An atlas of tissue-specific conserved coexpression for functional annotation and disease gene prediction

被引:37
作者
Piro, Rosario Michael [1 ]
Ala, Ugo [1 ]
Molineris, Ivan [1 ]
Grassi, Elena [1 ]
Bracco, Chiara [2 ]
Perego, Gian Paolo [2 ]
Provero, Paolo [1 ]
Di Cunto, Ferdinando [1 ]
机构
[1] Univ Turin, Ctr Mol Biotechnol, Dept Genet Biol & Biochem, I-10126 Turin, Italy
[2] Aethia Srl, Colleretto Giacosa, Turin, Italy
关键词
disease-gene prediction; functional annotation; transcriptome; phenome; INTERACTION NETWORK; LEVEL ANALYSIS; EXPRESSION; IDENTIFICATION; BIOLOGY; RECONSTRUCTION; MUTATIONS; LANDSCAPE; PLATFORM; CELLS;
D O I
10.1038/ejhg.2011.96
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Gene coexpression relationships that are phylogenetically conserved between human and mouse have been shown to provide important clues about gene function that can be efficiently used to identify promising candidate genes for human hereditary disorders. In the past, such approaches have considered mostly generic gene expression profiles that cover multiple tissues and organs. The individual genes of multicellular organisms, however, can participate in different transcriptional programs, operating at scales as different as single-cell types, tissues, organs, body regions or the entire organism. Therefore, systematic analysis of tissue-specific coexpression could be, in principle, a very powerful strategy to dissect those functional relationships among genes that emerge only in particular tissues or organs. In this report, we show that, in fact, conserved coexpression as determined from tissue-specific and condition-specific data sets can predict many functional relationships that are not detected by analyzing heterogeneous microarray data sets. More importantly, we find that, when combined with disease networks, the simultaneous use of both generic (multi-tissue) and tissue-specific conserved coexpression allows a more efficient prediction of human disease genes than the use of generic conserved coexpression alone. Using this strategy, we were able to identify high-probability candidates for 238 orphan disease loci. We provide proof of concept that this combined use of generic and tissue-specific conserved coexpression can be very useful to prioritize the mutational candidates obtained from deep-sequencing projects, even in the case of genetic disorders as heterogeneous as XLMR. European Journal of Human Genetics (2011) 19, 1173-1180; doi:10.1038/ejhg.2011.96; published online 8 June 2011
引用
收藏
页码:1173 / 1180
页数:8
相关论文
共 35 条
[1]   Prediction of human disease genes by human-mouse conserved coexpression analysis [J].
Ala, Ugo ;
Piro, Rosario Michael ;
Grassi, Elena ;
Damasco, Christian ;
Silengo, Lorenzo ;
Oti, Martin ;
Provero, Paolo ;
Di Cunto, Ferdinando .
PLOS COMPUTATIONAL BIOLOGY, 2008, 4 (03)
[2]   Network biology:: Understanding the cell's functional organization [J].
Barabási, AL ;
Oltvai, ZN .
NATURE REVIEWS GENETICS, 2004, 5 (02) :101-U15
[3]   The transcriptional landscape of the mammalian genome [J].
Carninci, P ;
Kasukawa, T ;
Katayama, S ;
Gough, J ;
Frith, MC ;
Maeda, N ;
Oyama, R ;
Ravasi, T ;
Lenhard, B ;
Wells, C ;
Kodzius, R ;
Shimokawa, K ;
Bajic, VB ;
Brenner, SE ;
Batalov, S ;
Forrest, ARR ;
Zavolan, M ;
Davis, MJ ;
Wilming, LG ;
Aidinis, V ;
Allen, JE ;
Ambesi-Impiombato, X ;
Apweiler, R ;
Aturaliya, RN ;
Bailey, TL ;
Bansal, M ;
Baxter, L ;
Beisel, KW ;
Bersano, T ;
Bono, H ;
Chalk, AM ;
Chiu, KP ;
Choudhary, V ;
Christoffels, A ;
Clutterbuck, DR ;
Crowe, ML ;
Dalla, E ;
Dalrymple, BP ;
de Bono, B ;
Della Gatta, G ;
di Bernardo, D ;
Down, T ;
Engstrom, P ;
Fagiolini, M ;
Faulkner, G ;
Fletcher, CF ;
Fukushima, T ;
Furuno, M ;
Futaki, S ;
Gariboldi, M .
SCIENCE, 2005, 309 (5740) :1559-1563
[4]   XLMR genes: update 2007 [J].
Chiurazzi, Pietro ;
Schwartz, Charles E. ;
Gecz, Jozef ;
Neri, Giovanni .
EUROPEAN JOURNAL OF HUMAN GENETICS, 2008, 16 (04) :422-434
[5]   Multi-tissue coexpression networks reveal unexpected subnetworks associated with disease [J].
Dobrin, Radu ;
Zhu, Jun ;
Molony, Cliona ;
Argman, Carmen ;
Parrish, Mark L. ;
Carlson, Sonia ;
Allan, Mark F. ;
Pomp, Daniel ;
Schadt, Eric E. .
GENOME BIOLOGY, 2009, 10 (05)
[6]   Gene Expression Omnibus: NCBI gene expression and hybridization array data repository [J].
Edgar, R ;
Domrachev, M ;
Lash, AE .
NUCLEIC ACIDS RESEARCH, 2002, 30 (01) :207-210
[7]   Cluster analysis and display of genome-wide expression patterns [J].
Eisen, MB ;
Spellman, PT ;
Brown, PO ;
Botstein, D .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1998, 95 (25) :14863-14868
[8]   Reconstruction of a functional human gene network, with an application for prioritizing positional candidate genes [J].
Franke, Lude ;
van Bakel, Harm ;
Fokkens, Like ;
de Jong, Edwin D. ;
Egmont-Petersen, Michael ;
Wijmenga, Cisca .
AMERICAN JOURNAL OF HUMAN GENETICS, 2006, 78 (06) :1011-1025
[9]   The genetic landscape of intellectual disability arising from chromosome X [J].
Gecz, Jozef ;
Shoubridge, Cheryl ;
Corbett, Mark .
TRENDS IN GENETICS, 2009, 25 (07) :308-316
[10]   Mutations in the Small GTPase Gene RAB39B Are Responsible for X-linked Mental Retardation Associated with Autism, Epilepsy, and Macrocephaly [J].
Giannandrea, Maila ;
Bianchi, Veronica ;
Mignogna, Maria Lidia ;
Sirri, Alessandra ;
Carrabino, Salvatore. ;
D'Elia, Errico ;
Vecellio, Matteo ;
Russo, Silvia ;
Cogliati, Francesca ;
Larizza, Lidia ;
Ropers, Hans-Hilger ;
Tzschach, Andreas ;
Kalscheuer, Vera ;
Oehl-Jaschkowitz, Barbara ;
Skinner, Cindy ;
Schwartz, Charles E. ;
Gecz, Jozef ;
Van Esch, Hilde ;
Raynaud, Martine ;
Chelly, Jamel ;
de Brouwer, Arjan P. M. ;
Toniolo, Daniela ;
D'Adamo, Patrizia .
AMERICAN JOURNAL OF HUMAN GENETICS, 2010, 86 (02) :185-195