SlideShare ist ein Scribd-Unternehmen logo
1 von 10
What can be achieved by using
Big Data in Prostate Cancer
Prof. Dr. James N’Dow
European Association of Urology
www.uroweb.org/guidelines #eauguidelines
EAU Guidelines
Endorsed by >60 national societies
Major Prostate Cancer challenges
90% of what is published in the
scientific literature is unreliable and
unfit to trigger a change of Clinical
Practice Guideline Recommendation
Major Prostate Cancer challenges
• Insufficient knowledge on patient characteristics.
• Poor definition and lack of standardisation of Prostate
Cancer-related outcomes.
• Lack of standardised “care pathways” across different
European geographies.
• Inability to incorporate real world clinical outcomes
data into the management of Prostate Cancer
(screening, diagnosis & treatment).
CLINICAL DATA
DATA
STEWARD
ANALYTICAL ENVIRONMENT
STORAGE OFANALYSISRESULTS
LARGE-SCALE PARALLEL COMPUTATION
MULTI-PLATFORMANALYSISPIPELINES
tranSMART
ANALYSIS USER SPACE
‘OMICSDATA
STUDYDESIGN&
DEMOGRAPHICS
HEALTH RECORDS
HARMONIZED
DATASETS
GPU
DATA ANALYST
KCL, UCL, Marsden
EORTC
Erasmus / / Nijmegen
Martini-Klinik/ NCT/
Dresden/Fraunhofer
EU partners
bringingbigdata
Epidemiology
datasets
VA Dataset
CaPSURE
Non-EU
partnerswith
data sources
HARMONISED
DATA STORE
DATA STANDARDS &
ONTOLOGY
MANAGEMENT
DATA EXPLORATION
DATA REDUCTION
DATA INTEGRATION
DATAACCESSENDPOINTS
STANDARDS
REGISTRY
STANDARDTEMPLATES
STANDARDVOCABULARIES
ETLTOOLS
i2b2
model
OMOP
model
DATA CUSTODIAN ENVIRONMENT
DATA ACCESS ANDSOURCES DATA PLATFORM
DATA ANALYTICS
UNISR/ St Raphaele
UTA
Lund University
Goeteborgs University
DATA SOURCES DATA TYPES DATA HARMONISATION DATA ANALYSIS PIONEER’S OUTCOMES
IMPLEMENTOMICS
Consensusonthemost
importantPcaoutcomes
Identificationofcritical
evidencegapsinPCa
Standardisationof
outcomedefinitionand
outcomemeasures
Newinsightson
improvedstratification
Improvedstandardized
carepathwayswith
knownbetter
predictableoutcomes
ERSPC group
Is big data the answer? Our model
Is big data the answer? Our model
Key elements to success of our model
• Access to large numbers of clinical data sets across the
different stages of Prostate Cancer and across different
European and non-European geographies.
• A standardised, open-access, collaborative data platform.
• Novel informatics and computational approaches.
• Involvement of key opinion leaders in Prostate Cancer
and Big Data.
• Involvement of all relevant stakeholders including
patients.
Encouraging social action
• Encouraging widespread adoption of data donation faces
significant hurdles due to understandable concerns
around privacy and security.
• It is possible to anonymise data but many of the most
transformative uses of big data in healthcare don’t allow
for the data to be anonymised
e.g. there’s no point in identifying the perfect clinical trial
participant if you can’t contact them.
Encouraging social action
• Key to overcoming the hurdle of patient consent is
education (opt-out rather than opt-in).
• The big data industry must engage with patients and
explain the benefits to them and to others of sharing
their data.
Take home message:
Our data can drive healthcare innovation and save
lives, but we must be willing to share it.
Thank you for your attention

Weitere ähnliche Inhalte

Was ist angesagt?

