SlideShare a Scribd company logo
1 of 14
Welcome
REAL WORLD DATA SOURCES AND APPLICATIONS IN
HEALTH OUTCOMES RESEARCH
A. Shireesha
MSc. Biotechnology
0100/052023
10/18/2022
www.clinosol.com | follow us on social media
@clinosolresearch
1
INDEX :
 What is Real world data [ RWD ] ?
 Sources of Real world data
 Application in health outcomes research
 Expected health outcomes using RWD
 Conclusion
 References
10/18/2022
www.clinosol.com | follow us on social media
@clinosolresearch
2
WHAT IS REAL WORLD DATA ?
• RWD is the Data relating to patient health
status and/or the delivery of health care
routinely collected from a variety of sources.
• RWE ( Real World Evidence) is the clinical
evidence regarding the usage and potential
benefits or risks of a medical product derived
from analysis of RWD.
10/18/2022
www.clinosol.com | follow us on social media
@clinosolresearch
3
TYPES OF RWD :
• RWD is data that are routinely collected about patients and their health
from multiple sources outside of randomized clinical trials.
• Types of RWD include:
1. In the clinic: Electronic health records (EHRs), claims and billing, and
product and disease registries
2. Outside the clinic: Patient-generated data collected in a home setting,
through mobile devices, such as wearables, and on patient-mediated
platforms
10/18/2022
www.clinosol.com | follow us on social media
@clinosolresearch
4
10/18/2022
www.clinosol.com | follow us on social media
@clinosolresearch
5
SOURCES OF
REAL – WORLD
DATA
CLINICAL DATA
PATIENT
GENERATED
DATA
COST AND
UTILISATION DATA
PUBLIC HEALTH
DATA
SOCIAL MEDIA
PRAGMATIC
CLINICAL TRIALS
REAL – WORLD DATA SOURCES
REAL –WORLD DATA SOURCES :
• Clinical data from electronic health records (EHRs) and case report forms
(eCRFs). This data provide patient demographics, family history, treatment
history, and outcomes.
• Patient-generated data from patient-reported outcome ( PRO ).
These data provide insights directly from the patient, and they help researchers
understand what happens outside of clinic visits, procedures, and hospital
stays.
• Cost and utilization data from claims and public datasets. They provide
information regarding healthcare services utilization, population coverage,
and prescribing patterns.
10/18/2022
www.clinosol.com | follow us on social media
@clinosolresearch
6
10/18/2022
www.clinosol.com | follow us on social media
@clinosolresearch
7
• Public health data from various government data sources including
national networks and centers. These add critical information to enable
stakeholders to best serve the needs of the populations they serve.
• Pragmatic clinical trials offer the opportunity to obtain real-word data
on the relative effectiveness of a treatment in an early phase of
development, thus addressing the need for real-world evidence.
• Social media platforms such as Facebook, Twitter and patient networks
have created abundant opportunities for patients and their carers to create
and exchange health-related information.
• Patients’ health status and outcomes data from: Image data, Lab,
Molecular profiling (genetic testing), Digital biomarkers, Family history,
Long-term care.
REAL WORLD TYPES AND USES
Text Here.
10/18/2022
www.clinosol.com | follow us on social media
@clinosolresearch
8
HOW WERE RWD APPLIED ?
• In new drug applications, RWD were typically used as comparative data in the clinical
study, mostly as a control group (or historical control) for tolerability and efficacy
studies.
• Examples - cerliponase alfa , cholic acid[FDA approval],tisagenlecleucel , strimvelis,
nusinersen, Zalmoxis.
• In some cases, RWD were used to characterize the biomarkers and disease
manifestations enable the identification of the appropriate patient population for the
study.
• Examples - alipogene tiparvovec, elosulfase alfa, avelumab.
10/18/2022
www.clinosol.com | follow us on social media
@clinosolresearch
9
• A proper understanding of clinical care and its results through the use and
application of RWD is expected to improve the Quality of life of citizens and
patients who provide data while securing a sustainable social security system.
• In Europe and the United States,
RWD is increasingly used for approval applications for :
 The clinical development of drugs
 Cost-effectiveness evaluations for insurance reimbursement and
 Drug price negotiations.
10/18/2022
www.clinosol.com | follow us on social media
@clinosolresearch
10
EXPECTED HEALTH OUTCOMES BY UTILIZATION OF RWD :
Based on RWD, the following outcomes can be expected:
 Understanding diseases in basic medical research
 Clinical development and application of drug approval
 Early detection of health risks from pharmaceuticals and medical devices.
 Streamlining and optimization of diagnosis and treatment by physicians.
 Evaluation of and responses to government medical policies.
 Improvement in patient access to healthcare.
 Improvement of quality and efficiency of health management, lifestyle, and preventive
services.
 Improvement in quality and efficiency of nursing services
10/18/2022
www.clinosol.com | follow us on social media
@clinosolresearch
11
CONCLUSION :
• RWD provide a valuable and rich data source beyond the confines of
traditional epidemiological studies, clinical trials, and lab-based experiments,
with lower cost in data collection compared to the latter.
• If used and analyzed appropriately, RWD have the potential to generate valid
and unbiased RWE with savings in both cost and time, compared to controlled
trials, and to enhance the efficiency of medical and health-related research and
decision-making.
• Procedures that improve the quality of the data and overcome the limitation of
RWD to make the best of them have been and will continue to be developed.
• With the enthusiasm, commitment, and investment in RWD from all key
stakeholders, Lets hope that the day that RWD unleashes its full potential will
come soon.
10/18/2022
www.clinosol.com | follow us on social media
@clinosolresearch
12
REFERENCES :
1.https://www.sciencedirect.com/science/article/pii/S0149291820301338
2. https://h1.co/blog/real-world-data-sources-and-effective-evaluation/
3.https://bmcmedicine.biomedcentral.com/articles/10.1186/s12916-018-1247-8
4. https://www.chuga
pharm.co.jp/english/profile/digital/real_world_data.html#:~:text=RWD%20enc
ompasses%20data%20collected%20from,patient%20registries%2C%20and%2
0wearable%20devices.
5. https://www.ppd.com/blog/six-trends-influencing-real-world-evidence-
future/
10/18/2022
www.clinosol.com | follow us on social media
@clinosolresearch
13
Thank You!
www.clinosol.com
(India | Canada)
9121151622/623/624
info@clinosol.com
10/18/2022
www.clinosol.com | follow us on social media
@clinosolresearch
14

