Deputy Director, Division of Biostatistics No Conflict of Interest Statistical Design and Analysis for Medical Device Trials with a Regulatory Perspective Lilly Yue, Ph.D. Deputy Director, Division of Biostatistics CDRH/FDA CRT 2013, Washington, DC Feb. 25, 2013 No Conflict of Interest
I/we have no real or apparent conflicts of interest to report. Lilly Yue, PhD I/we have no real or apparent conflicts of interest to report.
Today’s Topics Clinical Device Development Study Design Study Conduct Study Analysis
Clinical Device Development Three Stages for new medical devices or significant changes to marketed devices: Exploratory (first-in-human, feasibility) Allow for any iterative improvement of device design Advance the understanding of how the device works and its safety Set stage for the pivotal study Pivotal Generate valid scientific evidence to support the primary safety and effectiveness evaluation of device for its intended use. Post-market Design improvement, Better understanding of device safety and effectiveness Development of new intended uses
Today’s Topics Clinical Device Development Study Design Study Conduct Study Analysis
Study Design Study objectives Subject selection Study objectives should provide support for the intended use of device, including any desired labeling claims. Subject selection Subjects selected should adequately reflect the target population for the device, based on specific inclusion/exclusion criteria. In considering the target population, FDA encourages sponsors to enroll subjects that would reflect the demographics of the affected population with regard to age, sex, race and ethnicity. Study should be properly powered with sufficient number of subjects.
Study Design Study site (center) selection A multicenter study may assure a more representative sample of the target population and make it easier to generalize the findings of the study. Where applicable, special care should be taken to ensure that the study sites will include subjects who reflect the epidemiological distribution of the disease being treated with respect to variables such as sex, age, race, ethnicity and socio-economic status. It may be important to consider diversity of sites in terms of investigator or operator experience. To support a PMA in U.S., sufficient information of device performance on U.S. patients is essential.
Study Design Key study variables (clinical endpoints) selection The endpoints should be clinically meaningful and statistically appropriate, and relevant to the stated study objectives and desired intended use. Whenever possible, the endpoint should be objective, be internally and externally valid, and determined with minimal bias. The endpoints should be carefully selected to avoid a situation where they are undefined or may be unobtainable for a substantial proportion of subjects. Use of surrogate endpoints may be appropriate when they are validated and directly correlated to clinical benefit.
Study Design Example: Coronary study endpoints Clinical composite TLF (target lesion failure) endpoint: CV death, target vessel MI, and target lesion revascularization Surrogate endpoint: angiographic late lumen loss (LLL), which correlates strongly with target lesion revascularization The clinical TLF composite is typically used as the combined primary safety and effectiveness endpoint in pivotal trials for new coronary drug-eluting stents. The surrogate late lumen loss may be considered as a primary effectiveness endpoint for an iterative change(s) to an approved stent.
Study Design Type of study Comparative study with a comparator (control) Randomized Controlled Trials (RCT) Observational studies with concurrent or historical control. Non-comparative study (single-arm study with OPC or PC) RCT is gold standard. Non-randomized (observational) studies could play a substantial role in the pre-market and post-market evaluation of medical device. However, there are limitations with observational studies which could compromise the objectivity of resulting study results.
Study Design Statistical hypothesis testing Depends on study objectives, primary endpoints and control Should be clinically meaningful and statistically appropriate Example: Coronary drug eluting stent: Primary endpoint: TVF Control: BMS superiority hypothesis Approved DES -> could be non-inferiority or superiority Assume DES (exp) v.s. DES (ctr), non-inferiority Study hypothesis: P(DES, exp) – P (DES, ctr) < δ , non-inferiority margin δ should be clinically relevant and acceptable, and practical Need to make sure that the choice of delta does not lead to a situation where the new DES is not much better or even worse than BMS. E.g. if P(BMS) = 14%, P (DES, ctr) = 7%, then δ = 5% may not be good!
Today’s Topics Clinical Device Development Study Design Study Conduct Study Analysis
Study Conduct The study protocol should be strictly followed and all types of protocol deviations, including those deemed minor, should be minimized. Study subjects should be consistently and completely followed according to the study protocol. Great effort should be made in the study design and conduct phases to reduce the occurrence and impact of missing data due to subject loss-to-follow-up. The study data should be carefully protected to prevent biases due to early looks unless explicitly pre-planned in the Statistical Analysis Plan.
Today’s Topics Clinical Device Development Study Design Study Conduct Study Analysis
Study Analysis Statistical Analysis Plan (SAP) should be well developed in design stage and pre-specified in study protocol. Study success criteria Study hypotheses Sample size estimation Statistical methods used …….. In data analysis, some important issues should be addressed, e.g., center effect, data poolability, subgroup of interest, missing data, and reliability of study results.
Concluding Remarks Good study design, conduct and analysis are essential in establishing the safety and effectiveness of a medical device. Pivotal clinical study design draft guidance: Design Considerations for Pivotal Clinical Investigations for Medical Devices http://www.fda.gov/MedicalDevices/DeviceRegulationandGuidance/GuidanceDocuments/ucm265553.htm