Real World Data and Evidence Projects at FDA

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Presentation transcript:

Real World Data and Evidence Projects at FDA Diqiong (Joan) Xie, Ph.D. Division of Biometrics V Office of Biostatistics Center for Drug Evaluation and Research FDA

Disclaimer and Disclosure The views expressed herein are those of the authors and should not be construed as FDA’s views or policies The mention of commercial products, their sources, or their use in connection with material reported herein is not to be construed as either an actual or implied endorsement of such products by the Department of Health and Human Services Some products or programs mentioned are not sponsored by FDA but are noted as illustrations of RWD/RWE efforts in the public domain No conflicts of interest to disclose

Outline Background Infrastructure Non-Interventional Studies RWE in Pre-Marketing Studies Looking forward

Background

RWE: What Are the Goals? Maximize the opportunities to have regulatory decisions incorporate data/evidence from settings that more closely reflect clinical practice Increase the diversity of populations Improve efficiency with existing data Maintain Current Evidentiary Standards

21st Century Cures Act

FDA CDER Definitions Real World Data are data relating to patient health status and/or the delivery of health care routinely collected from a variety of sources. Real World Evidence is the clinical evidence regarding the usage and potential benefits or risks of a medical product derived from analysis of RWD. RWD include data derived from electronic health records (EHRs), claims and billing data, data from product and disease registries, patient-generated data including in home-use settings, and data gathered from other sources that can inform on health status, such as mobile devices.

The Current State Considerable experience with claims and pharmacy data Evidence about safety of products Limited use of RWD in efficacy determinations Rare diseases and cancers Current system provides substantial evidence of efficacy in the population studied but may leave a number of questions unanswered Can RWE fill in the gaps?

infrastructure to support REAL world studies

FDA-Catalyst FDA-Catalyst Sentinel Claims data Diagnosis Procedures Contact with health plan members and providers Collect primary data Answer a wider range of questions Sentinel Claims data Diagnosis Procedures Pharmacy dispensings

FDA-Catalyst Example: Impact Afib A randomized controlled trial within the FDA-Catalyst distributed database environment Evaluation of a practice and patient level educational intervention for individuals with atrial fibrillation and an increased risk of stroke

RWD Depth and Breadth 1/1/2019 1/1/2018 Encounter Perspective: Emergency Department Procedure: Appendectomy Inpatient stay Perspective: Difficulty breathing Heart rate increase Hosptial Records Heart rate Blood pressures Pain level Lab results Drugs taken Office visit diagnosis: Influenza with pneumonia Dispensings Prescription: Antibiotic Clinic electronic records Height Weight Body temperature Spirometry results Pulse oximetry results Life style change: Healthy diet Routine exercise Anxiety Functional status: Joint pain Emotional symptoms 1/1/2019 1/1/2018 Claims data: breadth, consistency Electronic Health Records: depth, only certain occations Data not captured: how to fill the gap?

FDA My Studies Mobile App Web-based configuration portal Standard frameworks - ResearchKit (iOS), ResearchStack (Android) Gateway capability Web-based configuration portal Secure Storage Environment Federal Information Security Management Act compliance Partitioned for distributed research Responses can be downloaded in broadly compatible formats (e.g., SAS, Excel, etc.)

Non-interventional studies

Special Considerations for Non-Interventional Studies “Big” Real World Data holders often license data to investigators who may not be able to share it directly with regulators Concerns about “p-hacking”

Replication of Clinical Trials with Non-Interventional Database Studies FDA/Harvard Medical School/Brigham and Women’s Hospital Collaboration Goal: Identify an area where observational methods lead to the same conclusion as clinical trials therapeutic areas/indications trial designs regulatory questions and outcomes RWD source: Medicare and commercial claims Thirty trials with a range of characteristics Superiority and non-inferiority designs Statistically significant and null findings

RWE in pre-marketing studies

RWD in Pre-Marketing Studies Maintain Current Evidentiary Standards No application with RWE as the sole support RWD can provide supporting evidence for efficacy When a randomized trial is unethical Rare disease Therapeutic areas with no alternative care

RWD in Pre-Marketing Studies Consider the differences among data sources: Patients’ demographics and disease status Outcome assessment method and schedule Few analytical methods adjust for unmeasured confounders Matching Compare clinical outcomes Data Source 2 Drug 2 N2 Matched Drug 2 n2 Data Source 1 Drug 1 N1 Matched Drug 1 Drug 1 vs Drug 2

Looking Forward Continued engagement with stakeholders to identify the key questions that FDA needs to answer to facilitate sponsor use of RWD and RWE for regulatory decisions Identification of knowledge gaps and support for appropriate demonstration projects to facilitate development of RWE for regulatory decisions Provision of guidance(s)

Special Thanks to Dr. David Martin, FDA Dr. Mark Levenson, FDA Dr Special Thanks to Dr. David Martin, FDA Dr. Mark Levenson, FDA Dr. Erik Bloomquist, FDA Dr. Shenghui Tang, FDA Dr. Thomas Gwise, FDA Dr. Rajeshwari Sridhara, FDA