More Related Content

Similar to REAL WORLD DATA SOURCES AND APPLICATIONS IN HEALTH OUTCOMES RESEARCH

Impact of Real world data in Pharmacovigilance and Regulatory Decision Making
Impact of Real world data in Pharmacovigilance and Regulatory Decision MakingImpact of Real world data in Pharmacovigilance and Regulatory Decision Making
Impact of Real world data in Pharmacovigilance and Regulatory Decision MakingClinosolIndia
 
Enabling clinical trial expansion
Enabling clinical trial expansionEnabling clinical trial expansion
Enabling clinical trial expansionIMSHealthRWES
 
Designing clinical trials on lifestyle interventions using patient reported o...
Designing clinical trials on lifestyle interventions using patient reported o...Designing clinical trials on lifestyle interventions using patient reported o...
Designing clinical trials on lifestyle interventions using patient reported o...Jim Roldan
 
Patient centered Pharmacovigilance .. .
Patient centered Pharmacovigilance     .. .Patient centered Pharmacovigilance     .. .
Patient centered Pharmacovigilance .. .ClinosolIndia
 
The Fight Against COVID-19: A National Patient Registry
The Fight Against COVID-19: A National Patient RegistryThe Fight Against COVID-19: A National Patient Registry
The Fight Against COVID-19: A National Patient RegistryHealth Catalyst
 
Emerging Technologies and Tools in Precision Medicine Research
Emerging Technologies and Tools in Precision Medicine ResearchEmerging Technologies and Tools in Precision Medicine Research
Emerging Technologies and Tools in Precision Medicine ResearchClinosolIndia
 
The Role of Artificial Intelligence and Machine Learning in Clinical Research...
The Role of Artificial Intelligence and Machine Learning in Clinical Research...The Role of Artificial Intelligence and Machine Learning in Clinical Research...
The Role of Artificial Intelligence and Machine Learning in Clinical Research...ClinosolIndia
 
The Changing Landscape of Clinical Research Regulations: Updates and Implicat...
The Changing Landscape of Clinical Research Regulations: Updates and Implicat...The Changing Landscape of Clinical Research Regulations: Updates and Implicat...
The Changing Landscape of Clinical Research Regulations: Updates and Implicat...ClinosolIndia
 
EVIDENCE-BASED CARESHEETAuthorsHillary Mennella, DNP
EVIDENCE-BASED CARESHEETAuthorsHillary Mennella, DNPEVIDENCE-BASED CARESHEETAuthorsHillary Mennella, DNP
EVIDENCE-BASED CARESHEETAuthorsHillary Mennella, DNPBetseyCalderon89
 
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
 
Pharmaceutical Industry's Role in Advancing Precision Medicine
Pharmaceutical Industry's Role in Advancing Precision MedicinePharmaceutical Industry's Role in Advancing Precision Medicine
Pharmaceutical Industry's Role in Advancing Precision MedicineClinosolIndia
 
Peter L. Slavin, M.D., 2015 Leadership in Academic Medicine Lecture
Peter L. Slavin, M.D., 2015 Leadership in Academic Medicine LecturePeter L. Slavin, M.D., 2015 Leadership in Academic Medicine Lecture
Peter L. Slavin, M.D., 2015 Leadership in Academic Medicine Lectureuabsom
 