EPAD 2017 - Nicolas Mottet
EPAD 2017 - Nicolas MottetEPAD 2017 - Nicolas Mottet
EPAD 2017 - Nicolas MottetMarc van Gurp
 
EPAD 2017 - Jan Willem Van de Loo
EPAD 2017 - Jan Willem Van de LooEPAD 2017 - Jan Willem Van de Loo
EPAD 2017 - Jan Willem Van de LooMarc van Gurp
 
EPAD 2017 - Lydia Makaroff
EPAD 2017 - Lydia MakaroffEPAD 2017 - Lydia Makaroff
EPAD 2017 - Lydia MakaroffMarc van Gurp
 
Tit Albreht: Reflections on early detection and screening
Tit Albreht: Reflections on early detection and screeningTit Albreht: Reflections on early detection and screening
Tit Albreht: Reflections on early detection and screeningEuropean Association of Urology
 
State of the Art Radiotherapy in the Treatment of Colorectal Cancer: What Exa...
State of the Art Radiotherapy in the Treatment of Colorectal Cancer: What Exa...State of the Art Radiotherapy in the Treatment of Colorectal Cancer: What Exa...
State of the Art Radiotherapy in the Treatment of Colorectal Cancer: What Exa...Health Sciences North | Horizon Santé Nord
 
EPAD 2017 - Ken Mastris
EPAD 2017 - Ken MastrisEPAD 2017 - Ken Mastris
EPAD 2017 - Ken MastrisMarc van Gurp
 
Light Therapy: A Huge Step forward for Prostate Cancer Treatment
Light Therapy: A Huge Step forward for Prostate Cancer TreatmentLight Therapy: A Huge Step forward for Prostate Cancer Treatment
Light Therapy: A Huge Step forward for Prostate Cancer TreatmentRubySteele
 
Meeting the Cancer Survivorship Needs of Colorectal Cancer: The Wellness Beyo...
Meeting the Cancer Survivorship Needs of Colorectal Cancer: The Wellness Beyo...Meeting the Cancer Survivorship Needs of Colorectal Cancer: The Wellness Beyo...
Meeting the Cancer Survivorship Needs of Colorectal Cancer: The Wellness Beyo...Health Sciences North | Horizon Santé Nord
 
Opportunities and challenges in starting an oncology program by amyn alidina
Opportunities and challenges in starting an oncology program by amyn alidinaOpportunities and challenges in starting an oncology program by amyn alidina
Opportunities and challenges in starting an oncology program by amyn alidinaKesho Conference
 
Targeted Therapy for Uveal Melanoma - Richard Carvajal, MD
Targeted Therapy for Uveal Melanoma - Richard Carvajal, MDTargeted Therapy for Uveal Melanoma - Richard Carvajal, MD
Targeted Therapy for Uveal Melanoma - Richard Carvajal, MDMelanoma Research Foundation
 
Cancer in kenya by anne korir
Cancer in kenya by anne korirCancer in kenya by anne korir
Cancer in kenya by anne korirKesho Conference
 
Local Therapies for Uveal Melanoma Liver Metastases
Local Therapies for Uveal Melanoma Liver MetastasesLocal Therapies for Uveal Melanoma Liver Metastases
Local Therapies for Uveal Melanoma Liver MetastasesMelanoma Research Foundation
 
What’s new in prostate cancer part 1, 2021
What’s new in prostate cancer part 1, 2021What’s new in prostate cancer part 1, 2021
What’s new in prostate cancer part 1, 2021Robert J Miller MD
 
Pet in gynecological malignancies
Pet in gynecological malignancies Pet in gynecological malignancies
Pet in gynecological malignancies ikramdr01
 
Panel 2: Optimizing Integrated Colorectal Cancer Treatment Planning and Patie...
Panel 2: Optimizing Integrated Colorectal Cancer Treatment Planning and Patie...Panel 2: Optimizing Integrated Colorectal Cancer Treatment Planning and Patie...
Panel 2: Optimizing Integrated Colorectal Cancer Treatment Planning and Patie...Health Sciences North | Horizon Santé Nord
 

Was ist angesagt? (20)

EPAD 2017 - Nicolas Mottet
EPAD 2017 - Nicolas MottetEPAD 2017 - Nicolas Mottet
EPAD 2017 - Nicolas Mottet
 
