Author:
Volinia Stefano,Galasso Marco,Costinean Stefan,Tagliavini Luca,Gamberoni Giacomo,Drusco Alessandra,Marchesini Jlenia,Mascellani Nicoletta,Sana Maria Elena,Abu Jarour Ramzey,Desponts Caroline,Teitell Michael,Baffa Raffaele,Aqeilan Rami,Iorio Marilena V.,Taccioli Cristian,Garzon Ramiro,Di Leva Gianpiero,Fabbri Muller,Catozzi Marco,Previati Maurizio,Ambs Stefan,Palumbo Tiziana,Garofalo Michela,Veronese Angelo,Bottoni Arianna,Gasparini Pierluigi,Harris Curtis C.,Visone Rosa,Pekarsky Yuri,de la Chapelle Albert,Bloomston Mark,Dillhoff Mary,Rassenti Laura Z.,Kipps Thomas J.,Huebner Kay,Pichiorri Flavia,Lenze Dido,Cairo Stefano,Buendia Marie-Annick,Pineau Pascal,Dejean Anne,Zanesi Nicola,Rossi Simona,Calin George A.,Liu Chang-Gong,Palatini Jeff,Negrini Massimo,Vecchione Andrea,Rosenberg Anne,Croce Carlo M.
Abstract
We studied miRNA profiles in 4419 human samples (3312 neoplastic, 1107 nonmalignant), corresponding to 50 normal tissues and 51 cancer types. The complexity of our database enabled us to perform a detailed analysis of microRNA (miRNA) activities. We inferred genetic networks from miRNA expression in normal tissues and cancer. We also built, for the first time, specialized miRNA networks for solid tumors and leukemias. Nonmalignant tissues and cancer networks displayed a change in hubs, the most connected miRNAs. hsa-miR-103/106 were downgraded in cancer, whereas hsa-miR-30 became most prominent. Cancer networks appeared as built from disjointed subnetworks, as opposed to normal tissues. A comparison of these nets allowed us to identify key miRNA cliques in cancer. We also investigated miRNA copy number alterations in 744 cancer samples, at a resolution of 150 kb. Members of miRNA families should be similarly deleted or amplified, since they repress the same cellular targets and are thus expected to have similar impacts on oncogenesis. We correctly identified hsa-miR-17/92 family as amplified and the hsa-miR-143/145 cluster as deleted. Other miRNAs, such as hsa-miR-30 and hsa-miR-204, were found to be physically altered at the DNA copy number level as well. By combining differential expression, genetic networks, and DNA copy number alterations, we confirmed, or discovered, miRNAs with comprehensive roles in cancer. Finally, we experimentally validated the miRNA network with acute lymphocytic leukemia originated in Mir155 transgenic mice. Most of miRNAs deregulated in these transgenic mice were located close to hsa-miR-155 in the cancer network.
Publisher
Cold Spring Harbor Laboratory
Subject
Genetics (clinical),Genetics