Accelerating Patient Care with Real World Evidence
Accelerating Patient Care with Real World EvidenceAccelerating Patient Care with Real World Evidence
Accelerating Patient Care with Real World EvidenceCitiusTech
 
Patient Centered Care | Unit 2c Lecture
Patient Centered Care | Unit 2c LecturePatient Centered Care | Unit 2c Lecture
Patient Centered Care | Unit 2c LectureCMDLMS
 
Clinical Data Management in the Era of Precision Medicine
Clinical Data Management in the Era of Precision MedicineClinical Data Management in the Era of Precision Medicine
Clinical Data Management in the Era of Precision MedicineClinosolIndia
 
3º FÓRUM DA SAÚDE SUPLEMENTAR - CARMELLA BOCCHINO
3º FÓRUM DA SAÚDE SUPLEMENTAR - CARMELLA BOCCHINO3º FÓRUM DA SAÚDE SUPLEMENTAR - CARMELLA BOCCHINO
3º FÓRUM DA SAÚDE SUPLEMENTAR - CARMELLA BOCCHINOCNseg
 

Similar to REAL WORLD DATA SOURCES AND APPLICATIONS IN HEALTH OUTCOMES RESEARCH (20)

MNM COVID-19 Study
MNM COVID-19 StudyMNM COVID-19 Study
MNM COVID-19 Study
 
Impact of Real world data in Pharmacovigilance and Regulatory Decision Making
Impact of Real world data in Pharmacovigilance and Regulatory Decision MakingImpact of Real world data in Pharmacovigilance and Regulatory Decision Making
Impact of Real world data in Pharmacovigilance and Regulatory Decision Making
 
Enabling clinical trial expansion
Enabling clinical trial expansionEnabling clinical trial expansion
Enabling clinical trial expansion
 
Designing clinical trials on lifestyle interventions using patient reported o...
Designing clinical trials on lifestyle interventions using patient reported o...Designing clinical trials on lifestyle interventions using patient reported o...
Designing clinical trials on lifestyle interventions using patient reported o...
 
RWD/RWE for Rare Disease Drugs Webinar
RWD/RWE for Rare Disease Drugs WebinarRWD/RWE for Rare Disease Drugs Webinar
RWD/RWE for Rare Disease Drugs Webinar
 
Patient centered Pharmacovigilance .. .
Patient centered Pharmacovigilance     .. .Patient centered Pharmacovigilance     .. .
Patient centered Pharmacovigilance .. .
 
0401 1 Denis Costello - Patient Generated Data
0401 1 Denis Costello - Patient Generated Data0401 1 Denis Costello - Patient Generated Data
0401 1 Denis Costello - Patient Generated Data
 
The Fight Against COVID-19: A National Patient Registry
The Fight Against COVID-19: A National Patient RegistryThe Fight Against COVID-19: A National Patient Registry
The Fight Against COVID-19: A National Patient Registry
 
Emerging Technologies and Tools in Precision Medicine Research
Emerging Technologies and Tools in Precision Medicine ResearchEmerging Technologies and Tools in Precision Medicine Research
Emerging Technologies and Tools in Precision Medicine Research
 
The Role of Artificial Intelligence and Machine Learning in Clinical Research...
The Role of Artificial Intelligence and Machine Learning in Clinical Research...The Role of Artificial Intelligence and Machine Learning in Clinical Research...
The Role of Artificial Intelligence and Machine Learning in Clinical Research...
 
The Changing Landscape of Clinical Research Regulations: Updates and Implicat...
The Changing Landscape of Clinical Research Regulations: Updates and Implicat...The Changing Landscape of Clinical Research Regulations: Updates and Implicat...
The Changing Landscape of Clinical Research Regulations: Updates and Implicat...
 
EVIDENCE-BASED CARESHEETAuthorsHillary Mennella, DNP
EVIDENCE-BASED CARESHEETAuthorsHillary Mennella, DNPEVIDENCE-BASED CARESHEETAuthorsHillary Mennella, DNP
EVIDENCE-BASED CARESHEETAuthorsHillary Mennella, DNP
 
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
 
Pharmaceutical Industry's Role in Advancing Precision Medicine
Pharmaceutical Industry's Role in Advancing Precision MedicinePharmaceutical Industry's Role in Advancing Precision Medicine
Pharmaceutical Industry's Role in Advancing Precision Medicine
 
Peter L. Slavin, M.D., 2015 Leadership in Academic Medicine Lecture
Peter L. Slavin, M.D., 2015 Leadership in Academic Medicine LecturePeter L. Slavin, M.D., 2015 Leadership in Academic Medicine Lecture
Peter L. Slavin, M.D., 2015 Leadership in Academic Medicine Lecture
 
Accelerating Patient Care with Real World Evidence
Accelerating Patient Care with Real World EvidenceAccelerating Patient Care with Real World Evidence
Accelerating Patient Care with Real World Evidence
 
