Compendium of Immune Signatures Identifies Conserved and Species-Specific Biology in Response to Inflammation

被引:201
作者
Godec, Jernej [1 ,2 ]
Tan, Yan [3 ,4 ]
Liberzon, Arthur [3 ]
Tamayo, Pablo [3 ]
Bhattacharya, Sanchita [5 ]
Butte, Atul J. [5 ]
Mesirov, Jill P. [3 ,4 ]
Haining, W. Nicholas [1 ,3 ,6 ]
机构
[1] Dana Farber Canc Inst, Dept Pediat Oncol, Boston, MA 02115 USA
[2] Harvard Univ, Sch Med, Dept Microbiol & Immunobiol, Boston, MA 02115 USA
[3] Broad Inst MIT & Harvard, Cambridge, MA 02142 USA
[4] Boston Univ, Bioinformat Program, Boston, MA 02215 USA
[5] Univ Calif San Francisco, Inst Computat Hlth Sci, San Francisco, CA 94158 USA
[6] Harvard Univ, Sch Med, Childrens Hosp, Div Hematol Oncol, Boston, MA 02115 USA
关键词
CD8(+) T-CELLS; GENE-EXPRESSION; DATABASE; MODELS;
D O I
10.1016/j.immuni.2015.12.006
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Gene-expression profiling has become a mainstay in immunology, but subtle changes in gene networks related to biological processes are hard to discern when comparing various datasets. For instance, conservation of the transcriptional response to sepsis in mouse models and human disease remains controversial. To improve transcriptional analysis in immunology, we created ImmuneSigDB: a manually annotated compendium of similar to 5,000 gene-sets from diverse cell states, experimental manipulations, and genetic perturbations in immunology. Analysis using ImmuneSigDB identified signatures induced in activated myeloid cells and differentiating lymphocytes that were highly conserved between humans and mice. Sepsis triggered conserved patterns of gene expression in humans and mouse models. However, we also identified species-specific biological processes in the sepsis transcriptional response: although both species upregulated phagocytosis-related genes, a mitosis signature was specific to humans. ImmuneSigDB enables granular analysis of transcriptomic data to improve biological understanding of immune processes of the human and mouse immune systems.
引用
收藏
页码:194 / 206
页数:13
相关论文
共 40 条
[1]   Integrative Radiogenomic Profiling of Squamous Cell Lung Cancer [J].
Abazeed, Mohamed E. ;
Adams, Drew J. ;
Hurov, Kristen E. ;
Tamayo, Pablo ;
Creighton, Chad J. ;
Sonkin, Dmitriy ;
Giacomelli, Andrew O. ;
Du, Charles ;
Fries, Daniel F. ;
Wong, Kwok-Kin ;
Mesirov, Jill P. ;
Loeffler, Jay S. ;
Schreiber, Stuart L. ;
Hammerman, Peter S. ;
Meyerson, Matthew .
CANCER RESEARCH, 2013, 73 (20) :6289-6298
[2]   Two Genes on A/J Chromosome 18 Are Associated with Susceptibility to Staphylococcus aureus Infection by Combined Microarray and QTL Analyses [J].
Ahn, Sun-Hee ;
Deshmukh, Hitesh ;
Johnson, Nicole ;
Cowell, Lindsay G. ;
Rude, Thomas H. ;
Scott, William K. ;
Nelson, Charlotte L. ;
Zaas, Aimee K. ;
Marchuk, Douglas A. ;
Keum, Sehoon ;
Lamlertthon, Supaporn ;
Sharma-Kuinkel, Batu K. ;
Sempowski, Gregory D. ;
Fowler, Vance G., Jr. .
PLOS PATHOGENS, 2010, 6 (09)
[3]   Gene Ontology: tool for the unification of biology [J].
Ashburner, M ;
Ball, CA ;
Blake, JA ;
Botstein, D ;
Butler, H ;
Cherry, JM ;
Davis, AP ;
Dolinski, K ;
Dwight, SS ;
Eppig, JT ;
Harris, MA ;
Hill, DP ;
Issel-Tarver, L ;
Kasarskis, A ;
Lewis, S ;
Matese, JC ;
Richardson, JE ;
Ringwald, M ;
Rubin, GM ;
Sherlock, G .
NATURE GENETICS, 2000, 25 (01) :25-29
[4]   Exhaustion of tumor-specific CD8+ T cells in metastases from melanoma patients [J].
