SlideShare ist ein Scribd-Unternehmen logo
1 von 15
Downloaden Sie, um offline zu lesen
2014.01.15

Budapest Users of R Network

2
Data Source (FDA)
• 

• 

2012 Q4 Safety Alerts for Human Medical
Products (Drugs, Biologics, Medical Devices,
Special Nutritionals, and Cosmetics)
The alerts contain actionable information that
may impact both treatment and diagnostic
choices for healthcare professional and
patient.

2014.01.15

Budapest Users of R Network

3
MED Watch Dashboard Viewers
http://medwatch.co.nf
December of 2013

2014.01.15

Budapest Users of R Network

4
2014.01.15

Budapest Users of R Network

5
Data Clean - 1
• 

• 

The raw reported data have been cleaned
according to the International Conference on
Harmonisation (ICH) of Technical
Requirements for Registration of
Pharmaceuticals for Human Use.
The verbatim reactions/indications have been
coded into the system organ class (SOC)
using the Medical Dictionary for Regulatory
Activities (MedDRA version 13.1) for coding of
diseases/medical conditions.
2014.01.15

Budapest Users of R Network

6
Data Clean - 2
● 

The raw reported datasets have been
transferred into CDISC SDTM datasets, and
also into CDISC ADaM datasets which are the
basis for production of statistical graphs in R
statistical package including:
– 

Shiny,

– 

vcd (The conditional density plot - Hofmann and Theus
2005),

– 

Basic Hexagon Binning Functions (hexbin)

– 

rworldmap(joinCountryData2Map, mapCountryData),

– 

ggplot2.
2014.01.15

Budapest Users of R Network

7
■

2014.01.15

Budapest Users of R Network

8
2014.01.15

Budapest Users of R Network

9
2014.01.15

Budapest Users of R Network

10
2014.01.15

Budapest Users of R Network

11
2014.01.15

Budapest Users of R Network

12
2014.01.15

Budapest Users of R Network

13
LIE Factor - Edward Tufte
Define the maximum ideas to the audience:
• 

In the shortest time,

• 

Minimize the number of "ink", with the smallest optimal
representation.

•  Tell the truth about the data.

2014.01.15

Budapest Users of R Network

14
MED Watch Dashboard - Big Data Mining on Safety Information and Adverse Event Reports

Weitere ähnliche Inhalte

Was ist angesagt?

Transforming Internal Communications with a State of-the-Art Intranet
Transforming Internal Communications with a State of-the-Art IntranetTransforming Internal Communications with a State of-the-Art Intranet
Transforming Internal Communications with a State of-the-Art Intranet
Regan Sonnabend
 
Pharmacovigilance Training in Oracle Argus Safety Database with Project
Pharmacovigilance Training in Oracle Argus Safety Database with ProjectPharmacovigilance Training in Oracle Argus Safety Database with Project
Pharmacovigilance Training in Oracle Argus Safety Database with Project
BioMed Informatics
 
BlackSea TeleDiab
BlackSea TeleDiabBlackSea TeleDiab
BlackSea TeleDiab
Simion Pruna
 
eStandards conference: Next steps for standardization in large scale eHealth ...
eStandards conference: Next steps for standardization in large scale eHealth ...eStandards conference: Next steps for standardization in large scale eHealth ...
eStandards conference: Next steps for standardization in large scale eHealth ...
chronaki
 

Was ist angesagt? (20)

Transforming Internal Communications with a State of-the-Art Intranet
Transforming Internal Communications with a State of-the-Art IntranetTransforming Internal Communications with a State of-the-Art Intranet
Transforming Internal Communications with a State of-the-Art Intranet
 
Minimize the Impact of E2B(R3) on Drug Safety Operations with Argus Safety
Minimize the Impact of E2B(R3) on Drug Safety Operations with Argus SafetyMinimize the Impact of E2B(R3) on Drug Safety Operations with Argus Safety
Minimize the Impact of E2B(R3) on Drug Safety Operations with Argus Safety
 
Types of pharmacovigilance softwares
Types of pharmacovigilance softwaresTypes of pharmacovigilance softwares
Types of pharmacovigilance softwares
 
SHR Presentation
SHR PresentationSHR Presentation
SHR Presentation
 
The IDMP Challenge - Whitepaper on ISO IDMP by Cunesoft
The IDMP Challenge - Whitepaper on ISO IDMP by CunesoftThe IDMP Challenge - Whitepaper on ISO IDMP by Cunesoft
The IDMP Challenge - Whitepaper on ISO IDMP by Cunesoft
 
Pharmacovigilance Training in Oracle Argus Safety Database with Project
Pharmacovigilance Training in Oracle Argus Safety Database with ProjectPharmacovigilance Training in Oracle Argus Safety Database with Project
Pharmacovigilance Training in Oracle Argus Safety Database with Project
 
Structured labeling for home use devices – assessment of the SPL format
Structured labeling for home use devices – assessment of the SPL formatStructured labeling for home use devices – assessment of the SPL format
Structured labeling for home use devices – assessment of the SPL format
 
mHealth Israel_Digital Health_The Regulatory Landscape 2017
mHealth Israel_Digital Health_The Regulatory Landscape 2017mHealth Israel_Digital Health_The Regulatory Landscape 2017
mHealth Israel_Digital Health_The Regulatory Landscape 2017
 
Mediwatch2
Mediwatch2Mediwatch2
Mediwatch2
 
1st eStandards conference: next steps for standardization in large scale eHea...
1st eStandards conference: next steps for standardization in large scale eHea...1st eStandards conference: next steps for standardization in large scale eHea...
1st eStandards conference: next steps for standardization in large scale eHea...
 