Patient Centered Care | Unit 2c Lecture
Patient Centered Care | Unit 2c LecturePatient Centered Care | Unit 2c Lecture
Patient Centered Care | Unit 2c Lecture
 
Clinical Data Management in the Era of Precision Medicine
Clinical Data Management in the Era of Precision MedicineClinical Data Management in the Era of Precision Medicine
Clinical Data Management in the Era of Precision Medicine
 
Engaging Patients in Research and Tool Development
Engaging Patients in Research and Tool DevelopmentEngaging Patients in Research and Tool Development
Engaging Patients in Research and Tool Development
 
3º FÓRUM DA SAÚDE SUPLEMENTAR - CARMELLA BOCCHINO
3º FÓRUM DA SAÚDE SUPLEMENTAR - CARMELLA BOCCHINO3º FÓRUM DA SAÚDE SUPLEMENTAR - CARMELLA BOCCHINO
3º FÓRUM DA SAÚDE SUPLEMENTAR - CARMELLA BOCCHINO
 

More from ClinosolIndia

Role of Drug Regulatory agencies in Clinical Research.
Role of Drug Regulatory agencies in Clinical Research.Role of Drug Regulatory agencies in Clinical Research.
Role of Drug Regulatory agencies in Clinical Research.ClinosolIndia
 
Data Privacy and consent management .. .
Data Privacy and consent management  ..  .Data Privacy and consent management  ..  .
Data Privacy and consent management .. .ClinosolIndia
 
Clinical data security and Integrity in Clinical Research
Clinical data security and Integrity in Clinical ResearchClinical data security and Integrity in Clinical Research
Clinical data security and Integrity in Clinical ResearchClinosolIndia
 
Pharmacovigilance in Patriatics and Geriatrics
Pharmacovigilance in Patriatics and GeriatricsPharmacovigilance in Patriatics and Geriatrics
Pharmacovigilance in Patriatics and GeriatricsClinosolIndia
 
Presenting- Signal mining in Pharmacovigilance
Presenting- Signal mining in PharmacovigilancePresenting- Signal mining in Pharmacovigilance
Presenting- Signal mining in PharmacovigilanceClinosolIndia
 
Introduction to Blogs, Presentations and Review Articles- Noorush Shifa Nizami
Introduction to Blogs, Presentations and Review Articles- Noorush Shifa NizamiIntroduction to Blogs, Presentations and Review Articles- Noorush Shifa Nizami
Introduction to Blogs, Presentations and Review Articles- Noorush Shifa NizamiClinosolIndia
 
Patient-Centric Approaches in Precision Medicine Trials: Strategies for Success
Patient-Centric Approaches in Precision Medicine Trials: Strategies for SuccessPatient-Centric Approaches in Precision Medicine Trials: Strategies for Success
Patient-Centric Approaches in Precision Medicine Trials: Strategies for SuccessClinosolIndia
 
Collaborative Initiatives: How Patient Advocacy Groups Contribute to the Succ...
Collaborative Initiatives: How Patient Advocacy Groups Contribute to the Succ...Collaborative Initiatives: How Patient Advocacy Groups Contribute to the Succ...
Collaborative Initiatives: How Patient Advocacy Groups Contribute to the Succ...ClinosolIndia
 
Ethical Dilemmas in Precision Medicine: Navigating the Intersection of Scienc...
Ethical Dilemmas in Precision Medicine: Navigating the Intersection of Scienc...Ethical Dilemmas in Precision Medicine: Navigating the Intersection of Scienc...
Ethical Dilemmas in Precision Medicine: Navigating the Intersection of Scienc...ClinosolIndia
 
Precision Medicine in Action: Case Studies and Success Stories
Precision Medicine in Action: Case Studies and Success StoriesPrecision Medicine in Action: Case Studies and Success Stories
Precision Medicine in Action: Case Studies and Success StoriesClinosolIndia
 
Harnessing Big Data and Artificial Intelligence for Pharmacovigilance in Prec...
Harnessing Big Data and Artificial Intelligence for Pharmacovigilance in Prec...Harnessing Big Data and Artificial Intelligence for Pharmacovigilance in Prec...
Harnessing Big Data and Artificial Intelligence for Pharmacovigilance in Prec...ClinosolIndia
 
Integration of Clinical Trial Systems: Enhancing Collaboration and Efficiency
Integration of Clinical Trial Systems: Enhancing Collaboration and EfficiencyIntegration of Clinical Trial Systems: Enhancing Collaboration and Efficiency
Integration of Clinical Trial Systems: Enhancing Collaboration and EfficiencyClinosolIndia
 
Pharmacovigilance (PV) Companies: Ensuring Drug Safety in Personalized Treatm...
Pharmacovigilance (PV) Companies: Ensuring Drug Safety in Personalized Treatm...Pharmacovigilance (PV) Companies: Ensuring Drug Safety in Personalized Treatm...
Pharmacovigilance (PV) Companies: Ensuring Drug Safety in Personalized Treatm...ClinosolIndia
 
