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This article provides an overview of the concepts and methods used in the design of DCEs and how patients' preferences can be applied in shared decision-making in transplantation. Participant withdrawal from clinical trials occurs for various reasons, predominantly adverse effects or intervention inefficacy. Because these missing participant data can have implications for the validity, reproducibility and generalizability of study results, when conducting a systematic review, it is important to collect and appropriately analyze missing