EPAD 2017 - Jan Willem Van de Loo
EPAD 2017 - Jan Willem Van de LooEPAD 2017 - Jan Willem Van de Loo
EPAD 2017 - Jan Willem Van de Loo
 
EPAD 2017 - Lydia Makaroff
EPAD 2017 - Lydia MakaroffEPAD 2017 - Lydia Makaroff
EPAD 2017 - Lydia Makaroff
 
Tit Albreht: Reflections on early detection and screening
Tit Albreht: Reflections on early detection and screeningTit Albreht: Reflections on early detection and screening
Tit Albreht: Reflections on early detection and screening
 
Hein Van Poppel: time to reconsider PSA screening?
Hein Van Poppel: time to reconsider PSA screening?Hein Van Poppel: time to reconsider PSA screening?
Hein Van Poppel: time to reconsider PSA screening?
 
State of the Art Radiotherapy in the Treatment of Colorectal Cancer: What Exa...
State of the Art Radiotherapy in the Treatment of Colorectal Cancer: What Exa...State of the Art Radiotherapy in the Treatment of Colorectal Cancer: What Exa...
State of the Art Radiotherapy in the Treatment of Colorectal Cancer: What Exa...
 
EPAD 2017 - Ken Mastris
EPAD 2017 - Ken MastrisEPAD 2017 - Ken Mastris
EPAD 2017 - Ken Mastris
 
Light Therapy: A Huge Step forward for Prostate Cancer Treatment
Light Therapy: A Huge Step forward for Prostate Cancer TreatmentLight Therapy: A Huge Step forward for Prostate Cancer Treatment
Light Therapy: A Huge Step forward for Prostate Cancer Treatment
 
Nicolas Mottet: How to organize PSA screening
Nicolas Mottet: How to organize PSA screeningNicolas Mottet: How to organize PSA screening
Nicolas Mottet: How to organize PSA screening
 
Meeting the Cancer Survivorship Needs of Colorectal Cancer: The Wellness Beyo...
Meeting the Cancer Survivorship Needs of Colorectal Cancer: The Wellness Beyo...Meeting the Cancer Survivorship Needs of Colorectal Cancer: The Wellness Beyo...
Meeting the Cancer Survivorship Needs of Colorectal Cancer: The Wellness Beyo...
 
Nrclinonc.2011.81
Nrclinonc.2011.81Nrclinonc.2011.81
Nrclinonc.2011.81
 
Monique Roobol: PSA History
Monique Roobol: PSA HistoryMonique Roobol: PSA History
Monique Roobol: PSA History
 
Opportunities and challenges in starting an oncology program by amyn alidina
Opportunities and challenges in starting an oncology program by amyn alidinaOpportunities and challenges in starting an oncology program by amyn alidina
Opportunities and challenges in starting an oncology program by amyn alidina
 
Targeted Therapy for Uveal Melanoma - Richard Carvajal, MD
Targeted Therapy for Uveal Melanoma - Richard Carvajal, MDTargeted Therapy for Uveal Melanoma - Richard Carvajal, MD
Targeted Therapy for Uveal Melanoma - Richard Carvajal, MD
 
Cancer in kenya by anne korir
Cancer in kenya by anne korirCancer in kenya by anne korir
Cancer in kenya by anne korir
 
Northeast Case for Action: Colorectal Cancer, Mr. Mark Hartman
Northeast Case for Action: Colorectal Cancer, Mr. Mark HartmanNortheast Case for Action: Colorectal Cancer, Mr. Mark Hartman
Northeast Case for Action: Colorectal Cancer, Mr. Mark Hartman
 
Local Therapies for Uveal Melanoma Liver Metastases
Local Therapies for Uveal Melanoma Liver MetastasesLocal Therapies for Uveal Melanoma Liver Metastases
Local Therapies for Uveal Melanoma Liver Metastases
 
What’s new in prostate cancer part 1, 2021
What’s new in prostate cancer part 1, 2021What’s new in prostate cancer part 1, 2021
What’s new in prostate cancer part 1, 2021
 