Adoptive Design: Optimizing Clinical Trial Strategies for Precision Medicine
Adoptive Design: Optimizing Clinical Trial Strategies for Precision MedicineAdoptive Design: Optimizing Clinical Trial Strategies for Precision Medicine
Adoptive Design: Optimizing Clinical Trial Strategies for Precision MedicineClinosolIndia
 
Artificial Intelligence In Clinical Trial
Artificial Intelligence In Clinical TrialArtificial Intelligence In Clinical Trial
Artificial Intelligence In Clinical TrialClinosolIndia
 
Emerging Technologies Shaping the Future of Precision Medicine
Emerging Technologies Shaping the Future of Precision MedicineEmerging Technologies Shaping the Future of Precision Medicine
Emerging Technologies Shaping the Future of Precision MedicineClinosolIndia
 
Innovations in Liquid Biopsies for Precision Cancer Diagnosis
Innovations in Liquid Biopsies for Precision Cancer DiagnosisInnovations in Liquid Biopsies for Precision Cancer Diagnosis
Innovations in Liquid Biopsies for Precision Cancer DiagnosisClinosolIndia
 
Machine Learning Algorithms for Predictive Analytics in Precision Medicine
Machine Learning Algorithms for Predictive Analytics in Precision MedicineMachine Learning Algorithms for Predictive Analytics in Precision Medicine
Machine Learning Algorithms for Predictive Analytics in Precision MedicineClinosolIndia
 
Adaptive Clinical Trials: Enhancing Precision and Efficiency
Adaptive Clinical Trials: Enhancing Precision and EfficiencyAdaptive Clinical Trials: Enhancing Precision and Efficiency
Adaptive Clinical Trials: Enhancing Precision and EfficiencyClinosolIndia
 
Implementation of Precision Medicine in Global Healthcare Systems
Implementation of Precision Medicine in Global Healthcare SystemsImplementation of Precision Medicine in Global Healthcare Systems
Implementation of Precision Medicine in Global Healthcare SystemsClinosolIndia
 

More from ClinosolIndia (20)

Role of Drug Regulatory agencies in Clinical Research.
Role of Drug Regulatory agencies in Clinical Research.Role of Drug Regulatory agencies in Clinical Research.
Role of Drug Regulatory agencies in Clinical Research.
 
Data Privacy and consent management .. .
Data Privacy and consent management  ..  .Data Privacy and consent management  ..  .
Data Privacy and consent management .. .
 
Clinical data security and Integrity in Clinical Research
Clinical data security and Integrity in Clinical ResearchClinical data security and Integrity in Clinical Research
Clinical data security and Integrity in Clinical Research
 
Pharmacovigilance in Patriatics and Geriatrics
Pharmacovigilance in Patriatics and GeriatricsPharmacovigilance in Patriatics and Geriatrics
Pharmacovigilance in Patriatics and Geriatrics
 
Presenting- Signal mining in Pharmacovigilance
Presenting- Signal mining in PharmacovigilancePresenting- Signal mining in Pharmacovigilance
Presenting- Signal mining in Pharmacovigilance
 
Introduction to Blogs, Presentations and Review Articles- Noorush Shifa Nizami
Introduction to Blogs, Presentations and Review Articles- Noorush Shifa NizamiIntroduction to Blogs, Presentations and Review Articles- Noorush Shifa Nizami
Introduction to Blogs, Presentations and Review Articles- Noorush Shifa Nizami
 
Patient-Centric Approaches in Precision Medicine Trials: Strategies for Success
Patient-Centric Approaches in Precision Medicine Trials: Strategies for SuccessPatient-Centric Approaches in Precision Medicine Trials: Strategies for Success
Patient-Centric Approaches in Precision Medicine Trials: Strategies for Success
 
Collaborative Initiatives: How Patient Advocacy Groups Contribute to the Succ...
Collaborative Initiatives: How Patient Advocacy Groups Contribute to the Succ...Collaborative Initiatives: How Patient Advocacy Groups Contribute to the Succ...
Collaborative Initiatives: How Patient Advocacy Groups Contribute to the Succ...
 
Ethical Dilemmas in Precision Medicine: Navigating the Intersection of Scienc...
Ethical Dilemmas in Precision Medicine: Navigating the Intersection of Scienc...Ethical Dilemmas in Precision Medicine: Navigating the Intersection of Scienc...
Ethical Dilemmas in Precision Medicine: Navigating the Intersection of Scienc...
 
