SlideShare une entreprise Scribd logo
1  sur  17
Crowd Sourced Health Care Studies:
Implications for Pharma
David Lee Scher, MD, FACC, FHRS
Digitalhealthconsultants.com
“The most valuable commodity that I
know of is information”. –Gordon Gekko
Definition
• “The practice of obtaining participants,
services, ideas, or content by soliciting
contributions from a large group of people,
especially via the Internet.”
Crowdsourced Health Studies
• Convergence of three phenomena:
–Citizen science
–Crowdsourcing
–Health 2.0
Areas of Research
• Drug response
• Disease research
• User experience in crowdsourced studies
• Genetic association
Why Crowdsourced Studies? Critique of
Traditional Studies
• Selection bias
• Limited geographies
• Surrogate end points
• Short-term follow-up
• Few comparative studies
• COIs
Advantages of Crowdsourced Studies
• Shortened study time.
• Facilitate recruitment of patients with rare
diseases over widely dispersed areas.
• Easy availability of control patients.
• Lower cost.
• Patient engagement (peer group interaction).
Critique of Crowdsourced Health Studies
• Lack of verification of disease presence,
intervention, or reported data accuracy.
• ? Capacity of patients to report.
• One study: data as good or better than
traditional samples*
• Study design: protocol, bias, funding
• Regulation and oversight (IRB, consent forms)
*Behrend TS, Sharek DJ, Meade AW, Wiebe EN. The viability of crowdsourcing
for survey research. Behav Res Methods 2011;43(3):800-813.
Crowdsourced Health Care Studies:
Classification
• Researcher-organized studies
• Participant-organized studies
Researcher-Organized Studies
• PatientsLikeMe
–Self-reported data
–Survey questionnaires
–23andME
– Genotyping data
– Survey questionnaires
PatientsLikeMe
• 125,000 members
• 1000+ condition communities
• 25 published peer review journal articles
23and Me
• >100,000 subscribers
Open innovation:
• Harvard’s InnoCentive Program.
– NIH-funded study of type I DM.
– Question divorced from answers.
PatientsLikeMe: ALS Lithium Study
Accelerated clinical discovery using self-reported patient data
collected online and a patient-matching algorithm. Wicks P,
Vaughan TE, Massagli MP, Heywood J. Nature
Biotechnology 29, 411–414 (2011) doi:10.1038/nbt.1837
• Study of effect of Lithium on progression of
ALS.
• Study drug had no positive effect on disease.
• Landmark trial of crowdsourcing technique.
Participant-Organized Studies
• Genomics: Genomera, DIY
– Genotyping data
– Blood test results
– Self-reported data
– Survey Questionnaires
• Self-tracking:Quantified Self, Curetogether
– Self-tracking data (sensors)
– Self reporting data
Self-Tracking: Curetogether.com
• Symptoms
• Treatments
–Attempted
–Efficacy
–Adverse events/side effects
• Perceived precipitants or causes of
disease
• Comments, observations
Crowdsourced Health Studies:
Applications to Pharma
• Post-market efficacy and AE surveillance
• Comparative studies
• Genomic-phenotype efficacy/safety
studies
• Medication adherence studies
• Marketing efficacy studies
Crowdsourced Health Studies:
Applications to Pharma
• Improve image of Pharma
• Increased patient engagement->
increased adherence
• Source of marketing data
• Discover genetic/geographic variances in
response to meds
• Facilitate personalized medicine
“If you ask me a question I
don’t know, I’m not going to
answer.”

Contenu connexe

Tendances

Patient Registries: Ditch the Silos and Create an Ecosystem of Discovery
Patient Registries: Ditch the Silos and Create an Ecosystem of DiscoveryPatient Registries: Ditch the Silos and Create an Ecosystem of Discovery
Patient Registries: Ditch the Silos and Create an Ecosystem of DiscoveryCarey Kauffman, CPHWC, CWHE
 
Cross sectional study overview
Cross sectional study overviewCross sectional study overview
Cross sectional study overviewherunyu
 
