Expression-based genome-wide association study links the receptor CD44 in adipose tissue with type 2 diabetes

被引:133
作者
Kodama, Keiichi [1 ,2 ]
Horikoshi, Momoko [4 ]
Toda, Kyoko [5 ]
Yamada, Satoru [6 ]
Hara, Kazuo [4 ]
Irie, Junichiro [6 ,7 ]
Sirota, Marina [1 ,2 ]
Morgan, Alexander A. [1 ,2 ]
Chen, Rong [1 ,2 ]
Ohtsu, Hiroshi [3 ]
Maeda, Shiro [8 ]
Kadowaki, Takashi [4 ]
Butte, Atul J. [1 ,2 ]
机构
[1] Stanford Univ, Dept Pediat, Sch Med, Div Syst Med, Stanford, CA 94305 USA
[2] Lucile Packard Childrens Hosp, Palo Alto, CA 94304 USA
[3] Univ Tokyo, Grad Sch Med, Dept Clin Trial Data Management, Tokyo 1138655, Japan
[4] Univ Tokyo, Grad Sch Med, Dept Metab Dis, Tokyo 1138655, Japan
[5] Kitasato Univ, Kitasato Inst Hosp, Biomed Lab, Div Basic Res, Tokyo 1088642, Japan
[6] Kitasato Inst Hosp, Ctr Diabet, Tokyo 1088642, Japan
[7] Keio Univ, Sch Med, Dept Internal Med, Tokyo 1608582, Japan
[8] RIKEN, Ctr Genom Med, Lab Endocrinol & Metab, Yokohama, Kanagawa 2300045, Japan
关键词
bioinformatics; meta-analysis; integration; obesity; hyperglycemia; INSULIN-RESISTANCE; SUSCEPTIBILITY LOCI; LEUKOCYTE RECRUITMENT; GENE-EXPRESSION; INFLAMMATION; MELLITUS; GLUCOSE; IDENTIFICATION; MICE; CLASSIFICATION;
D O I
10.1073/pnas.1114513109
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Type 2 diabetes (T2D) is a complex, polygenic disease affecting nearly 300 million people worldwide. T2D is primarily characterized by insulin resistance, and growing evidence has indicated the causative link between adipose tissue inflammation and the development of insulin resistance. Genetic association studies have successfully revealed a number of important genes consistently associated with T2D to date. However, these robust T2D-associated genes do not fully elucidate the mechanisms underlying the development and progression of the disease. Here, we report an alternative approach, gene expression-based genome-wide association study (eGWAS): searching for genes repeatedly implicated in functional microarray experiments (often publicly available). We performed an eGWAS across 130 independent experiments (totally 1,175 T2D case-control microarrays) to find additional genes implicated in the molecular pathogenesis of T2D and identified the immune-cell receptor CD44 as our top candidate (P = 8.5 x 10(-20)). We found CD44 deficiency in a diabetic mouse model ameliorates insulin resistance and adipose tissue inflammation and also found that anti-CD44 antibody treatment decreases blood glucose levels and adipose tissue macrophage accumulation in a high-fat, diet-fed mouse model. Further, in humans, we observed CD44 is expressed in inflammatory cells in obese adipose tissue and discovered serum CD44 levels were positively correlated with insulin resistance and glycemic control. CD44 likely plays a causative role in the development of adipose tissue inflammation and insulin resistance in rodents and humans. Genes repeatedly implicated in publicly available experimental data may have unique functionally important roles in T2D and other complex diseases.
引用
收藏
页码:7049 / 7054
页数:6
相关论文
共 43 条
[11]   A genome-wide search for human non-insulin dependent (type 2) diabetes genes reveals a major susceptibility locus on chromosome 2 [J].
Hanis, CL ;
Boerwinkle, E ;
Chakraborty, R ;
Ellsworth, DL ;
Concannon, P ;
Stirling, B ;
Morrison, VA ;
Wapelhorst, B ;
Spielman, RS ;
GogolinEwens, KJ ;
Shephard, JM ;
Williams, SR ;
Risch, N ;
Hinds, D ;
Iwasaki, N ;
Ogata, M ;
Omori, Y ;
Petzold, C ;
Rietzsch, H ;
Schroder, HE ;
Schulze, J ;
Cox, NJ ;
Menzel, S ;
Boriraj, VV ;
Chen, X ;
Lim, LR ;
Lindner, T ;
Mereu, LE ;
Wang, YQ ;
Xiang, K ;
Yamagata, K ;
Yang, Y ;
Bell, GI .