Precision Medicine in Action: Case Studies and Success Stories
Precision Medicine in Action: Case Studies and Success StoriesPrecision Medicine in Action: Case Studies and Success Stories
Precision Medicine in Action: Case Studies and Success Stories
 
Harnessing Big Data and Artificial Intelligence for Pharmacovigilance in Prec...
Harnessing Big Data and Artificial Intelligence for Pharmacovigilance in Prec...Harnessing Big Data and Artificial Intelligence for Pharmacovigilance in Prec...
Harnessing Big Data and Artificial Intelligence for Pharmacovigilance in Prec...
 
Integration of Clinical Trial Systems: Enhancing Collaboration and Efficiency
Integration of Clinical Trial Systems: Enhancing Collaboration and EfficiencyIntegration of Clinical Trial Systems: Enhancing Collaboration and Efficiency
Integration of Clinical Trial Systems: Enhancing Collaboration and Efficiency
 
Pharmacovigilance (PV) Companies: Ensuring Drug Safety in Personalized Treatm...
Pharmacovigilance (PV) Companies: Ensuring Drug Safety in Personalized Treatm...Pharmacovigilance (PV) Companies: Ensuring Drug Safety in Personalized Treatm...
Pharmacovigilance (PV) Companies: Ensuring Drug Safety in Personalized Treatm...
 
Adoptive Design: Optimizing Clinical Trial Strategies for Precision Medicine
Adoptive Design: Optimizing Clinical Trial Strategies for Precision MedicineAdoptive Design: Optimizing Clinical Trial Strategies for Precision Medicine
Adoptive Design: Optimizing Clinical Trial Strategies for Precision Medicine
 
Artificial Intelligence In Clinical Trial
Artificial Intelligence In Clinical TrialArtificial Intelligence In Clinical Trial
Artificial Intelligence In Clinical Trial
 
Emerging Technologies Shaping the Future of Precision Medicine
Emerging Technologies Shaping the Future of Precision MedicineEmerging Technologies Shaping the Future of Precision Medicine
Emerging Technologies Shaping the Future of Precision Medicine
 
Innovations in Liquid Biopsies for Precision Cancer Diagnosis
Innovations in Liquid Biopsies for Precision Cancer DiagnosisInnovations in Liquid Biopsies for Precision Cancer Diagnosis
Innovations in Liquid Biopsies for Precision Cancer Diagnosis
 
Machine Learning Algorithms for Predictive Analytics in Precision Medicine
Machine Learning Algorithms for Predictive Analytics in Precision MedicineMachine Learning Algorithms for Predictive Analytics in Precision Medicine
Machine Learning Algorithms for Predictive Analytics in Precision Medicine
 
Adaptive Clinical Trials: Enhancing Precision and Efficiency
Adaptive Clinical Trials: Enhancing Precision and EfficiencyAdaptive Clinical Trials: Enhancing Precision and Efficiency
Adaptive Clinical Trials: Enhancing Precision and Efficiency
 
Implementation of Precision Medicine in Global Healthcare Systems
Implementation of Precision Medicine in Global Healthcare SystemsImplementation of Precision Medicine in Global Healthcare Systems
Implementation of Precision Medicine in Global Healthcare Systems
 

Recently uploaded

Call Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on Delivery
Call Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on DeliveryCall Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on Delivery
Call Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on Deliverynehamumbai
 
Call Girls Darjeeling Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Darjeeling Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Darjeeling Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Darjeeling Just Call 9907093804 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
 
Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...
Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...
Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...Call girls in Ahmedabad High profile
 
Bangalore Call Girls Marathahalli 📞 9907093804 High Profile Service 100% Safe
Bangalore Call Girls Marathahalli 📞 9907093804 High Profile Service 100% SafeBangalore Call Girls Marathahalli 📞 9907093804 High Profile Service 100% Safe
Bangalore Call Girls Marathahalli 📞 9907093804 High Profile Service 100% Safenarwatsonia7
 
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual NeedsBangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual NeedsGfnyt
 
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls JaipurCall Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipurparulsinha
 
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore EscortsCall Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escortsvidya singh
 
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
 
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls ServiceKesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Servicemakika9823
 
Call Girls Service Pune Vaishnavi 9907093804 Short 1500 Night 6000 Best call ...
Call Girls Service Pune Vaishnavi 9907093804 Short 1500 Night 6000 Best call ...Call Girls Service Pune Vaishnavi 9907093804 Short 1500 Night 6000 Best call ...
Call Girls Service Pune Vaishnavi 9907093804 Short 1500 Night 6000 Best call ...Miss joya
 
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...Miss joya
 
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...Miss joya
 
Aspirin presentation slides by Dr. Rewas Ali
Aspirin presentation slides by Dr. Rewas AliAspirin presentation slides by Dr. Rewas Ali
Aspirin presentation slides by Dr. Rewas AliRewAs ALI
 
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.MiadAlsulami
 
Russian Call Girls in Pune Tanvi 9907093804 Short 1500 Night 6000 Best call g...
Russian Call Girls in Pune Tanvi 9907093804 Short 1500 Night 6000 Best call g...Russian Call Girls in Pune Tanvi 9907093804 Short 1500 Night 6000 Best call g...
Russian Call Girls in Pune Tanvi 9907093804 Short 1500 Night 6000 Best call g...Miss joya
 