Methods for Observational Comparative Effectiveness Research on Healthcare De...
Methods for Observational Comparative Effectiveness Research on Healthcare De...Methods for Observational Comparative Effectiveness Research on Healthcare De...
Methods for Observational Comparative Effectiveness Research on Healthcare De...Marion Sills
 
Patient Recruitment Insights
Patient Recruitment InsightsPatient Recruitment Insights
Patient Recruitment InsightsDora Calderon
 
What are the essential design features of personal health records to improve ...
What are the essential design features of personal health records to improve ...What are the essential design features of personal health records to improve ...
What are the essential design features of personal health records to improve ...Elisavet Andrikopoulou
 
6C Lloyd et al. A database of patient experience, questions, concerns and pre...
6C Lloyd et al. A database of patient experience, questions, concerns and pre...6C Lloyd et al. A database of patient experience, questions, concerns and pre...
6C Lloyd et al. A database of patient experience, questions, concerns and pre...IKT-Norge
 
Mapping lung cancer diagnostic pathways: a qualitative study of interviews wi...
Mapping lung cancer diagnostic pathways: a qualitative study of interviews wi...Mapping lung cancer diagnostic pathways: a qualitative study of interviews wi...
Mapping lung cancer diagnostic pathways: a qualitative study of interviews wi...Cancer Institute NSW
 
The Cochrane Collaboration Colloquium: Global opportunities and challenges fo...
The Cochrane Collaboration Colloquium: Global opportunities and challenges fo...The Cochrane Collaboration Colloquium: Global opportunities and challenges fo...
The Cochrane Collaboration Colloquium: Global opportunities and challenges fo...Cochrane.Collaboration
 
Evidencia de vida real en oncología
Evidencia de vida real en oncologíaEvidencia de vida real en oncología
Evidencia de vida real en oncologíaMauricio Lema
 
Population Health Management
Population Health ManagementPopulation Health Management
Population Health ManagementDale Sanders
 

Tendances (20)

RML Rendezvous: Transcending Borders Globally
RML Rendezvous: Transcending Borders GloballyRML Rendezvous: Transcending Borders Globally
RML Rendezvous: Transcending Borders Globally
 
RML Rendezvous - Physician Assistants & Information Needs for Clinical Decisi...
RML Rendezvous - Physician Assistants & Information Needs for Clinical Decisi...RML Rendezvous - Physician Assistants & Information Needs for Clinical Decisi...
RML Rendezvous - Physician Assistants & Information Needs for Clinical Decisi...
 
Patient Registries: Ditch the Silos and Create an Ecosystem of Discovery
Patient Registries: Ditch the Silos and Create an Ecosystem of DiscoveryPatient Registries: Ditch the Silos and Create an Ecosystem of Discovery
Patient Registries: Ditch the Silos and Create an Ecosystem of Discovery
 
Cross sectional study overview
Cross sectional study overviewCross sectional study overview
Cross sectional study overview
 
Methods for Observational Comparative Effectiveness Research on Healthcare De...
Methods for Observational Comparative Effectiveness Research on Healthcare De...Methods for Observational Comparative Effectiveness Research on Healthcare De...
Methods for Observational Comparative Effectiveness Research on Healthcare De...
 
Introduction to Phase 2 & 3 Clinical Trials
Introduction to Phase 2 & 3 Clinical TrialsIntroduction to Phase 2 & 3 Clinical Trials
Introduction to Phase 2 & 3 Clinical Trials
 
Solidarity trial - challenges and success
Solidarity trial - challenges and successSolidarity trial - challenges and success
Solidarity trial - challenges and success
 
Eric G. Campbell, "IRB Oversight of PCOR: A National Survey of IRB Chairs"
Eric G. Campbell, "IRB Oversight of PCOR: A National Survey of IRB Chairs"Eric G. Campbell, "IRB Oversight of PCOR: A National Survey of IRB Chairs"
Eric G. Campbell, "IRB Oversight of PCOR: A National Survey of IRB Chairs"
 
Patient Recruitment Insights
Patient Recruitment InsightsPatient Recruitment Insights
Patient Recruitment Insights
 
Self medication master slide
Self medication master slideSelf medication master slide
Self medication master slide
 
What are the essential design features of personal health records to improve ...
What are the essential design features of personal health records to improve ...What are the essential design features of personal health records to improve ...
What are the essential design features of personal health records to improve ...
 
