drug Discovery Today March 2017 special issueSean Ekins
 
Using In Silico Tools in Repurposing Drugs for Neglected and Orphan Diseases
Using In Silico Tools in Repurposing Drugs for Neglected and Orphan DiseasesUsing In Silico Tools in Repurposing Drugs for Neglected and Orphan Diseases
Using In Silico Tools in Repurposing Drugs for Neglected and Orphan DiseasesSean Ekins
 
Five Ways to Use Social Media to Raise Awareness for Your Paper or Research
Five Ways to Use Social Media to Raise Awareness for Your Paper or ResearchFive Ways to Use Social Media to Raise Awareness for Your Paper or Research
Five Ways to Use Social Media to Raise Awareness for Your Paper or ResearchSean Ekins
 
Open zika presentation
Open zika presentation Open zika presentation
Open zika presentation Sean Ekins
 
academic / small company collaborations for rare and neglected diseasesv2
 academic / small company collaborations for rare and neglected diseasesv2 academic / small company collaborations for rare and neglected diseasesv2
academic / small company collaborations for rare and neglected diseasesv2Sean Ekins
 
CDD models case study #3
CDD models case study #3 CDD models case study #3
CDD models case study #3 Sean Ekins
 
CDD models case study #2
CDD models case study #2 CDD models case study #2
CDD models case study #2 Sean Ekins
 
CDD Models case study #1
CDD Models case study #1 CDD Models case study #1
CDD Models case study #1 Sean Ekins
 
Using Machine Learning Models Based on Phenotypic Data to Discover New Molecu...
Using Machine Learning Models Based on Phenotypic Data to Discover New Molecu...Using Machine Learning Models Based on Phenotypic Data to Discover New Molecu...
Using Machine Learning Models Based on Phenotypic Data to Discover New Molecu...Sean Ekins
 
CDD: Vault, CDD: Vision and CDD: Models software for biologists and chemists ...
CDD: Vault, CDD: Vision and CDD: Models software for biologists and chemists ...CDD: Vault, CDD: Vision and CDD: Models software for biologists and chemists ...
CDD: Vault, CDD: Vision and CDD: Models software for biologists and chemists ...Sean Ekins
 
The future of computational chemistry b ig
The future of computational chemistry b igThe future of computational chemistry b ig
The future of computational chemistry b igSean Ekins
 
#ZikaOpen: Homology Models -
#ZikaOpen: Homology Models - #ZikaOpen: Homology Models -
#ZikaOpen: Homology Models - Sean Ekins
 
Slas talk 2016
Slas talk 2016Slas talk 2016
Slas talk 2016Sean Ekins
 
Pros and cons of social networking for scientists
Pros and cons of social networking for scientistsPros and cons of social networking for scientists
Pros and cons of social networking for scientistsSean Ekins
 

Plus de Sean Ekins (20)

How to Win a small business grant.pptx
How to Win a small business grant.pptxHow to Win a small business grant.pptx
How to Win a small business grant.pptx
 
Evaluating Multiple Machine Learning Models for Biodegradation and Aquatic To...
Evaluating Multiple Machine Learning Models for Biodegradation and Aquatic To...Evaluating Multiple Machine Learning Models for Biodegradation and Aquatic To...
Evaluating Multiple Machine Learning Models for Biodegradation and Aquatic To...
 
A presentation at the Global Genes rare drug development symposium on governm...
A presentation at the Global Genes rare drug development symposium on governm...A presentation at the Global Genes rare drug development symposium on governm...
A presentation at the Global Genes rare drug development symposium on governm...
 
Leveraging Science Communication and Social Media to Build Your Brand and Ele...
Leveraging Science Communication and Social Media to Build Your Brand and Ele...Leveraging Science Communication and Social Media to Build Your Brand and Ele...
Leveraging Science Communication and Social Media to Build Your Brand and Ele...
 
Bayesian Models for Chagas Disease
Bayesian Models for Chagas DiseaseBayesian Models for Chagas Disease
Bayesian Models for Chagas Disease
 
Assay Central: A New Approach to Compiling Big Data and Preparing Machine Lea...
Assay Central: A New Approach to Compiling Big Data and Preparing Machine Lea...Assay Central: A New Approach to Compiling Big Data and Preparing Machine Lea...
Assay Central: A New Approach to Compiling Big Data and Preparing Machine Lea...
 