NATURE GENETICS, 1996, 13 (02) :161-166
[12]   Inflammation and metabolic disorders [J].
Hotamisligil, Goekhan S. .
NATURE, 2006, 444 (7121) :860-867
[13]   An Integration of Genome-Wide Association Study and Gene Expression Profiling to Prioritize the Discovery of Novel Susceptibility Loci for Osteoporosis-Related Traits [J].
Hsu, Yi-Hsiang ;
Zillikens, M. Carola ;
Wilson, Scott G. ;
Farber, Charles R. ;
Demissie, Serkalem ;
Soranzo, Nicole ;
Bianchi, Estelle N. ;
Grundberg, Elin ;
Liang, Liming ;
Richards, J. Brent ;
Estrada, Karol ;
Zhou, Yanhua ;
van Nas, Atila ;
Moffatt, Miriam F. ;
Zhai, Guangju ;
Hofman, Albert ;
van Meurs, Joyce B. ;
Pols, Huibert A. P. ;
Price, Roger I. ;
Nilsson, Olle ;
Pastinen, Tomi ;
Cupples, L. Adrienne ;
Lusis, Aldons J. ;
Schadt, Eric E. ;
Ferrari, Serge ;
Uitterlinden, Andre G. ;
Rivadeneira, Fernando ;
Spector, Timothy D. ;
Karasik, David ;
Kiel, Douglas P. .
PLOS GENETICS, 2010, 6 (06) :1-16
[14]   CD44-specific antibody treatment and CD44 deficiency exert distinct effects on leukocyte recruitment in experimental arthritis [J].
Hutas, Gabor ;
Bajnok, Eva ;
Gal, Istvan ;
Finnegan, Alison ;
Glant, Tibor T. ;
Mikecz, Katalin .
BLOOD, 2008, 112 (13) :4999-5006
[15]   Identification of complement factor 5 as a susceptibility locus for experimental allergic asthma [J].
Karp, CL ;
Grupe, A ;
Schadt, E ;
Ewart, SL ;
Keane-Moore, M ;
Cuomo, PJ ;
Köhl, J ;
Wahl, L ;
Kuperman, D ;
Germer, S ;
Aud, D ;
Peltz, G ;
Wills-Karp, M .
NATURE IMMUNOLOGY, 2000, 1 (03) :221-226
[16]  
Katoh S, 2003, J CLIN INVEST, V111, P1563, DOI [10.1172/JCI16583, 10.1172/JCI200316583]
[17]   Regulation of bone mass in mice by the lipoxygenase gene Alox15 [J].
Klein, RF ;
Allard, J ;
Avnur, Z ;
Nikolcheva, T ;
Rotstein, D ;
Carlos, AS ;
Shea, M ;
Waters, RV ;
Belknap, JK ;
Peltz, G ;
Orwoll, ES .
SCIENCE, 2004, 303 (5655) :229-232
[18]   Mapping of a gene for type 2 diabetes associated with an insulin secretion defect by a genome scan in Finnish families [J].
Mahtani, MM ;
Widen, E ;
Lehto, M ;
Thomas, J ;
McCarthy, M ;
Brayer, J ;
Bryant, B ;
Chan, GY ;
Daly, M ;
Forsblom, C ;
Kanninen, T ;
Kirby, A ;
Kruglyak, L ;
Munnelly, K ;
Parkkonen, M ;
ReeveDaly, MP ;
Weaver, A ;
Brettin, T ;
Duyk, G ;
Lander, ES ;
Groop, LC .
NATURE GENETICS, 1996, 14 (01) :90-94
[19]   HOMEOSTASIS MODEL ASSESSMENT - INSULIN RESISTANCE AND BETA-CELL FUNCTION FROM FASTING PLASMA-GLUCOSE AND INSULIN CONCENTRATIONS IN MAN [J].
MATTHEWS, DR ;
HOSKER, JP ;
RUDENSKI, AS ;
NAYLOR, BA ;
TREACHER, DF ;
TURNER, RC .
DIABETOLOGIA, 1985, 28 (07) :412-419
[20]   ANTI-CD44 TREATMENT ABROGATES TISSUE EDEMA AND LEUKOCYTE INFILTRATION IN MURINE ARTHRITIS [J].
MIKECZ, K ;
BRENNAN, FR ;
KIM, JH ;
GLANT, TT .
NATURE MEDICINE, 1995, 1 (06) :558-563