Literature DB >> 25622107

Inferring biological tasks using Pareto analysis of high-dimensional data.

Yuval Hart1, Hila Sheftel1, Jean Hausser1, Pablo Szekely1, Noa Bossel Ben-Moshe2, Yael Korem1, Avichai Tendler1, Avraham E Mayo1, Uri Alon1.   

Abstract

We present the Pareto task inference method (ParTI; http://www.weizmann.ac.il/mcb/UriAlon/download/ParTI) for inferring biological tasks from high-dimensional biological data. Data are described as a polytope, and features maximally enriched closest to the vertices (or archetypes) allow identification of the tasks the vertices represent. We demonstrate that human breast tumors and mouse tissues are well described by tetrahedrons in gene expression space, with specific tumor types and biological functions enriched at each of the vertices, suggesting four key tasks.

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Year:  2015        PMID: 25622107     DOI: 10.1038/nmeth.3254

Source DB:  PubMed          Journal:  Nat Methods        ISSN: 1548-7091            Impact factor:   28.547


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