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The pathology of heritable human traits and diseases often affects a narrow range of tissues, even when causal genes are expressed widely across the body. In this Review, Hekselman and Yeger-Lotem discuss the latest understanding of tissue specificity in human traits and disease, including the diverse underlying molecular mechanisms, experimental and bioinformatics resources to leverage omics data, and implications for understanding disease aetiology.