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore EscortsVIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escortsaditipandeya
 
High Profile Call Girls Coimbatore Saanvi☎️ 8250192130 Independent Escort Se...
High Profile Call Girls Coimbatore Saanvi☎️  8250192130 Independent Escort Se...High Profile Call Girls Coimbatore Saanvi☎️  8250192130 Independent Escort Se...
High Profile Call Girls Coimbatore Saanvi☎️ 8250192130 Independent Escort Se...narwatsonia7
 

Recently uploaded (20)

Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
 
Call Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on Delivery
Call Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on DeliveryCall Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on Delivery
Call Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on Delivery
 
Call Girls Darjeeling Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Darjeeling Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Darjeeling Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Darjeeling 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 Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...
Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...
Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...
 
Bangalore Call Girls Marathahalli 📞 9907093804 High Profile Service 100% Safe
Bangalore Call Girls Marathahalli 📞 9907093804 High Profile Service 100% SafeBangalore Call Girls Marathahalli 📞 9907093804 High Profile Service 100% Safe
Bangalore Call Girls Marathahalli 📞 9907093804 High Profile Service 100% Safe
 
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual NeedsBangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
 
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls JaipurCall Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
 
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore EscortsCall Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
 
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
 
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls ServiceKesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
 
Call Girls Service Pune Vaishnavi 9907093804 Short 1500 Night 6000 Best call ...
Call Girls Service Pune Vaishnavi 9907093804 Short 1500 Night 6000 Best call ...Call Girls Service Pune Vaishnavi 9907093804 Short 1500 Night 6000 Best call ...
Call Girls Service Pune Vaishnavi 9907093804 Short 1500 Night 6000 Best call ...
 
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
 
sauth delhi call girls in Bhajanpura 🔝 9953056974 🔝 escort Service
sauth delhi call girls in Bhajanpura 🔝 9953056974 🔝 escort Servicesauth delhi call girls in Bhajanpura 🔝 9953056974 🔝 escort Service
sauth delhi call girls in Bhajanpura 🔝 9953056974 🔝 escort Service
 
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
 
Aspirin presentation slides by Dr. Rewas Ali
Aspirin presentation slides by Dr. Rewas AliAspirin presentation slides by Dr. Rewas Ali
Aspirin presentation slides by Dr. Rewas Ali
 
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
 
Russian Call Girls in Pune Tanvi 9907093804 Short 1500 Night 6000 Best call g...
Russian Call Girls in Pune Tanvi 9907093804 Short 1500 Night 6000 Best call g...Russian Call Girls in Pune Tanvi 9907093804 Short 1500 Night 6000 Best call g...
Russian Call Girls in Pune Tanvi 9907093804 Short 1500 Night 6000 Best call g...
 
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore EscortsVIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
 
High Profile Call Girls Coimbatore Saanvi☎️ 8250192130 Independent Escort Se...
High Profile Call Girls Coimbatore Saanvi☎️  8250192130 Independent Escort Se...High Profile Call Girls Coimbatore Saanvi☎️  8250192130 Independent Escort Se...
High Profile Call Girls Coimbatore Saanvi☎️ 8250192130 Independent Escort Se...
 