Drug Discovery Today March 2017 special issue
Drug Discovery Today March 2017 special issueDrug Discovery Today March 2017 special issue
Drug Discovery Today March 2017 special issue
 
Using In Silico Tools in Repurposing Drugs for Neglected and Orphan Diseases
Using In Silico Tools in Repurposing Drugs for Neglected and Orphan DiseasesUsing In Silico Tools in Repurposing Drugs for Neglected and Orphan Diseases
Using In Silico Tools in Repurposing Drugs for Neglected and Orphan Diseases
 
Five Ways to Use Social Media to Raise Awareness for Your Paper or Research
Five Ways to Use Social Media to Raise Awareness for Your Paper or ResearchFive Ways to Use Social Media to Raise Awareness for Your Paper or Research
Five Ways to Use Social Media to Raise Awareness for Your Paper or Research
 
Open zika presentation
Open zika presentation Open zika presentation
Open zika presentation
 
academic / small company collaborations for rare and neglected diseasesv2
 academic / small company collaborations for rare and neglected diseasesv2 academic / small company collaborations for rare and neglected diseasesv2
academic / small company collaborations for rare and neglected diseasesv2
 
CDD models case study #3
CDD models case study #3 CDD models case study #3
CDD models case study #3
 
CDD models case study #2
CDD models case study #2 CDD models case study #2
CDD models case study #2
 
CDD Models case study #1
CDD Models case study #1 CDD Models case study #1
CDD Models case study #1
 
Using Machine Learning Models Based on Phenotypic Data to Discover New Molecu...
Using Machine Learning Models Based on Phenotypic Data to Discover New Molecu...Using Machine Learning Models Based on Phenotypic Data to Discover New Molecu...
Using Machine Learning Models Based on Phenotypic Data to Discover New Molecu...
 
CDD: Vault, CDD: Vision and CDD: Models software for biologists and chemists ...
CDD: Vault, CDD: Vision and CDD: Models software for biologists and chemists ...CDD: Vault, CDD: Vision and CDD: Models software for biologists and chemists ...
CDD: Vault, CDD: Vision and CDD: Models software for biologists and chemists ...
 
The future of computational chemistry b ig
The future of computational chemistry b igThe future of computational chemistry b ig
The future of computational chemistry b ig
 
#ZikaOpen: Homology Models -
#ZikaOpen: Homology Models - #ZikaOpen: Homology Models -
#ZikaOpen: Homology Models -
 
Slas talk 2016
Slas talk 2016Slas talk 2016
Slas talk 2016
 
Pros and cons of social networking for scientists
Pros and cons of social networking for scientistsPros and cons of social networking for scientists
Pros and cons of social networking for scientists
 

Dernier

Top Rated Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
Top Rated  Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...Top Rated  Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
Top Rated Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...chandars293
 
Call Girls Jaipur Just Call 9521753030 Top Class Call Girl Service Available
Call Girls Jaipur Just Call 9521753030 Top Class Call Girl Service AvailableCall Girls Jaipur Just Call 9521753030 Top Class Call Girl Service Available
Call Girls Jaipur Just Call 9521753030 Top Class Call Girl Service AvailableJanvi Singh
 
Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...
Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...
Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...GENUINE ESCORT AGENCY
 
Call Girls Service Jaipur {9521753030 } ❤️VVIP BHAWNA Call Girl in Jaipur Raj...
Call Girls Service Jaipur {9521753030 } ❤️VVIP BHAWNA Call Girl in Jaipur Raj...Call Girls Service Jaipur {9521753030 } ❤️VVIP BHAWNA Call Girl in Jaipur Raj...
Call Girls Service Jaipur {9521753030 } ❤️VVIP BHAWNA Call Girl in Jaipur Raj...khalifaescort01
 
Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...
Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...
Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...Anamika Rawat
 
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...Arohi Goyal
 
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...hotbabesbook
 
9630942363 Genuine Call Girls In Ahmedabad Gujarat Call Girls Service
9630942363 Genuine Call Girls In Ahmedabad Gujarat Call Girls Service9630942363 Genuine Call Girls In Ahmedabad Gujarat Call Girls Service
9630942363 Genuine Call Girls In Ahmedabad Gujarat Call Girls ServiceGENUINE ESCORT AGENCY
 
Models Call Girls In Hyderabad 9630942363 Hyderabad Call Girl & Hyderabad Esc...
Models Call Girls In Hyderabad 9630942363 Hyderabad Call Girl & Hyderabad Esc...Models Call Girls In Hyderabad 9630942363 Hyderabad Call Girl & Hyderabad Esc...
Models Call Girls In Hyderabad 9630942363 Hyderabad Call Girl & Hyderabad Esc...GENUINE ESCORT AGENCY
 
Call Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service AvailableCall Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service AvailableGENUINE ESCORT AGENCY
 
8980367676 Call Girls In Ahmedabad Escort Service Available 24×7 In Ahmedabad
8980367676 Call Girls In Ahmedabad Escort Service Available 24×7 In Ahmedabad8980367676 Call Girls In Ahmedabad Escort Service Available 24×7 In Ahmedabad
8980367676 Call Girls In Ahmedabad Escort Service Available 24×7 In AhmedabadGENUINE ESCORT AGENCY
 
Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...
Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...
Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...BhumiSaxena1
 
Call Girls Raipur Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Raipur Just Call 9630942363 Top Class Call Girl Service AvailableCall Girls Raipur Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Raipur Just Call 9630942363 Top Class Call Girl Service AvailableGENUINE ESCORT AGENCY
 
Call Girls Vasai Virar Just Call 9630942363 Top Class Call Girl Service Avail...
Call Girls Vasai Virar Just Call 9630942363 Top Class Call Girl Service Avail...Call Girls Vasai Virar Just Call 9630942363 Top Class Call Girl Service Avail...
Call Girls Vasai Virar Just Call 9630942363 Top Class Call Girl Service Avail...GENUINE ESCORT AGENCY
 
Best Rate (Patna ) Call Girls Patna ⟟ 8617370543 ⟟ High Class Call Girl In 5 ...
Best Rate (Patna ) Call Girls Patna ⟟ 8617370543 ⟟ High Class Call Girl In 5 ...Best Rate (Patna ) Call Girls Patna ⟟ 8617370543 ⟟ High Class Call Girl In 5 ...
Best Rate (Patna ) Call Girls Patna ⟟ 8617370543 ⟟ High Class Call Girl In 5 ...Dipal Arora
 
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...aartirawatdelhi
 
Call Girls Madurai Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Madurai Just Call 9630942363 Top Class Call Girl Service AvailableCall Girls Madurai Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Madurai Just Call 9630942363 Top Class Call Girl Service AvailableGENUINE ESCORT AGENCY
 
Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...
Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...
Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...chennailover
 
Call Girls Rishikesh Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Rishikesh Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Rishikesh Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Rishikesh Just Call 8250077686 Top Class Call Girl Service AvailableDipal Arora
 
Premium Call Girls In Jaipur {8445551418} ❤️VVIP SEEMA Call Girl in Jaipur Ra...
Premium Call Girls In Jaipur {8445551418} ❤️VVIP SEEMA Call Girl in Jaipur Ra...Premium Call Girls In Jaipur {8445551418} ❤️VVIP SEEMA Call Girl in Jaipur Ra...
Premium Call Girls In Jaipur {8445551418} ❤️VVIP SEEMA Call Girl in Jaipur Ra...parulsinha
 

Dernier (20)

Top Rated Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
Top Rated  Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...Top Rated  Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
Top Rated Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
 
Call Girls Jaipur Just Call 9521753030 Top Class Call Girl Service Available
Call Girls Jaipur Just Call 9521753030 Top Class Call Girl Service AvailableCall Girls Jaipur Just Call 9521753030 Top Class Call Girl Service Available
Call Girls Jaipur Just Call 9521753030 Top Class Call Girl Service Available
 
Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...
Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...
Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...
 
Call Girls Service Jaipur {9521753030 } ❤️VVIP BHAWNA Call Girl in Jaipur Raj...
Call Girls Service Jaipur {9521753030 } ❤️VVIP BHAWNA Call Girl in Jaipur Raj...Call Girls Service Jaipur {9521753030 } ❤️VVIP BHAWNA Call Girl in Jaipur Raj...
Call Girls Service Jaipur {9521753030 } ❤️VVIP BHAWNA Call Girl in Jaipur Raj...
 
Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...
Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...
Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...
 
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
 
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
 
9630942363 Genuine Call Girls In Ahmedabad Gujarat Call Girls Service
9630942363 Genuine Call Girls In Ahmedabad Gujarat Call Girls Service9630942363 Genuine Call Girls In Ahmedabad Gujarat Call Girls Service
9630942363 Genuine Call Girls In Ahmedabad Gujarat Call Girls Service
 
Models Call Girls In Hyderabad 9630942363 Hyderabad Call Girl & Hyderabad Esc...
Models Call Girls In Hyderabad 9630942363 Hyderabad Call Girl & Hyderabad Esc...Models Call Girls In Hyderabad 9630942363 Hyderabad Call Girl & Hyderabad Esc...
Models Call Girls In Hyderabad 9630942363 Hyderabad Call Girl & Hyderabad Esc...
 
Call Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service AvailableCall Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service Available
 
8980367676 Call Girls In Ahmedabad Escort Service Available 24×7 In Ahmedabad
8980367676 Call Girls In Ahmedabad Escort Service Available 24×7 In Ahmedabad8980367676 Call Girls In Ahmedabad Escort Service Available 24×7 In Ahmedabad
8980367676 Call Girls In Ahmedabad Escort Service Available 24×7 In Ahmedabad
 
Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...
Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...
Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...
 