Preparing for meaningful use stage 2
Preparing for meaningful use stage 2Preparing for meaningful use stage 2
Preparing for meaningful use stage 2
 
Mr. Neil Hammerschmidt - USDA-APHIS IT Update
Mr. Neil Hammerschmidt - USDA-APHIS IT UpdateMr. Neil Hammerschmidt - USDA-APHIS IT Update
Mr. Neil Hammerschmidt - USDA-APHIS IT Update
 
BlackSea TeleDiab
BlackSea TeleDiabBlackSea TeleDiab
BlackSea TeleDiab
 
Healthcare System
Healthcare SystemHealthcare System
Healthcare System
 
Preparing a drug registration for the US and the EU: Parallel or sequential a...
Preparing a drug registration for the US and the EU: Parallel or sequential a...Preparing a drug registration for the US and the EU: Parallel or sequential a...
Preparing a drug registration for the US and the EU: Parallel or sequential a...
 
Rfid in health care
Rfid in health careRfid in health care
Rfid in health care
 
Case Study: World's Largest COPD eCOA Trial Requires Reliability and Global S...
Case Study: World's Largest COPD eCOA Trial Requires Reliability and Global S...Case Study: World's Largest COPD eCOA Trial Requires Reliability and Global S...
Case Study: World's Largest COPD eCOA Trial Requires Reliability and Global S...
 
A short introduction to DADA Consultancy, your trusted partner in Pharma Support
A short introduction to DADA Consultancy, your trusted partner in Pharma SupportA short introduction to DADA Consultancy, your trusted partner in Pharma Support
A short introduction to DADA Consultancy, your trusted partner in Pharma Support
 
eStandards conference: Next steps for standardization in large scale eHealth ...
eStandards conference: Next steps for standardization in large scale eHealth ...eStandards conference: Next steps for standardization in large scale eHealth ...
eStandards conference: Next steps for standardization in large scale eHealth ...
 
Health Information Exchange in the U.S. Today
Health Information Exchange in the U.S. TodayHealth Information Exchange in the U.S. Today
Health Information Exchange in the U.S. Today
 

Ähnlich wie MED Watch Dashboard - Big Data Mining on Safety Information and Adverse Event Reports

Health Informatics and implantable medical devices
Health Informatics and implantable medical devicesHealth Informatics and implantable medical devices
Health Informatics and implantable medical devices
Myron Finseth, MSc
 

Ähnlich wie MED Watch Dashboard - Big Data Mining on Safety Information and Adverse Event Reports (20)

CCDs or QRDAs for eCQM Reporting
CCDs or QRDAs for eCQM ReportingCCDs or QRDAs for eCQM Reporting
CCDs or QRDAs for eCQM Reporting
 
Med dra Basics
Med dra  BasicsMed dra  Basics
Med dra Basics
 
Startup bootcamp 2
Startup bootcamp 2Startup bootcamp 2
Startup bootcamp 2
 
MedRec – Medical Records Tracking System
MedRec – Medical Records Tracking SystemMedRec – Medical Records Tracking System
MedRec – Medical Records Tracking System
 
Leveraging emerging standards for patient engagement pcha
Leveraging emerging standards for patient engagement pchaLeveraging emerging standards for patient engagement pcha
Leveraging emerging standards for patient engagement pcha
 
UDI in Electronic Health Records
UDI in Electronic Health RecordsUDI in Electronic Health Records
UDI in Electronic Health Records
 
Update regulatory standards landscape
Update   regulatory standards landscapeUpdate   regulatory standards landscape
Update regulatory standards landscape
 
Leveraging Oracle IDMP Enterprise Foundation Suite for Regulatory Compliance
Leveraging Oracle IDMP Enterprise Foundation Suite for Regulatory ComplianceLeveraging Oracle IDMP Enterprise Foundation Suite for Regulatory Compliance
Leveraging Oracle IDMP Enterprise Foundation Suite for Regulatory Compliance
 
EU regulatory frameworks - Legal challenges and opportunities for digital hea...
EU regulatory frameworks - Legal challenges and opportunities for digital hea...EU regulatory frameworks - Legal challenges and opportunities for digital hea...
EU regulatory frameworks - Legal challenges and opportunities for digital hea...
 
