Christoph Steininger and colleagues explore how multiple infectious, autoimmune, metabolic, and neoplastic diseases have been associated with changes in the intestinal microbiome, although a cause-effect relationship is often difficult to establish. Integration of metagenomics into clinical medicine is a challenge, and the authors highlight clinical approaches that are of high priority for the useful medical application of metagenomics. Please see later in the article for the Editors' Summary.