Pet in gynecological malignancies
Pet in gynecological malignancies Pet in gynecological malignancies
Pet in gynecological malignancies
 
Panel 2: Optimizing Integrated Colorectal Cancer Treatment Planning and Patie...
Panel 2: Optimizing Integrated Colorectal Cancer Treatment Planning and Patie...Panel 2: Optimizing Integrated Colorectal Cancer Treatment Planning and Patie...
Panel 2: Optimizing Integrated Colorectal Cancer Treatment Planning and Patie...
 

Ähnlich wie EPAD 2017 - James N'Dow

Digital Health Transformation in Oncology.pptx
Digital Health Transformation in Oncology.pptxDigital Health Transformation in Oncology.pptx
Digital Health Transformation in Oncology.pptxrajmohan468978
 
Clinical Genomics and Medicine
Clinical Genomics and MedicineClinical Genomics and Medicine
Clinical Genomics and MedicineWarren Kibbe
 
Federal Research & Development for the Florida system Sept 2014
Federal Research & Development for the Florida system Sept 2014 Federal Research & Development for the Florida system Sept 2014
Federal Research & Development for the Florida system Sept 2014 Warren Kibbe
 
Connected Health & Me - Matic Meglic - Nov 24th 2014
Connected Health & Me - Matic Meglic - Nov 24th 2014Connected Health & Me - Matic Meglic - Nov 24th 2014
Connected Health & Me - Matic Meglic - Nov 24th 2014ipposi
 
ICBO 2014, October 8, 2014
ICBO 2014, October 8, 2014ICBO 2014, October 8, 2014
ICBO 2014, October 8, 2014Warren Kibbe
 
Healthcare Conference 2013 : Toekomstvisie op ICT in de gezondheidszorg - pro...
Healthcare Conference 2013 : Toekomstvisie op ICT in de gezondheidszorg - pro...Healthcare Conference 2013 : Toekomstvisie op ICT in de gezondheidszorg - pro...
Healthcare Conference 2013 : Toekomstvisie op ICT in de gezondheidszorg - pro...D3 Consutling
 
Precision Oncology adoption: The future is now
Precision Oncology adoption: The future is nowPrecision Oncology adoption: The future is now
Precision Oncology adoption: The future is nowaccenture
 
Meeting healthcare challenges: what are the challenges and what is the role o...
Meeting healthcare challenges: what are the challenges and what is the role o...Meeting healthcare challenges: what are the challenges and what is the role o...
Meeting healthcare challenges: what are the challenges and what is the role o...Mohammad Al-Ubaydli
 
Hot Topics Our Genomic Future Mark Bale
Hot Topics Our Genomic Future Mark BaleHot Topics Our Genomic Future Mark Bale
Hot Topics Our Genomic Future Mark BaleNesta
 
Early diagnosis and prevention enabled by big data   geneva conference final
Early diagnosis and prevention enabled by big data   geneva conference finalEarly diagnosis and prevention enabled by big data   geneva conference final
Early diagnosis and prevention enabled by big data   geneva conference finale-Marefa
 
Dekker trog - learning outcome prediction models from cancer data - 2017
Dekker   trog  - learning outcome prediction models from cancer data - 2017Dekker   trog  - learning outcome prediction models from cancer data - 2017
Dekker trog - learning outcome prediction models from cancer data - 2017Andre Dekker
 
SAMSI Precision Medicine Keynote, August 2018: Data: where Precision Oncology...
SAMSI Precision Medicine Keynote, August 2018: Data: where Precision Oncology...SAMSI Precision Medicine Keynote, August 2018: Data: where Precision Oncology...
SAMSI Precision Medicine Keynote, August 2018: Data: where Precision Oncology...Warren Kibbe
 
New Product Research: Uncommon Cancers
New Product Research: Uncommon CancersNew Product Research: Uncommon Cancers
New Product Research: Uncommon Cancerssachsinsights
 