RML Rendezvous - Health Information Literacy
RML Rendezvous - Health Information LiteracyRML Rendezvous - Health Information Literacy
RML Rendezvous - Health Information Literacy
 
6C Lloyd et al. A database of patient experience, questions, concerns and pre...
6C Lloyd et al. A database of patient experience, questions, concerns and pre...6C Lloyd et al. A database of patient experience, questions, concerns and pre...
6C Lloyd et al. A database of patient experience, questions, concerns and pre...
 
Mapping lung cancer diagnostic pathways: a qualitative study of interviews wi...
Mapping lung cancer diagnostic pathways: a qualitative study of interviews wi...Mapping lung cancer diagnostic pathways: a qualitative study of interviews wi...
Mapping lung cancer diagnostic pathways: a qualitative study of interviews wi...
 
The Cochrane Collaboration Colloquium: Global opportunities and challenges fo...
The Cochrane Collaboration Colloquium: Global opportunities and challenges fo...The Cochrane Collaboration Colloquium: Global opportunities and challenges fo...
The Cochrane Collaboration Colloquium: Global opportunities and challenges fo...
 
Evidencia de vida real en oncología
Evidencia de vida real en oncologíaEvidencia de vida real en oncología
Evidencia de vida real en oncología
 
Pranesh Chakraborty (CHEO): panCanadian Newborn Screening Guidelines
Pranesh Chakraborty (CHEO): panCanadian Newborn Screening GuidelinesPranesh Chakraborty (CHEO): panCanadian Newborn Screening Guidelines
Pranesh Chakraborty (CHEO): panCanadian Newborn Screening Guidelines
 
M health summit 050511
M health summit 050511M health summit 050511
M health summit 050511
 
Population Health Management
Population Health ManagementPopulation Health Management
Population Health Management
 
M health summit 050511-nn
M health summit 050511-nnM health summit 050511-nn
M health summit 050511-nn
 

Similaire à Crowdsourced health studies

Digital Health Technology: The Ultimate Patient Advocate
Digital Health Technology: The Ultimate Patient AdvocateDigital Health Technology: The Ultimate Patient Advocate
Digital Health Technology: The Ultimate Patient AdvocateDavid Lee Scher, MD
 
Using Patient Reported Outcomes to Inform Offlabel Prescribing
Using Patient Reported Outcomes to Inform Offlabel PrescribingUsing Patient Reported Outcomes to Inform Offlabel Prescribing
Using Patient Reported Outcomes to Inform Offlabel PrescribingACSM @ VU University Amsterdam
 
SHARE Webinar: Why Should I Join a Clinical Trial with Dr. Hershman
SHARE Webinar: Why Should I Join a Clinical Trial with Dr. HershmanSHARE Webinar: Why Should I Join a Clinical Trial with Dr. Hershman
SHARE Webinar: Why Should I Join a Clinical Trial with Dr. Hershmanbkling
 
Lecture 5 - Surveillance(0).ppt
Lecture 5 - Surveillance(0).pptLecture 5 - Surveillance(0).ppt
Lecture 5 - Surveillance(0).pptAugustinechandiga
 
Cihr guest presentation and webinar afternoon talk - january 2014
Cihr guest presentation and webinar   afternoon talk - january 2014Cihr guest presentation and webinar   afternoon talk - january 2014
Cihr guest presentation and webinar afternoon talk - january 2014Simon Denegri
 
Clinical Trial Process and type of clinical trials.ppt
Clinical Trial Process and type of clinical trials.pptClinical Trial Process and type of clinical trials.ppt
Clinical Trial Process and type of clinical trials.pptManish Gautam
 
Clinical Trials
Clinical TrialsClinical Trials
Clinical Trialsflasco_org
 
Presentation at Rare Disease conference in San-Antonio
Presentation at Rare Disease conference in San-AntonioPresentation at Rare Disease conference in San-Antonio
Presentation at Rare Disease conference in San-AntonioAnton Yuryev
 