Healthcare Communication Technologies: A Short Note on Opportunities and Chal...
Healthcare Communication Technologies: A Short Note on Opportunities and Chal...Healthcare Communication Technologies: A Short Note on Opportunities and Chal...
Healthcare Communication Technologies: A Short Note on Opportunities and Chal...
 
mHealth Summit EU 2015
mHealth Summit EU 2015mHealth Summit EU 2015
mHealth Summit EU 2015
 
Health Informatics and implantable medical devices
Health Informatics and implantable medical devicesHealth Informatics and implantable medical devices
Health Informatics and implantable medical devices
 
160428_WP_Medical_UDI_EN.PDF
160428_WP_Medical_UDI_EN.PDF160428_WP_Medical_UDI_EN.PDF
160428_WP_Medical_UDI_EN.PDF
 
MDDS & NDHB Principles
MDDS & NDHB PrinciplesMDDS & NDHB Principles
MDDS & NDHB Principles
 
2015 Edition Proposed Rule Modifications to the ONC Health IT Certification ...
2015 Edition Proposed RuleModifications to the ONC Health IT Certification ...2015 Edition Proposed RuleModifications to the ONC Health IT Certification ...
2015 Edition Proposed Rule Modifications to the ONC Health IT Certification ...
 
Idmp perspective from medical device manufacturer master
Idmp perspective from medical device manufacturer masterIdmp perspective from medical device manufacturer master
Idmp perspective from medical device manufacturer master
 
Mdds sundararaman 12th meeting
Mdds  sundararaman 12th meetingMdds  sundararaman 12th meeting
Mdds sundararaman 12th meeting
 
Medical software - Trends, Standards & Future
Medical software - Trends, Standards & FutureMedical software - Trends, Standards & Future
Medical software - Trends, Standards & Future
 
Clinical evaluation: Supporting medical device product life-cycle. Applicable...
Clinical evaluation: Supporting medical device product life-cycle. Applicable...Clinical evaluation: Supporting medical device product life-cycle. Applicable...
Clinical evaluation: Supporting medical device product life-cycle. Applicable...
 
IRJET- A Survey on Big Data Frameworks and Approaches in Health Care Sector
IRJET- A Survey on Big Data Frameworks and Approaches in Health Care SectorIRJET- A Survey on Big Data Frameworks and Approaches in Health Care Sector
IRJET- A Survey on Big Data Frameworks and Approaches in Health Care Sector
 

Kürzlich hochgeladen

Kürzlich hochgeladen (20)

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 Jabalpur Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Jabalpur Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Jabalpur Just Call 8250077686 Top Class Call Girl Service Available
 
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 Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 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 ...
 
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 Guntur Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Guntur  Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Guntur  Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Guntur Just Call 8250077686 Top Class Call Girl Service Available
 
Call Girls Bareilly Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Bareilly Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 8250077686 Top Class Call Girl Service Available
 
O898O367676 Call Girls In Ahmedabad Escort Service Available 24×7 In Ahmedabad
O898O367676 Call Girls In Ahmedabad Escort Service Available 24×7 In AhmedabadO898O367676 Call Girls In Ahmedabad Escort Service Available 24×7 In Ahmedabad
O898O367676 Call Girls In Ahmedabad Escort Service Available 24×7 In Ahmedabad
 
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 in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426
Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426
Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426
 
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
 
(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...
 
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 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...
 
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...
 
(👑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...
 
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
 
Call Girls Visakhapatnam Just Call 8250077686 Top Class Call Girl Service Ava...
Call Girls Visakhapatnam Just Call 8250077686 Top Class Call Girl Service Ava...Call Girls Visakhapatnam Just Call 8250077686 Top Class Call Girl Service Ava...
Call Girls Visakhapatnam Just Call 8250077686 Top Class Call Girl Service Ava...
 
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
 

MED Watch Dashboard - Big Data Mining on Safety Information and Adverse Event Reports

  • 1.
  • 3. Data Source (FDA) •  •  2012 Q4 Safety Alerts for Human Medical Products (Drugs, Biologics, Medical Devices, Special Nutritionals, and Cosmetics) The alerts contain actionable information that may impact both treatment and diagnostic choices for healthcare professional and patient. 2014.01.15 Budapest Users of R Network 3
  • 4. MED Watch Dashboard Viewers http://medwatch.co.nf December of 2013 2014.01.15 Budapest Users of R Network 4
  • 6. Data Clean - 1 •  •  The raw reported data have been cleaned according to the International Conference on Harmonisation (ICH) of Technical Requirements for Registration of Pharmaceuticals for Human Use. The verbatim reactions/indications have been coded into the system organ class (SOC) using the Medical Dictionary for Regulatory Activities (MedDRA version 13.1) for coding of diseases/medical conditions. 2014.01.15 Budapest Users of R Network 6
  • 7. Data Clean - 2 ●  The raw reported datasets have been transferred into CDISC SDTM datasets, and also into CDISC ADaM datasets which are the basis for production of statistical graphs in R statistical package including: –  Shiny, –  vcd (The conditional density plot - Hofmann and Theus 2005), –  Basic Hexagon Binning Functions (hexbin) –  rworldmap(joinCountryData2Map, mapCountryData), –  ggplot2. 2014.01.15 Budapest Users of R Network 7
  • 14. LIE Factor - Edward Tufte Define the maximum ideas to the audience: •  In the shortest time, •  Minimize the number of "ink", with the smallest optimal representation. •  Tell the truth about the data. 2014.01.15 Budapest Users of R Network 14