PSI One Day Meeting: Estimands – Examples for Statisticians!
500 Brook Drive , Reading
QuintilesIMS
Wednesday 27 September - QuintilesIMS, 500 Brook Drive, Reading, RG2 6UU, UK
With the recent release of the ICH E9 Addendum, Estimands is moving from a concept to reality with some Regulators already asking “What is your Estimand?” But where do you start when defining your Estimand? What is the Estimand of interest and to whom? What inter-current events could determine your Estimand and thus your analysis methodology? The PSI Scientific Committee have put together this one day meeting to provide Statisticians with real world examples of how Estimands have been defined. Presenters will give their insight into discussions with colleagues, working groups and regulators and there will be plenty of opportunity to ask your questions on defining an Estimand.
Please
click here to view the flyer.
The agenda is outlined below:
9.30 – 9.55
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Registration
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9.55 – 10.00
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Welcome and Introduction
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10.00 – 10.40
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Estimands and Sensitivity Analyses: What’s in the new ICH E9 Addendum?
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Chrissie Fletcher, Amgen
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10.40 – 11.20
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The Estimands Concept – Experiences when Introducing the Concept in a Global Development Organization
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Christoph Gerlinger, Bayer
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11.20 – 11.35
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Break
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11.35 – 12.15
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Disentangling Estimands and the Intention-to-Treat Principle
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Ann-Kristin Leuchs, BfArM
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12.15 – 12:55
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Use of Clear Estimands – Beyond Hypothesis Testing
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Yolanda Barbachano, MHRA
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12.55 – 13.45
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Lunch
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13.45 – 14.25
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A Journey towards Estimand Specification in Pain: Motivation and Challenges
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Francesca Callegari, Novartis
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14.25 – 15.05
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Estimands in Chronic symptomatic Diseases
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Martin Jenkins, AstraZeneca
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15.05 – 15.25
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Break
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15:25 – 16:05
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Are Estimands Necessary for Time-To-Event Endpoints?
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Chris Harbron, Roche
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16:05 – 16:30
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Panel Discussion
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All presenters
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16:30 – 16:35
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Closing remarks – Finish
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Estimands and Sensitivity Analyses: What’s in the new ICH E9 Addendum?
Chrissie Fletcher, Amgen
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)
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The new addendum to ICH E9 on estimands and sensitivity analyses introduces a new framework for clinical trial design, conduct, analysis and interpretation of results. In the new framework the first step is to ensure there is a clearly defined clinical trial objective. The trial objective will lead to defining the estimand, the treatment effect to be estimated, which will influence the choice of trial design. The estimand will lead to defining appropriate statistical analyses to derive estimates of treatment effects, including sensitivity analyses that are aligned to the estimand.
The new framework in the ICH E9 addendum will enable sponsors to discuss with regulators prior to the clinical trial commencing what estimand is of primary interest. Choices made in the study design and planned statistical analyses describing how intercurrent events, such as non-adherence, use of rescue medication, and deaths occurring in the study, will be handled can impact what treatment effect is actually being estimated in a clinical trial. Therefore alignment in the choice of estimand and planned statistical analyses, including sensitivity analyses, will improve the interpretation and understanding of trial results.
This presentation will provide an overview of the new addendum including examples illustrating how to use the new framework in designing clinical trials.
Click here to view the slides.
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The Estimands Concept – Experiences when Introducing the Concept in a Global Development Organization
Christoph Gerlinger, Bayer
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)
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The forthcoming addendum to the ICH E9 guidance on statistical principles for clinical trials has major implications on almost all aspects of drug development trials. Despite being a multidisciplinary topic it is often perceived as an exclusively statistical topic in adjacent functions like medical, project management, or regulatory affairs.
A broad working group of statisticians interested in the estimands framework was founded in our company early 2016 to prepare not only the statisticians but also the whole company for the changes in the way we plan, run, and analyze clinical trials in the future.
This talk will review the actions taken before the release of the ICH draft addendum: Creation of a white paper, summaries of the key publications, and two pilot workshops all aimed mainly at clinicians in drug development. We will also discuss our plans to roll out the estimands concept both within the statistics department and also to the whole company once the draft addendum is published.
Click here to view the slides.
