Literature Lab: a method of automated literature interrogation to infer biology from microarray analysis

被引:23
作者
Febbo, Phillip G. [1 ,2 ,3 ]
Mulligan, Mike G. [4 ]
Slonina, David A. [4 ]
Stegmeir, Kimberly [5 ]
Di Vizio, Dolores [6 ]
Martinez, Paul R. [4 ]
Loda, Massimo [6 ]
Taylor, Stephen C. [4 ]
机构
[1] Duke Univ, Inst Genome Sci & Policy, Durham, NC 27710 USA
[2] Duke Univ, Dept Med, Sch Med, Durham, NC USA
[3] Duke Univ, Dept Mol Genet & Microbiol, Sch Med, Durham, NC USA
[4] Acumenta Corp, Boston, MA USA
[5] Harvard Univ, Sch Med, Dept Pediat Oncol, Dana Farber Canc Inst, Boston, MA 02115 USA
[6] Harvard Univ, Sch Med, Dept Pathol, Dana Farber Canc Inst, Boston, MA 02115 USA
关键词
D O I
10.1186/1471-2164-8-461
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Background: The biomedical literature is a rich source of associative information but too vast for complete manual review. We have developed an automated method of literature interrogation called "Literature Lab" that identifies and ranks associations existing in the literature between gene sets, such as those derived from microarray experiments, and curated sets of key terms (i.e. pathway names, medical subject heading (MeSH) terms, etc). Results: Literature Lab was developed using differentially expressed gene sets from three previously published cancer experiments and tested on a fourth, novel gene set. When applied to the genesets from the published data including an in vitro experiment, an in vivo mouse experiment, and an experiment with human tumor samples, Literature Lab correctly identified known biological processes occurring within each experiment. When applied to a novel set of genes differentially expressed between locally invasive and metastatic prostate cancer, Literature Lab identified a strong association between the pathway term "FOSB" and genes with increased expression in metastatic prostate cancer. Immunohistochemistry subsequently confirmed increased nuclear FOSB staining in metastatic compared to locally invasive prostate cancers. Conclusion: This work demonstrates that Literature Lab can discover key biological processes by identifying meritorious associations between experimentally derived gene sets and key terms within the biomedical literature.
引用
收藏
页数:14
相关论文
共 35 条
[1]   CoPub Mapper: mining MEDLINE based on search term co-publication [J].
Alako, BTF ;
Veldhoven, A ;
van Baal, S ;
Jelier, R ;
Verhoeven, S ;
Rullmann, T ;
Polman, J ;
Jenster, G .
BMC BIOINFORMATICS, 2005, 6 (1)
[2]  
[Anonymous], [No title captured]
[3]   Application of a priori established gene sets to discover biologically important differential expression in microarray data [J].
Bild, A ;
Febbo, PG .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2005, 102 (43) :15278-15279
[4]  
BILD AH, 2005, NATURE
[5]   Getting to the (c)ore of knowledge: mining biomedical literature [J].
de Bruijn, B ;
Martin, J .
INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS, 2002, 67 (1-3) :7-18
[6]   DIG - a system for gene annotation and functional discovery [J].
DeLong, M ;
Yao, G ;
Wang, QL ;
Dobra, A ;
Black, EP ;
Chang, JT ;
Bild, A ;
West, M ;
Nevins, JR ;
Dressman, H .
BIOINFORMATICS, 2005, 21 (13) :2957-2959
[7]   Metalloproteinases: role in breast carcinogenesis, invasion and metastasis [J].
Duffy, MJ ;
Maguire, TM ;
Hill, A ;
McDermott, E ;
O'Higgins, N .
BREAST CANCER RESEARCH, 2000, 2 (04) :252-257
[8]  
*ECLIPSE, ECL SOFTW
[9]   Genome sequence of the Brown Norway rat yields insights into mammalian evolution [J].
Gibbs, RA ;
Weinstock, GM ;
Metzker, ML ;
Muzny, DM ;
Sodergren, EJ ;
Scherer, S ;
Scott, G ;
Steffen, D ;
Worley, KC ;
Burch, PE ;
Okwuonu, G ;
Hines, S ;
Lewis, L ;
DeRamo, C ;
Delgado, O ;
Dugan-Rocha, S ;
Miner, G ;
Morgan, M ;
Hawes, A ;
Gill, R ;
Holt, RA ;
Adams, MD ;
Amanatides, PG ;
Baden-Tillson, H ;
Barnstead, M ;
Chin, S ;
Evans, CA ;
Ferriera, S ;
Fosler, C ;
Glodek, A ;
Gu, ZP ;
Jennings, D ;
Kraft, CL ;
Nguyen, T ;
Pfannkoch, CM ;
Sitter, C ;
Sutton, GG ;
Venter, JC ;
Woodage, T ;
Smith, D ;
Lee, HM ;
Gustafson, E ;
Cahill, P ;
Kana, A ;
Doucette-Stamm, L ;
Weinstock, K ;
Fechtel, K ;
Weiss, RB ;
Dunn, DM ;
Green, ED .
NATURE, 2004, 428 (6982) :493-521
[10]   Mediators of vascular remodelling co-opted for sequential steps in lung metastasis [J].
Gupta, Gaorav P. ;
Nguyen, Don X. ;
Chiang, Anne C. ;
Bos, Paula D. ;
Kim, Juliet Y. ;
Nadal, Cristina ;
Gomis, Roger R. ;
Manova-Todorova, Katia ;
Massague, Joan .
NATURE, 2007, 446 (7137) :765-U2