Clinical Trial Recruitment & Retention
Clinical Trial Recruitment & RetentionClinical Trial Recruitment & Retention
Clinical Trial Recruitment & RetentionAsijit Sen
 
EuroBioForum 2013 - Day 2 | Mark Poznansky
 EuroBioForum 2013 - Day 2 | Mark Poznansky EuroBioForum 2013 - Day 2 | Mark Poznansky
EuroBioForum 2013 - Day 2 | Mark PoznanskyEuroBioForum
 
Etik pada Penelitian.pdf
Etik pada Penelitian.pdfEtik pada Penelitian.pdf
Etik pada Penelitian.pdfbillyaaaaa
 
DNA and Personalized medicine
DNA and Personalized medicineDNA and Personalized medicine
DNA and Personalized medicinecancerdrg
 
Simon denegri bristol-website
Simon denegri bristol-websiteSimon denegri bristol-website
Simon denegri bristol-websiteDeNDRoN-Comms
 
CCSC6142 Week 3 Research ethics - Long Hoang.pdf
CCSC6142 Week 3 Research ethics - Long Hoang.pdfCCSC6142 Week 3 Research ethics - Long Hoang.pdf
CCSC6142 Week 3 Research ethics - Long Hoang.pdfMyThaoAiDoan
 

Similaire à Crowdsourced health studies (20)

Digital Health Technology: The Ultimate Patient Advocate
Digital Health Technology: The Ultimate Patient AdvocateDigital Health Technology: The Ultimate Patient Advocate
Digital Health Technology: The Ultimate Patient Advocate
 
Patients As Data Source
Patients As Data SourcePatients As Data Source
Patients As Data Source
 
Using Patient Reported Outcomes to Inform Offlabel Prescribing
Using Patient Reported Outcomes to Inform Offlabel PrescribingUsing Patient Reported Outcomes to Inform Offlabel Prescribing
Using Patient Reported Outcomes to Inform Offlabel Prescribing
 
SHARE Webinar: Why Should I Join a Clinical Trial with Dr. Hershman
SHARE Webinar: Why Should I Join a Clinical Trial with Dr. HershmanSHARE Webinar: Why Should I Join a Clinical Trial with Dr. Hershman
SHARE Webinar: Why Should I Join a Clinical Trial with Dr. Hershman
 
Cdl conference mobile learning - 4-12
Cdl conference   mobile learning - 4-12Cdl conference   mobile learning - 4-12
Cdl conference mobile learning - 4-12
 
Mobile Learning in Consumer Health
Mobile Learning in Consumer HealthMobile Learning in Consumer Health
Mobile Learning in Consumer Health
 
Lecture 5 - Surveillance(0).ppt
Lecture 5 - Surveillance(0).pptLecture 5 - Surveillance(0).ppt
Lecture 5 - Surveillance(0).ppt
 
Cihr guest presentation and webinar afternoon talk - january 2014
Cihr guest presentation and webinar   afternoon talk - january 2014Cihr guest presentation and webinar   afternoon talk - january 2014
Cihr guest presentation and webinar afternoon talk - january 2014
 
Clinical Trial Process and type of clinical trials.ppt
Clinical Trial Process and type of clinical trials.pptClinical Trial Process and type of clinical trials.ppt
Clinical Trial Process and type of clinical trials.ppt
 
Power to the Patient
Power to the PatientPower to the Patient
Power to the Patient
 
Clinical Trials
Clinical TrialsClinical Trials
Clinical Trials
 
Presentation at Rare Disease conference in San-Antonio
Presentation at Rare Disease conference in San-AntonioPresentation at Rare Disease conference in San-Antonio
Presentation at Rare Disease conference in San-Antonio
 
Clinical Trial Recruitment & Retention
Clinical Trial Recruitment & RetentionClinical Trial Recruitment & Retention
Clinical Trial Recruitment & Retention
 
EuroBioForum 2013 - Day 2 | Mark Poznansky
 EuroBioForum 2013 - Day 2 | Mark Poznansky EuroBioForum 2013 - Day 2 | Mark Poznansky
EuroBioForum 2013 - Day 2 | Mark Poznansky
 
