Integrating genome-wide association studies and gene expression data highlights dysregulated multiple sclerosis risk pathways

被引:46
作者
Liu, Guiyou [1 ]
Zhang, Fang [2 ]
Jiang, Yongshuai [4 ]
Hu, Yang [1 ]
Gong, Zhongying [5 ]
Liu, Shoufeng [6 ]
Chen, Xiuju [7 ]
Jiang, Qinghua [1 ]
Hao, Junwei [2 ,3 ]
机构
[1] Harbin Inst Technol, Sch Life Sci & Technol, Harbin 150001, Heilongjiang, Peoples R China
[2] Tianjin Med Univ, Gen Hosp, Dept Neurol, Tianjin 300052, Peoples R China
[3] Tianjin Med Univ, Gen Hosp, Tianjin Neurol Inst, Tianjin 300052, Peoples R China
[4] Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin, Peoples R China
[5] Tianjin First Cent Hosp, Dept Neurol, Tianjin, Peoples R China
[6] Tianjin HuanHu Hosp, Dept Neurol, Tianjin, Peoples R China
[7] Tianjin NanKai Hosp, Dept Neurol, Tianjin, Peoples R China
基金
中国国家自然科学基金;
关键词
Multiple sclerosis; pathway analysis; genome-wide association studies; gene expression; gene-based test; immune pathways; MODEL;
D O I
10.1177/1352458516649038
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Background: Much effort has been expended on identifying the genetic determinants of multiple sclerosis (MS). Existing large-scale genome-wide association study (GWAS) datasets provide strong support for using pathway and network-based analysis methods to investigate the mechanisms underlying MS. However, no shared genetic pathways have been identified to date. Objective: We hypothesize that shared genetic pathways may indeed exist in different MS-GWAS datasets. Methods: Here, we report results from a three-stage analysis of GWAS and expression datasets. In stage 1, we conducted multiple pathway analyses of two MS-GWAS datasets. In stage 2, we performed a candidate pathway analysis of the large-scale MS-GWAS dataset. In stage 3, we performed a pathway analysis using the dysregulated MS gene list from seven human MS case-control expression datasets. Results: In stage 1, we identified 15 shared pathways. In stage 2, we successfully replicated 14 of these 15 significant pathways. In stage 3, we found that dysregulated MS genes were significantly enriched in 10 of 15 MS risk pathways identified in stages 1 and 2. Conclusion: We report shared genetic pathways in different MS-GWAS datasets and highlight some new MS risk pathways. Our findings provide new insights on the genetic determinants of MS.
引用
收藏
页码:205 / 212
页数:8
相关论文
共 22 条
[1]   Cell adhesion molecule pathway genes are regulated by cis-regulatory SNPs and show significantly altered expression in Alzheimer's disease brains [J].
Bao, Xinjie ;
Liu, Gengfeng ;
Jiang, Yongshuai ;
Jiang, Qinghua ;
Liao, Mingzhi ;
Feng, Rennan ;
Zhang, Liangcai ;
Ma, Guoda ;
Zhang, Shuyan ;
Chen, Zugen ;
Zhao, Bin ;
Wang, Renzhi ;
Li, Keshen ;
Liu, Guiyou .
NEUROBIOLOGY OF AGING, 2015, 36 (10) :2904.e1-2904.e7
[2]   Network-Based Multiple Sclerosis Pathway Analysis with GWAS Data from 15,000 Cases and 30,000 Controls [J].
Baranzini, Sergio E. ;
Khankhanian, Pouya ;
Patsopoulos, Nikolaos A. ;
Li, Michael ;
Stankovich, Jim ;
Cotsapas, Chris ;
Sondergaard, Helle Bach ;
Ban, Maria ;
Barizzone, Nadia ;
Bergamaschi, Laura ;
Booth, David ;
Buck, Dorothea ;
Cavalla, Paola ;
Celius, Elisabeth G. ;
Comabella, Manuel ;
Comi, Giancarlo ;
Compston, Alastair ;
Cournu-Rebeix, Isabelle ;
D'alfonso, Sandra ;
Damotte, Vincent ;
Din, Lennox ;
Dubois, Benedicte ;
Elovaara, Irina ;
Esposito, Federica ;
Fontaine, Bertrand ;
Franke, Andre ;
Goris, An ;
Gourraud, Pierre-Antoine ;
Graetz, Christiane ;
Guerini, Franca R. ;
Guillot-Noel, Lena ;
Hafler, David ;
Hakonarson, Hakon ;
Hall, Per ;
Hamsten, Anders ;
Harbo, Hanne F. ;
Hemmer, Bernhard ;
Hillert, Jan ;
Kemppinen, Anu ;
Kockum, Ingrid ;
Koivisto, Keijo ;
Larsson, Maim ;
Lathrop, Mark ;
Leone, Maurizio ;
Lill, Christina M. ;
Macciardi, Fabio ;
Martin, Roland ;
Martinelli, Vittorio ;
Martinelli-Boneschi, Filippo ;
McCauley, Jacob L. .
AMERICAN JOURNAL OF HUMAN GENETICS, 2013, 92 (06) :854-865
[3]   Pathway and network-based analysis of genome-wide association studies in multiple sclerosis [J].
