{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,29]],"date-time":"2026-09-29T15:47:12Z","timestamp":1790696832225,"version":"4.1.0"},"reference-count":58,"publisher":"Oxford University Press (OUP)","issue":"3","license":[{"start":{"date-parts":[[2023,3,11]],"date-time":"2023-03-11T00:00:00Z","timestamp":1678492800000},"content-version":"vor","delay-in-days":4042,"URL":"https:\/\/academic.oup.com\/journals\/pages\/open_access\/funder_policies\/chorus\/standard_publication_model"}],"funder":[{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["DMS-0907630"],"award-info":[{"award-number":["DMS-0907630"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100007247","name":"Miller Institute for Basic Research in Science, University of California at Berkeley","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100007247","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100005895","name":"Fred Hutchinson Cancer Research Center","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100005895","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000002","name":"National Institutes of Health","doi-asserted-by":"publisher","award":["HG005966-01"],"award-info":[{"award-number":["HG005966-01"]}],"id":[{"id":"10.13039\/100000002","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2012,6,1]]},"abstract":"<jats:title>Summary<\/jats:title><jats:p>It is now common to survey microbial communities by sequencing nucleic acid material extracted in bulk from a given environment. Comparative methods are needed that indicate the extent to which two communities differ given data sets of this type. UniFrac, which gives a somewhat ad hoc phylogenetics-based distance between two communities, is one of the most commonly used tools for these analyses. We provide a foundation for such methods by establishing that, if we equate a metagenomic sample with its empirical distribution on a reference phylogenetic tree, then the weighted UniFrac distance between two samples is just the classical Kantorovich\u2013Rubinstein, or earth mover\u2019s, distance between the corresponding empirical distributions. We demonstrate that this Kantorovich\u2013Rubinstein distance and extensions incorporating uncertainty in the sample locations can be written as a readily computable integral over the tree, we develop Lp Zolotarev-type generalizations of the metric, and we show how the p-value of the resulting natural permutation test of the null hypothesis \u2018no difference between two communities\u2019 can be approximated by using a Gaussian process functional. We relate the L2-case to an analysis-of-variance type of decomposition, finding that the distribution of its associated Gaussian functional is that of a computable linear combination of independent X12 random variables.<\/jats:p>","DOI":"10.1111\/j.1467-9868.2011.01018.x","type":"journal-article","created":{"date-parts":[[2012,2,15]],"date-time":"2012-02-15T16:42:36Z","timestamp":1329324156000},"page":"569-592","source":"Crossref","is-referenced-by-count":110,"title":["The Phylogenetic Kantorovich\u2013Rubinstein Metric for Environmental Sequence Samples"],"prefix":"10.1093","volume":"74","author":[{"given":"Steven N.","family":"Evans","sequence":"first","affiliation":[{"name":"University of California at Berkeley , USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Frederick A.","family":"Matsen","sequence":"additional","affiliation":[{"name":"Fred Hutchinson Cancer Research Center , Seattle , USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"286","published-online":{"date-parts":[[2012,2,15]]},"reference":[{"key":"2023031201054346800_","volume-title":"Gradient Flows in Metric Spaces and in the Space of Probability Measures","author":"Ambrosio","year":"2008"},{"key":"2023031201054346800_","first-page":"139","article-title":"Microbial communities in acid mine drainage","volume":"44","author":"Baker","year":"2003","journal-title":"Fed. 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