Big Databases and Outcome Research - Opportunities and Challenges for Radiati...
Big Databases and Outcome Research - Opportunities and Challenges for Radiati...Big Databases and Outcome Research - Opportunities and Challenges for Radiati...
Big Databases and Outcome Research - Opportunities and Challenges for Radiati...Andre Dekker
 
Day 1: 9:15am-10:45am Panel Slides (Nov 18) Access to Innovation Conference
Day 1: 9:15am-10:45am Panel Slides (Nov 18) Access to Innovation ConferenceDay 1: 9:15am-10:45am Panel Slides (Nov 18) Access to Innovation Conference
Day 1: 9:15am-10:45am Panel Slides (Nov 18) Access to Innovation ConferenceCanadian Organization for Rare Disorders
 
Improving health care outcomes with responsible data science
Improving health care outcomes with responsible data scienceImproving health care outcomes with responsible data science
Improving health care outcomes with responsible data scienceWessel Kraaij
 
Patient-Generated Data for Cancer Treatment and Management
Patient-Generated Data for Cancer Treatment and ManagementPatient-Generated Data for Cancer Treatment and Management
Patient-Generated Data for Cancer Treatment and ManagementTommy Snitz
 

Ähnlich wie EPAD 2017 - James N'Dow (20)

Digital Health Transformation in Oncology.pptx
Digital Health Transformation in Oncology.pptxDigital Health Transformation in Oncology.pptx
Digital Health Transformation in Oncology.pptx
 
Clinical Genomics and Medicine
Clinical Genomics and MedicineClinical Genomics and Medicine
Clinical Genomics and Medicine
 
Federal Research & Development for the Florida system Sept 2014
Federal Research & Development for the Florida system Sept 2014 Federal Research & Development for the Florida system Sept 2014
Federal Research & Development for the Florida system Sept 2014
 
Connected Health & Me - Matic Meglic - Nov 24th 2014
Connected Health & Me - Matic Meglic - Nov 24th 2014Connected Health & Me - Matic Meglic - Nov 24th 2014
Connected Health & Me - Matic Meglic - Nov 24th 2014
 
ICBO 2014, October 8, 2014
ICBO 2014, October 8, 2014ICBO 2014, October 8, 2014
ICBO 2014, October 8, 2014
 
Healthcare Conference 2013 : Toekomstvisie op ICT in de gezondheidszorg - pro...
Healthcare Conference 2013 : Toekomstvisie op ICT in de gezondheidszorg - pro...Healthcare Conference 2013 : Toekomstvisie op ICT in de gezondheidszorg - pro...
Healthcare Conference 2013 : Toekomstvisie op ICT in de gezondheidszorg - pro...
 
16
1616
16
 
Precision Oncology adoption: The future is now
Precision Oncology adoption: The future is nowPrecision Oncology adoption: The future is now
Precision Oncology adoption: The future is now
 
Meeting healthcare challenges: what are the challenges and what is the role o...
Meeting healthcare challenges: what are the challenges and what is the role o...Meeting healthcare challenges: what are the challenges and what is the role o...
Meeting healthcare challenges: what are the challenges and what is the role o...
 
Hot Topics Our Genomic Future Mark Bale
Hot Topics Our Genomic Future Mark BaleHot Topics Our Genomic Future Mark Bale
Hot Topics Our Genomic Future Mark Bale
 
Early diagnosis and prevention enabled by big data   geneva conference final
Early diagnosis and prevention enabled by big data   geneva conference finalEarly diagnosis and prevention enabled by big data   geneva conference final
Early diagnosis and prevention enabled by big data   geneva conference final
 
Dekker trog - learning outcome prediction models from cancer data - 2017
Dekker   trog  - learning outcome prediction models from cancer data - 2017Dekker   trog  - learning outcome prediction models from cancer data - 2017
Dekker trog - learning outcome prediction models from cancer data - 2017
 
SAMSI Precision Medicine Keynote, August 2018: Data: where Precision Oncology...
SAMSI Precision Medicine Keynote, August 2018: Data: where Precision Oncology...SAMSI Precision Medicine Keynote, August 2018: Data: where Precision Oncology...
SAMSI Precision Medicine Keynote, August 2018: Data: where Precision Oncology...
 