Baranzini, Sergio E. ;
Galwey, Nicholas W. ;
Wang, Joanne ;
Khankhanian, Pouya ;
Lindberg, Raija ;
Pelletier, Daniel ;
Wu, Wen ;
Uitdehaag, Bernard M. J. ;
Kappos, Ludwig ;
Polman, Chris H. ;
Matthews, Paul M. ;
Hauser, Stephen L. ;
Gibson, Rachel A. ;
Oksenberg, Jorge R. ;
Barnes, Michael R. .
HUMAN MOLECULAR GENETICS, 2009, 18 (11) :2078-2090
[4]   Genome-wide association analysis of susceptibility and clinical phenotype in multiple sclerosis [J].
Baranzini, Sergio E. ;
Wang, Joanne ;
Gibson, Rachel A. ;
Galwey, Nicholas ;
Naegelin, Yvonne ;
Barkhof, Frederik ;
Radue, Ernst-Wilhelm ;
Lindberg, Raija L. P. ;
Uitdehaag, Bernard M. G. ;
Johnson, Michael R. ;
Angelakopoulou, Aspasia ;
Hall, Leslie ;
Richardson, Jill C. ;
Prinjha, Rab K. ;
Gass, Achim ;
Geurts, Jeroen J. G. ;
Kragt, Jolijn ;
Sombekke, Madeleine ;
Vrenken, Hugo ;
Qualley, Pamela ;
Lincoln, Robin R. ;
Gomez, Refujia ;
Caillier, Stacy J. ;
George, Michaela F. ;
Mousavi, Hourieh ;
Guerrero, Rosa ;
Okuda, Darin T. ;
Cree, Bruce A. C. ;
Green, Ari J. ;
Waubant, Emmanuelle ;
Goodin, Douglas S. ;
Pelletier, Daniel ;
Matthews, Paul M. ;
Hauser, Stephen L. ;
Kappos, Ludwig ;
Polman, Chris H. ;
Oksenberg, Jorge R. .
HUMAN MOLECULAR GENETICS, 2009, 18 (04) :767-778
[5]   Experimental autoimmune encephalomyelitis (EAE) as a model for multiple sclerosis (MS) [J].
Constantinescu, Cris S. ;
Farooqi, Nasr ;
O'Brien, Kate ;
Gran, Bruno .
BRITISH JOURNAL OF PHARMACOLOGY, 2011, 164 (04) :1079-1106
[6]   A gene pathway analysis highlights the role of cellular adhesion molecules in multiple sclerosis susceptibility [J].
Damotte, V. ;
Guillot-Noel, L. ;
Patsopoulos, N. A. ;
Madireddy, L. ;
El Behi, M. ;
De Jager, P. L. ;
Baranzini, S. E. ;
Cournu-Rebeix, I. ;
Fontaine, B. .
GENES AND IMMUNITY, 2014, 15 (02) :126-132
[7]   Analysis of genes, pathways and networks involved in disease severity and age at onset in primary-progressive multiple sclerosis [J].
Giacalone, G. ;
Clarelli, F. ;
Osiceanu, A. M. ;
Guaschino, C. ;
Brambilla, P. ;
Sorosina, M. ;
Liberatore, G. ;
Zauli, A. ;
Esposito, F. ;
Rodegher, M. ;
Ghezzi, A. ;
Galimberti, D. ;
Patti, F. ;
Barizzone, N. ;
Guerini, F. ;
Martinelli, V. ;
Leone, M. ;
Comi, G. ;
D'Alfonso, S. ;
Boneschi, F. Martinelli .
MULTIPLE SCLEROSIS JOURNAL, 2015, 21 (11) :1431-1442
[8]   Risk alleles for multiple sclerosis identified by a genomewide study [J].
Hafler, David A. ;
Compston, Alastair ;
Sawcer, Stephen ;
Lander, Eric S. ;
Daly, Mark J. ;
De Jager, Philip L. ;
de Bakker, Paul I. W. ;
Gabriel, Stacey B. ;
Mirel, Daniel B. ;
Ivinson, Adrian J. ;
Pericak-Vance, Margaret A. ;
Gregory, Simon G. ;
Rioux, John D. ;
McCauley, Jacob L. ;
Haines, Jonathan L. ;
Barcellos, Lisa F. ;
Cree, Bruce ;
Oksenberg, Jorge R. ;
Hauser, Stephen L. .
NEW ENGLAND JOURNAL OF MEDICINE, 2007, 357 (09) :851-862
[9]   Alzheimer's Disease Variants with the Genome-Wide Significance are Significantly Enriched in Immune Pathways and Active in Immune Cells [J].
Jiang, Qinghua ;
Jin, Shuilin ;
Jiang, Yongshuai ;
Liao, Mingzhi ;
Feng, Rennan ;
Zhang, Liangcai ;
Liu, Guiyou ;
Hao, Junwei .
MOLECULAR NEUROBIOLOGY, 2017, 54 (01) :594-600
[10]   Systematic review of genome-wide expression studies in multiple sclerosis [J].
Kemppinen, A. K. ;
Kaprio, J. ;
Palotie, A. ;
Saarela, J. .
BMJ OPEN, 2011, 1 (01)