Baitsch, Lukas ;
Baumgaertner, Petra ;
Devevre, Estelle ;
Raghav, Sunil K. ;
Legat, Amandine ;
Barba, Leticia ;
Wieckowski, Sebastien ;
Bouzourene, Hanifa ;
Deplancke, Bart ;
Romero, Pedro ;
Rufer, Nathalie ;
Speiser, Daniel E. .
JOURNAL OF CLINICAL INVESTIGATION, 2011, 121 (06) :2350-2360
[5]   Systematic RNA interference reveals that oncogenic KRAS-driven cancers require TBK1 [J].
Barbie, David A. ;
Tamayo, Pablo ;
Boehm, Jesse S. ;
Kim, So Young ;
Moody, Susan E. ;
Dunn, Ian F. ;
Schinzel, Anna C. ;
Sandy, Peter ;
Meylan, Etienne ;
Scholl, Claudia ;
Froehling, Stefan ;
Chan, Edmond M. ;
Sos, Martin L. ;
Michel, Kathrin ;
Mermel, Craig ;
Silver, Serena J. ;
Weir, Barbara A. ;
Reiling, Jan H. ;
Sheng, Qing ;
Gupta, Piyush B. ;
Wadlow, Raymond C. ;
Le, Hanh ;
Hoersch, Sebastian ;
Wittner, Ben S. ;
Ramaswamy, Sridhar ;
Livingston, David M. ;
Sabatini, David M. ;
Meyerson, Matthew ;
Thomas, Roman K. ;
Lander, Eric S. ;
Mesirov, Jill P. ;
Root, David E. ;
Gilliland, D. Gary ;
Jacks, Tyler ;
Hahn, William C. .
NATURE, 2009, 462 (7269) :108-U122
[6]   NCBI GEO: mining tens of millions of expression profiles - database and tools update [J].
Barrett, Tanya ;
Troup, Dennis B. ;
Wilhite, Stephen E. ;
Ledoux, Pierre ;
Rudnev, Dmitry ;
Evangelista, Carlos ;
Kim, Irene F. ;
Soboleva, Alexandra ;
Tomashevsky, Maxim ;
Edgar, Ron .
NUCLEIC ACIDS RESEARCH, 2007, 35 :D760-D765
[7]   A comparison of normalization methods for high density oligonucleotide array data based on variance and bias [J].
Bolstad, BM ;
Irizarry, RA ;
Åstrand, M ;
Speed, TP .
BIOINFORMATICS, 2003, 19 (02) :185-193
[8]   Metagenes and molecular pattern discovery using matrix factorization [J].
Brunet, JP ;
Tamayo, P ;
Golub, TR ;
Mesirov, JP .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2004, 101 (12) :4164-4169
[9]   A modular analysis framework for blood genomics studies: Application to systemic lupus erythematosus [J].
Chaussabel, Damien ;
Quinn, Charles ;
Shen, Jing ;
Patel, Pinakeen ;
Glaser, Casey ;
Baldwin, Nicole ;
Stichweh, Dorothee ;
Blankenship, Derek ;
Li, Lei ;
Munagala, Indira ;
Bennett, Lynda ;
Allantaz, Florence ;
Mejias, Asuncion ;
Ardura, Monica ;
Kaizer, Ellen ;
Monnet, Laurence ;
Allman, Windy ;
Randall, Henry ;
Johnson, Diane ;
Lanier, Aimee ;
Punaro, Marilynn ;
Wittkowski, Knut M. ;
White, Perrin ;
Fay, Joseph ;
Klintmalm, Goran ;
Ramilo, Octavio ;
Palucka, A. Karolina ;
Banchereau, Jacques ;
Pascual, Virginia .
IMMUNITY, 2008, 29 (01) :150-164
[10]   Reactome: a database of reactions, pathways and biological processes [J].
Croft, David ;
O'Kelly, Gavin ;
Wu, Guanming ;
Haw, Robin ;
Gillespie, Marc ;
Matthews, Lisa ;
Caudy, Michael ;
Garapati, Phani ;
Gopinath, Gopal ;
Jassal, Bijay ;
Jupe, Steven ;
Kalatskaya, Irina ;
Mahajan, Shahana ;
May, Bruce ;
Ndegwa, Nelson ;
Schmidt, Esther ;
Shamovsky, Veronica ;
Yung, Christina ;
Birney, Ewan ;
Hermjakob, Henning ;
D'Eustachio, Peter ;
Stein, Lincoln .
NUCLEIC ACIDS RESEARCH, 2011, 39 :D691-D697