Etik pada Penelitian.pdf
Etik pada Penelitian.pdfEtik pada Penelitian.pdf
Etik pada Penelitian.pdf
 
Julian Little & Beth Potter: Rare Disease Day 2016 Conference
Julian Little & Beth Potter: Rare Disease Day 2016 Conference Julian Little & Beth Potter: Rare Disease Day 2016 Conference
Julian Little & Beth Potter: Rare Disease Day 2016 Conference
 
Building a National Data Infrastructure to Advance Patient-Centered Comparati...
Building a National Data Infrastructure to Advance Patient-Centered Comparati...Building a National Data Infrastructure to Advance Patient-Centered Comparati...
Building a National Data Infrastructure to Advance Patient-Centered Comparati...
 
DNA and Personalized medicine
DNA and Personalized medicineDNA and Personalized medicine
DNA and Personalized medicine
 
Simon denegri bristol-website
Simon denegri bristol-websiteSimon denegri bristol-website
Simon denegri bristol-website
 
CCSC6142 Week 3 Research ethics - Long Hoang.pdf
CCSC6142 Week 3 Research ethics - Long Hoang.pdfCCSC6142 Week 3 Research ethics - Long Hoang.pdf
CCSC6142 Week 3 Research ethics - Long Hoang.pdf
 

Dernier

Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...
Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...
Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...astropune
 
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...Sheetaleventcompany
 
Call Girls Siliguri Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Siliguri Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Siliguri Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Siliguri Just Call 8250077686 Top Class Call Girl Service AvailableDipal Arora
 
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
 
Top Rated Bangalore Call Girls Richmond Circle ⟟ 9332606886 ⟟ Call Me For Ge...
Top Rated Bangalore Call Girls Richmond Circle ⟟  9332606886 ⟟ Call Me For Ge...Top Rated Bangalore Call Girls Richmond Circle ⟟  9332606886 ⟟ Call Me For Ge...
Top Rated Bangalore Call Girls Richmond Circle ⟟ 9332606886 ⟟ Call Me For Ge...narwatsonia7
 
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...Ishani Gupta
 
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service Available
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service AvailableCall Girls Gwalior Just Call 8617370543 Top Class Call Girl Service Available
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Varanasi Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Varanasi Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Varanasi Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Varanasi Just Call 8250077686 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Haridwar Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Haridwar Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Haridwar Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Haridwar Just Call 8250077686 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Ooty Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Ooty Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Ooty Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Ooty Just Call 8250077686 Top Class Call Girl Service AvailableDipal Arora
 
♛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
 
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
 
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...Taniya Sharma
 
Call Girls Agra Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Agra Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Agra Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Agra Just Call 8250077686 Top Class Call Girl Service AvailableDipal Arora
 
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
 
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
 
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
 

Dernier (20)

Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...
Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...
Best Rate (Hyderabad) Call Girls Jahanuma ⟟ 8250192130 ⟟ High Class Call Girl...
 
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
 
Call Girls Siliguri Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Siliguri Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Siliguri Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Siliguri Just Call 8250077686 Top Class Call Girl Service Available
 
Call Girls in Gagan Vihar (delhi) call me [🔝 9953056974 🔝] escort service 24X7
Call Girls in Gagan Vihar (delhi) call me [🔝  9953056974 🔝] escort service 24X7Call Girls in Gagan Vihar (delhi) call me [🔝  9953056974 🔝] escort service 24X7
Call Girls in Gagan Vihar (delhi) call me [🔝 9953056974 🔝] escort service 24X7
 
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 ...
 
Top Rated Bangalore Call Girls Richmond Circle ⟟ 9332606886 ⟟ Call Me For Ge...
Top Rated Bangalore Call Girls Richmond Circle ⟟  9332606886 ⟟ Call Me For Ge...Top Rated Bangalore Call Girls Richmond Circle ⟟  9332606886 ⟟ Call Me For Ge...
Top Rated Bangalore Call Girls Richmond Circle ⟟ 9332606886 ⟟ Call Me For Ge...
 