REAL WORLD DATA SOURCES AND APPLICATIONS IN HEALTH OUTCOMES RESEARCH

  • 1. Welcome REAL WORLD DATA SOURCES AND APPLICATIONS IN HEALTH OUTCOMES RESEARCH A. Shireesha MSc. Biotechnology 0100/052023 10/18/2022 www.clinosol.com | follow us on social media @clinosolresearch 1
  • 2. INDEX :  What is Real world data [ RWD ] ?  Sources of Real world data  Application in health outcomes research  Expected health outcomes using RWD  Conclusion  References 10/18/2022 www.clinosol.com | follow us on social media @clinosolresearch 2
  • 3. WHAT IS REAL WORLD DATA ? • RWD is the Data relating to patient health status and/or the delivery of health care routinely collected from a variety of sources. • RWE ( Real World Evidence) is the clinical evidence regarding the usage and potential benefits or risks of a medical product derived from analysis of RWD. 10/18/2022 www.clinosol.com | follow us on social media @clinosolresearch 3
  • 4. TYPES OF RWD : • RWD is data that are routinely collected about patients and their health from multiple sources outside of randomized clinical trials. • Types of RWD include: 1. In the clinic: Electronic health records (EHRs), claims and billing, and product and disease registries 2. Outside the clinic: Patient-generated data collected in a home setting, through mobile devices, such as wearables, and on patient-mediated platforms 10/18/2022 www.clinosol.com | follow us on social media @clinosolresearch 4
  • 5. 10/18/2022 www.clinosol.com | follow us on social media @clinosolresearch 5 SOURCES OF REAL – WORLD DATA CLINICAL DATA PATIENT GENERATED DATA COST AND UTILISATION DATA PUBLIC HEALTH DATA SOCIAL MEDIA PRAGMATIC CLINICAL TRIALS REAL – WORLD DATA SOURCES
  • 6. REAL –WORLD DATA SOURCES : • Clinical data from electronic health records (EHRs) and case report forms (eCRFs). This data provide patient demographics, family history, treatment history, and outcomes. • Patient-generated data from patient-reported outcome ( PRO ). These data provide insights directly from the patient, and they help researchers understand what happens outside of clinic visits, procedures, and hospital stays. • Cost and utilization data from claims and public datasets. They provide information regarding healthcare services utilization, population coverage, and prescribing patterns. 10/18/2022 www.clinosol.com | follow us on social media @clinosolresearch 6
  • 7. 10/18/2022 www.clinosol.com | follow us on social media @clinosolresearch 7 • Public health data from various government data sources including national networks and centers. These add critical information to enable stakeholders to best serve the needs of the populations they serve. • Pragmatic clinical trials offer the opportunity to obtain real-word data on the relative effectiveness of a treatment in an early phase of development, thus addressing the need for real-world evidence. • Social media platforms such as Facebook, Twitter and patient networks have created abundant opportunities for patients and their carers to create and exchange health-related information. • Patients’ health status and outcomes data from: Image data, Lab, Molecular profiling (genetic testing), Digital biomarkers, Family history, Long-term care.
  • 8. REAL WORLD TYPES AND USES Text Here. 10/18/2022 www.clinosol.com | follow us on social media @clinosolresearch 8
  • 9. HOW WERE RWD APPLIED ? • In new drug applications, RWD were typically used as comparative data in the clinical study, mostly as a control group (or historical control) for tolerability and efficacy studies. • Examples - cerliponase alfa , cholic acid[FDA approval],tisagenlecleucel , strimvelis, nusinersen, Zalmoxis. • In some cases, RWD were used to characterize the biomarkers and disease manifestations enable the identification of the appropriate patient population for the study. • Examples - alipogene tiparvovec, elosulfase alfa, avelumab. 10/18/2022 www.clinosol.com | follow us on social media @clinosolresearch 9
  • 10. • A proper understanding of clinical care and its results through the use and application of RWD is expected to improve the Quality of life of citizens and patients who provide data while securing a sustainable social security system. • In Europe and the United States, RWD is increasingly used for approval applications for :  The clinical development of drugs  Cost-effectiveness evaluations for insurance reimbursement and  Drug price negotiations. 10/18/2022 www.clinosol.com | follow us on social media @clinosolresearch 10
  • 11. EXPECTED HEALTH OUTCOMES BY UTILIZATION OF RWD : Based on RWD, the following outcomes can be expected:  Understanding diseases in basic medical research  Clinical development and application of drug approval  Early detection of health risks from pharmaceuticals and medical devices.  Streamlining and optimization of diagnosis and treatment by physicians.  Evaluation of and responses to government medical policies.  Improvement in patient access to healthcare.  Improvement of quality and efficiency of health management, lifestyle, and preventive services.  Improvement in quality and efficiency of nursing services 10/18/2022 www.clinosol.com | follow us on social media @clinosolresearch 11
  • 12. CONCLUSION : • RWD provide a valuable and rich data source beyond the confines of traditional epidemiological studies, clinical trials, and lab-based experiments, with lower cost in data collection compared to the latter. • If used and analyzed appropriately, RWD have the potential to generate valid and unbiased RWE with savings in both cost and time, compared to controlled trials, and to enhance the efficiency of medical and health-related research and decision-making. • Procedures that improve the quality of the data and overcome the limitation of RWD to make the best of them have been and will continue to be developed. • With the enthusiasm, commitment, and investment in RWD from all key stakeholders, Lets hope that the day that RWD unleashes its full potential will come soon. 10/18/2022 www.clinosol.com | follow us on social media @clinosolresearch 12
  • 13. REFERENCES : 1.https://www.sciencedirect.com/science/article/pii/S0149291820301338 2. https://h1.co/blog/real-world-data-sources-and-effective-evaluation/ 3.https://bmcmedicine.biomedcentral.com/articles/10.1186/s12916-018-1247-8 4. https://www.chuga pharm.co.jp/english/profile/digital/real_world_data.html#:~:text=RWD%20enc ompasses%20data%20collected%20from,patient%20registries%2C%20and%2 0wearable%20devices. 5. https://www.ppd.com/blog/six-trends-influencing-real-world-evidence- future/ 10/18/2022 www.clinosol.com | follow us on social media @clinosolresearch 13
  • 14. Thank You! www.clinosol.com (India | Canada) 9121151622/623/624 info@clinosol.com 10/18/2022 www.clinosol.com | follow us on social media @clinosolresearch 14