Call Girls Raipur Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Raipur Just Call 9630942363 Top Class Call Girl Service AvailableCall Girls Raipur Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Raipur Just Call 9630942363 Top Class Call Girl Service Available
 
Call Girls Vasai Virar Just Call 9630942363 Top Class Call Girl Service Avail...
Call Girls Vasai Virar Just Call 9630942363 Top Class Call Girl Service Avail...Call Girls Vasai Virar Just Call 9630942363 Top Class Call Girl Service Avail...
Call Girls Vasai Virar Just Call 9630942363 Top Class Call Girl Service Avail...
 
Best Rate (Patna ) Call Girls Patna ⟟ 8617370543 ⟟ High Class Call Girl In 5 ...
Best Rate (Patna ) Call Girls Patna ⟟ 8617370543 ⟟ High Class Call Girl In 5 ...Best Rate (Patna ) Call Girls Patna ⟟ 8617370543 ⟟ High Class Call Girl In 5 ...
Best Rate (Patna ) Call Girls Patna ⟟ 8617370543 ⟟ High Class Call Girl In 5 ...
 
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
 
Call Girls Madurai Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Madurai Just Call 9630942363 Top Class Call Girl Service AvailableCall Girls Madurai Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Madurai Just Call 9630942363 Top Class Call Girl Service Available
 
Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...
Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...
Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...
 
Call Girls Rishikesh Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Rishikesh Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Rishikesh Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Rishikesh Just Call 8250077686 Top Class Call Girl Service Available
 
Premium Call Girls In Jaipur {8445551418} ❤️VVIP SEEMA Call Girl in Jaipur Ra...
Premium Call Girls In Jaipur {8445551418} ❤️VVIP SEEMA Call Girl in Jaipur Ra...Premium Call Girls In Jaipur {8445551418} ❤️VVIP SEEMA Call Girl in Jaipur Ra...
Premium Call Girls In Jaipur {8445551418} ❤️VVIP SEEMA Call Girl in Jaipur Ra...
 

Using the CDD Vault for MM4TB

  • 1. Using the CDD Vault for MM4TB Sean Ekins PhD, DSc. CSO, Collaborative Drug Discovery, Inc Burlingame, CA
  • 2. The Exploitation pathway… Torbjörn Ingemansson European Commission Sean Ekins Collaborative Drug Discovery, Inc. Claire Skentelbery European Biotechnology Network Bonny Harbinger National Institutes of Health
  • 3. “by provisioning the right amount of storage and compute resources, cost can be significantly reduced with no significant impact on application performance”
  • 4. CDD- a decade of drug discovery collaborations2004 - present SaaS Easy to use Used by Academia Industry, Biotech Private Selective collaboration 100’s of published datasets
  • 5.
  • 6. NIH funded STTR collaboration Some collaborations outside also 1R41AI088893-01 2R42AI088893-02 Developing molecules for TB Using computational data mining New technologies for TB drug discovery
  • 7. From Desktop to Mobile apps – making data accessible Clark et al., submitted 2014 Predict targets http://goo.gl/vPOKS http://goo.gl/iDJFR
  • 8. Drug discovery is repetitive and there are 1000s of diseases Drug discovery is high risk Do we need robots or just smarter programs that discover the ideas we test?
  • 9. 24 groups in this project use a single Participants from India, Russia, South Africa, Europe, USA
  • 10. TB Drug Accelerator Another example of a big TB collaboration 7 Big Pharma and 4 academic institutes will open up targeted sections of their compound libraries and share data with each other. • Abbott • AstraZeneca • Bayer • Eli Lilly • GlaxoSmithKline • Merck • Sanofi • Infectious Disease Research Institute (IDRI) • NIH National Institute of Allergy and Infectious Diseases • Texas A&M University • Weill Cornell Medical College
  • 11. The Big Picture • This did not happen overnight – 10 years to get here! • Collaboration and selective secure sharing is key – move ideas and data – to clinical compounds • Domain expertise in drug discovery • Bring scientists together globally • Grants can accelerate / catalyze collaboration • Grants can fund further technology development • Impact how we develop therapies

Notes de l'éditeur

  1. CDD is 10 yrs old SaaS is not new Being on cloud, personal cloud is not new Sharing data , collaborations is not new We were first, we helped build foundation What we do next is important and depends on you
  2. Molecules and biology e.g. PubChem Molecules and analytical data e.g. ChemSpider These are massive..primarily look ups - not private ....not CDD Standalone, little integration and lots of errors Need to use caution
  3. CDD has lots of public data How to expose high value data How to create addition high value datasets TB molecules and targets TB in vivo mouse data We developed a mobile app yrs before any of our competitors Easy use Expose user to data CDD brand recognition Start something that can grow App becomes way to fast prototype ideas Data visualization, output