New Product Research: Uncommon Cancers
New Product Research: Uncommon CancersNew Product Research: Uncommon Cancers
New Product Research: Uncommon Cancers
 
Big Databases and Outcome Research - Opportunities and Challenges for Radiati...
Big Databases and Outcome Research - Opportunities and Challenges for Radiati...Big Databases and Outcome Research - Opportunities and Challenges for Radiati...
Big Databases and Outcome Research - Opportunities and Challenges for Radiati...
 
Carlos Henrique Barrios
Carlos Henrique BarriosCarlos Henrique Barrios
Carlos Henrique Barrios
 
Day 1: 9:15am-10:45am Panel Slides (Nov 18) Access to Innovation Conference
Day 1: 9:15am-10:45am Panel Slides (Nov 18) Access to Innovation ConferenceDay 1: 9:15am-10:45am Panel Slides (Nov 18) Access to Innovation Conference
Day 1: 9:15am-10:45am Panel Slides (Nov 18) Access to Innovation Conference
 
Improving health care outcomes with responsible data science
Improving health care outcomes with responsible data scienceImproving health care outcomes with responsible data science
Improving health care outcomes with responsible data science
 
Patient-Generated Data for Cancer Treatment and Management
Patient-Generated Data for Cancer Treatment and ManagementPatient-Generated Data for Cancer Treatment and Management
Patient-Generated Data for Cancer Treatment and Management
 
Day 1: Real-World Data Panel
Day 1: Real-World Data Panel Day 1: Real-World Data Panel
Day 1: Real-World Data Panel
 

Mehr von Marc van Gurp

EAUN Poster Presentation Tool 2024
EAUN Poster Presentation Tool 2024EAUN Poster Presentation Tool 2024
EAUN Poster Presentation Tool 2024Marc van Gurp
 
Poster Presentation EAUN online tool
Poster Presentation EAUN online toolPoster Presentation EAUN online tool
Poster Presentation EAUN online toolMarc van Gurp
 
How to write an abstract - Online EAUN Course 2022
How to write an abstract - Online EAUN Course 2022How to write an abstract - Online EAUN Course 2022
How to write an abstract - Online EAUN Course 2022Marc van Gurp
 
EPAD 2017 - Lawrence Drudge-Coates
EPAD 2017 - Lawrence Drudge-CoatesEPAD 2017 - Lawrence Drudge-Coates
EPAD 2017 - Lawrence Drudge-CoatesMarc van Gurp
 
How to write an abstract
How to write an abstractHow to write an abstract
How to write an abstractMarc van Gurp
 
EAUN Poster Presentation Tool
EAUN Poster Presentation ToolEAUN Poster Presentation Tool
EAUN Poster Presentation ToolMarc van Gurp
 
How to write an abstract - online EAUN course
How to write an abstract - online EAUN courseHow to write an abstract - online EAUN course
How to write an abstract - online EAUN courseMarc van Gurp
 

Mehr von Marc van Gurp (7)

EAUN Poster Presentation Tool 2024
EAUN Poster Presentation Tool 2024EAUN Poster Presentation Tool 2024
EAUN Poster Presentation Tool 2024
 
Poster Presentation EAUN online tool
Poster Presentation EAUN online toolPoster Presentation EAUN online tool
Poster Presentation EAUN online tool
 
How to write an abstract - Online EAUN Course 2022
How to write an abstract - Online EAUN Course 2022How to write an abstract - Online EAUN Course 2022
How to write an abstract - Online EAUN Course 2022
 
EPAD 2017 - Lawrence Drudge-Coates
EPAD 2017 - Lawrence Drudge-CoatesEPAD 2017 - Lawrence Drudge-Coates
EPAD 2017 - Lawrence Drudge-Coates
 