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
 
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service Available
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service AvailableCall Girls Gwalior Just Call 8617370543 Top Class Call Girl Service Available
Call Girls Gwalior Just Call 8617370543 Top Class Call Girl Service Available
 
Call Girls Varanasi Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Varanasi Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Varanasi Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Varanasi Just Call 8250077686 Top Class Call Girl Service Available
 
Call Girls Haridwar Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Haridwar Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Haridwar Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Haridwar Just Call 8250077686 Top Class Call Girl Service Available
 
Call Girls Ooty Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Ooty Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Ooty Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Ooty Just Call 8250077686 Top Class Call Girl Service Available
 
♛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 ...
 
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 💚😋
 
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
 
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
(👑VVIP ISHAAN ) Russian Call Girls Service Navi Mumbai🖕9920874524🖕Independent...
 
Call Girls Agra Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Agra Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Agra Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Agra Just Call 8250077686 Top Class Call Girl Service Available
 
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
 
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 ...
 
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...
 

Crowdsourced health studies

  • 1. Crowd Sourced Health Care Studies: Implications for Pharma David Lee Scher, MD, FACC, FHRS Digitalhealthconsultants.com
  • 2. “The most valuable commodity that I know of is information”. –Gordon Gekko
  • 3. Definition • “The practice of obtaining participants, services, ideas, or content by soliciting contributions from a large group of people, especially via the Internet.”
  • 4. Crowdsourced Health Studies • Convergence of three phenomena: –Citizen science –Crowdsourcing –Health 2.0
  • 5. Areas of Research • Drug response • Disease research • User experience in crowdsourced studies • Genetic association
  • 6. Why Crowdsourced Studies? Critique of Traditional Studies • Selection bias • Limited geographies • Surrogate end points • Short-term follow-up • Few comparative studies • COIs
  • 7. Advantages of Crowdsourced Studies • Shortened study time. • Facilitate recruitment of patients with rare diseases over widely dispersed areas. • Easy availability of control patients. • Lower cost. • Patient engagement (peer group interaction).
  • 8. Critique of Crowdsourced Health Studies • Lack of verification of disease presence, intervention, or reported data accuracy. • ? Capacity of patients to report. • One study: data as good or better than traditional samples* • Study design: protocol, bias, funding • Regulation and oversight (IRB, consent forms) *Behrend TS, Sharek DJ, Meade AW, Wiebe EN. The viability of crowdsourcing for survey research. Behav Res Methods 2011;43(3):800-813.
  • 9. Crowdsourced Health Care Studies: Classification • Researcher-organized studies • Participant-organized studies
  • 10. Researcher-Organized Studies • PatientsLikeMe –Self-reported data –Survey questionnaires –23andME – Genotyping data – Survey questionnaires
  • 11. PatientsLikeMe • 125,000 members • 1000+ condition communities • 25 published peer review journal articles 23and Me • >100,000 subscribers Open innovation: • Harvard’s InnoCentive Program. – NIH-funded study of type I DM. – Question divorced from answers.
  • 12. PatientsLikeMe: ALS Lithium Study Accelerated clinical discovery using self-reported patient data collected online and a patient-matching algorithm. Wicks P, Vaughan TE, Massagli MP, Heywood J. Nature Biotechnology 29, 411–414 (2011) doi:10.1038/nbt.1837 • Study of effect of Lithium on progression of ALS. • Study drug had no positive effect on disease. • Landmark trial of crowdsourcing technique.
  • 13. Participant-Organized Studies • Genomics: Genomera, DIY – Genotyping data – Blood test results – Self-reported data – Survey Questionnaires • Self-tracking:Quantified Self, Curetogether – Self-tracking data (sensors) – Self reporting data
  • 14. Self-Tracking: Curetogether.com • Symptoms • Treatments –Attempted –Efficacy –Adverse events/side effects • Perceived precipitants or causes of disease • Comments, observations
  • 15. Crowdsourced Health Studies: Applications to Pharma • Post-market efficacy and AE surveillance • Comparative studies • Genomic-phenotype efficacy/safety studies • Medication adherence studies • Marketing efficacy studies
  • 16. Crowdsourced Health Studies: Applications to Pharma • Improve image of Pharma • Increased patient engagement-> increased adherence • Source of marketing data • Discover genetic/geographic variances in response to meds • Facilitate personalized medicine
  • 17. “If you ask me a question I don’t know, I’m not going to answer.”