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Disentangling Estimands and the Intention-to-Treat Principle
Ann-Kristin Leuchs, BfArM
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)
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The precise definition of the estimand of primary interest (treatment effect to be estimated) with regard to specification of handling intercurrent events such as recue medication or non-adherence is essential when planning and designing randomized controlled trials (RCT). The analysis should then be aligned to the agreed primary estimand. In this context the question arises how this fits in with the intention-to-treat (ITT) principle. Although the ITT principle has long-since been the gold standard of analyzing RCTs. Despite this there was and still is much ambiguity involved around what is considered to constitute ITT, especially in relation to the problem of missing data and, in recent years, also with regard to intercurrent events and estimands. While some argue it is simply analyzing all patients as randomized, others regard ITT as addressing the treatment policy estimand.
This talk focuses on the author’s thinking on the ITT principle and its definition, on how it is distinct from the missing data and estimand problem and on how to best move forward. Since ICH E9 is imprecise concerning the ITT principle, discussing an addendum to ICH E9 might be an ideal time point to solve the confusion and ambiguity around defining it. The ITT principle could well remain gold standard of analyzing RCTs even while allowing various different estimands to conform to it.
Click here to view the slides.
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Use of Clear Estimands – Beyond Hypothesis Testing
Yolanda Barbachano, MHRA
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)
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Though the Addendum to ICH E9 was clearly motivated by a need to more precisely define the measure of treatment effect in clinical trials, in the context of efficacy, the same framework is also applicable and helpful when thinking about how to collect and present the safety data. Furthermore, we should ideally think about the estimand of interest for each endpoint or trial objective separately, regardless of whether they are primary or secondary, hypothesis testing or descriptive. In this talk I will move away from the usual discussion around the choice of estimand for the primary efficacy endpoint, and instead present some examples on safety, tolerability and quality of life, to illustrate the value of the estimand framework in a wider context.
Click here to view the slides.
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A Journey towards Estimand Specification in Pain: Motivation and Challenges
Francesca Callegari, Novartis
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)
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An estimand clearly defines the treatment effect to be estimated in a clinical trial. An ICH E9 addendum is under preparation, which will introduce the concept of estimand and will provide a structured framework to link trial objectives of a clinical trial and statistical methods in a coherent way.
In the meantime, regulators are keen to know the definition of estimands for new clinical trials. In this presentation, we focus on a Phase 2 study in chronic pain. The definition of the primary estimand in this context takes into account relevant post-randomization events, which are often informative of the treatment effect of interest, such as intake of concomitant medications and premature discontinuations of study treatment. Other supplementary and secondary estimands are also defined to assess the treatment effect under different handling of the post-randomization events or under different specifications of the variable of interest. Some practical considerations coming from the development of the estimand concept for this trial from its inception till its detailed specification are summarized, outlining the challenges encountered and how these have been overcome.
Click here to view the slides.
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Estimands in Chronic symptomatic Diseases
Martin Jenkins, AstraZeneca
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)
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In many chronic, systemic diseases the goal of treatment is to manage patient symptoms and to prevent disease flares. The effect of current therapies is generally reversible and as such it is not necessarily of primary interest to address a treatment policy estimand, but rather to consider the effects attributable to the initially randomised treatment. In addition, defined treatment pathways mean that it is common that estimands in this area must consider the handling of patients who use rescue treatments or escalate therapy. Drawing on examples in rheumatology, dermatology, autoimmune and respiratory disease areas I will compare different scenarios to describe how the precise choice of estimand should take into account the type of endpoint, current treatment paradigm and any retention of treatment effect upon discontinuation.
Click here to view the slides.
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Are Estimands Necessary for Time-to-Event Endpoints?
Chris Harbron, Roche
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)
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Observed time-to-event endpoints typically contain many censored observations. As a consequence, many of the standard analysis approaches e.g. Kaplan-Meier and Proportional Hazards are specifically designed to address these partially missing data. This ability to cope with data being missing due to censoring has frequently led to the benefits of estimands for addressing other types of intercurrent events being overlooked.
In this presentation I will discuss how the estimand framework provides a vehicle for explicitly describing and addressing several of the challenges within time-to-event analyses such as treatment cross-over, informative censoring, lack of blinding and inconsistent definition of endpoints.
Click here to view the slides.
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To access the recordings, please visit the Video-on-Demand Library.