How to write an abstract
How to write an abstractHow to write an abstract
How to write an abstract
 
EAUN Poster Presentation Tool
EAUN Poster Presentation ToolEAUN Poster Presentation Tool
EAUN Poster Presentation Tool
 
How to write an abstract - online EAUN course
How to write an abstract - online EAUN courseHow to write an abstract - online EAUN course
How to write an abstract - online EAUN course
 

Kürzlich hochgeladen

Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...Dipal Arora
 
(Low Rate RASHMI ) Rate Of Call Girls Jaipur ❣ 8445551418 ❣ Elite Models & Ce...
(Low Rate RASHMI ) Rate Of Call Girls Jaipur ❣ 8445551418 ❣ Elite Models & Ce...(Low Rate RASHMI ) Rate Of Call Girls Jaipur ❣ 8445551418 ❣ Elite Models & Ce...
(Low Rate RASHMI ) Rate Of Call Girls Jaipur ❣ 8445551418 ❣ Elite Models & Ce...parulsinha
 
Top Rated Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...
Top Rated  Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...Top Rated  Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...
Top Rated Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...chandars293
 
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Siliguri Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟ 9332606886 ⟟ Call Me For G...
Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟  9332606886 ⟟ Call Me For G...Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟  9332606886 ⟟ Call Me For G...
Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟ 9332606886 ⟟ Call Me For G...narwatsonia7
 
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeTop Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeCall Girls Delhi
 
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋TANUJA PANDEY
 
Russian Escorts Girls Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
Russian Escorts Girls  Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls DelhiRussian Escorts Girls  Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
Russian Escorts Girls Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls DelhiAlinaDevecerski
 
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
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 Call Girls
 
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...indiancallgirl4rent
 
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...astropune
 
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Varanasi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Varanasi Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Varanasi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Varanasi Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...Dipal Arora
 
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Haridwar Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Haridwar Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Haridwar Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Haridwar Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...vidya singh
 
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort ServicePremium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Servicevidya singh
 
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 

Kürzlich hochgeladen (20)

Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
 
(Low Rate RASHMI ) Rate Of Call Girls Jaipur ❣ 8445551418 ❣ Elite Models & Ce...
(Low Rate RASHMI ) Rate Of Call Girls Jaipur ❣ 8445551418 ❣ Elite Models & Ce...(Low Rate RASHMI ) Rate Of Call Girls Jaipur ❣ 8445551418 ❣ Elite Models & Ce...
(Low Rate RASHMI ) Rate Of Call Girls Jaipur ❣ 8445551418 ❣ Elite Models & Ce...
 
Top Rated Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...
Top Rated  Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...Top Rated  Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...
Top Rated Hyderabad Call Girls Erragadda ⟟ 6297143586 ⟟ Call Me For Genuine ...
 
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Siliguri Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service Available
 
Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟ 9332606886 ⟟ Call Me For G...
Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟  9332606886 ⟟ Call Me For G...Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟  9332606886 ⟟ Call Me For G...
Top Rated Bangalore Call Girls Ramamurthy Nagar ⟟ 9332606886 ⟟ Call Me For G...
 
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeTop Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
 
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
 
Russian Escorts Girls Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
Russian Escorts Girls  Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls DelhiRussian Escorts Girls  Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
Russian Escorts Girls Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
 
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Aurangabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Aurangabad Just Call 9907093804 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...
 
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...
(Rocky) Jaipur Call Girl - 09521753030 Escorts Service 50% Off with Cash ON D...
 
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
 
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Varanasi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Varanasi Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Varanasi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Varanasi Just Call 9907093804 Top Class Call Girl Service Available
 
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
 
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Haridwar Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Haridwar Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Haridwar Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Haridwar Just Call 9907093804 Top Class Call Girl Service Available
 
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
Manyata Tech Park ( Call Girls ) Bangalore ✔ 6297143586 ✔ Hot Model With Sexy...
 
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort ServicePremium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
 
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 9907093804 Top Class Call Girl Service Available
 

EPAD 2017 - James N'Dow

  • 1. What can be achieved by using Big Data in Prostate Cancer Prof. Dr. James N’Dow European Association of Urology
  • 3. Major Prostate Cancer challenges 90% of what is published in the scientific literature is unreliable and unfit to trigger a change of Clinical Practice Guideline Recommendation
  • 4. Major Prostate Cancer challenges • Insufficient knowledge on patient characteristics. • Poor definition and lack of standardisation of Prostate Cancer-related outcomes. • Lack of standardised “care pathways” across different European geographies. • Inability to incorporate real world clinical outcomes data into the management of Prostate Cancer (screening, diagnosis & treatment).
  • 5. CLINICAL DATA DATA STEWARD ANALYTICAL ENVIRONMENT STORAGE OFANALYSISRESULTS LARGE-SCALE PARALLEL COMPUTATION MULTI-PLATFORMANALYSISPIPELINES tranSMART ANALYSIS USER SPACE ‘OMICSDATA STUDYDESIGN& DEMOGRAPHICS HEALTH RECORDS HARMONIZED DATASETS GPU DATA ANALYST KCL, UCL, Marsden EORTC Erasmus / / Nijmegen Martini-Klinik/ NCT/ Dresden/Fraunhofer EU partners bringingbigdata Epidemiology datasets VA Dataset CaPSURE Non-EU partnerswith data sources HARMONISED DATA STORE DATA STANDARDS & ONTOLOGY MANAGEMENT DATA EXPLORATION DATA REDUCTION DATA INTEGRATION DATAACCESSENDPOINTS STANDARDS REGISTRY STANDARDTEMPLATES STANDARDVOCABULARIES ETLTOOLS i2b2 model OMOP model DATA CUSTODIAN ENVIRONMENT DATA ACCESS ANDSOURCES DATA PLATFORM DATA ANALYTICS UNISR/ St Raphaele UTA Lund University Goeteborgs University DATA SOURCES DATA TYPES DATA HARMONISATION DATA ANALYSIS PIONEER’S OUTCOMES IMPLEMENTOMICS Consensusonthemost importantPcaoutcomes Identificationofcritical evidencegapsinPCa Standardisationof outcomedefinitionand outcomemeasures Newinsightson improvedstratification Improvedstandardized carepathwayswith knownbetter predictableoutcomes ERSPC group Is big data the answer? Our model
  • 6. Is big data the answer? Our model
  • 7. Key elements to success of our model • Access to large numbers of clinical data sets across the different stages of Prostate Cancer and across different European and non-European geographies. • A standardised, open-access, collaborative data platform. • Novel informatics and computational approaches. • Involvement of key opinion leaders in Prostate Cancer and Big Data. • Involvement of all relevant stakeholders including patients.
  • 8. Encouraging social action • Encouraging widespread adoption of data donation faces significant hurdles due to understandable concerns around privacy and security. • It is possible to anonymise data but many of the most transformative uses of big data in healthcare don’t allow for the data to be anonymised e.g. there’s no point in identifying the perfect clinical trial participant if you can’t contact them.
  • 9. Encouraging social action • Key to overcoming the hurdle of patient consent is education (opt-out rather than opt-in). • The big data industry must engage with patients and explain the benefits to them and to others of sharing their data. Take home message: Our data can drive healthcare innovation and save lives, but we must be willing to share it.
  • 10. Thank you for your attention

Hinweis der Redaktion

  1. As more targeted and novel therapies are being developed there is an urgent need to identify and validate endpoints which may shorten the length of clinical trials or guide patient stratification
  2. As more targeted and novel therapies are being developed there is an urgent need to identify and validate endpoints which may shorten the length of clinical trials or guide patient stratification
  3. As more targeted and novel therapies are being developed there is an urgent need to identify and validate endpoints which may shorten the length of clinical trials or guide patient stratification
  4. As more targeted and novel therapies are being developed there is an urgent need to identify and validate endpoints which may shorten the length of clinical trials or guide patient stratification
  5. As more targeted and novel therapies are being developed there is an urgent need to identify and validate endpoints which may shorten the length of clinical trials or guide patient stratification