Exposing the Causal Effect of C-Reactive Protein on the Risk of Type 2 Diabetes Mellitus: A Mendelian Randomization Study

被引:68
作者
Cheng, Liang [1 ]
Zhuang, He [1 ]
Yang, Shuo [1 ]
Jiang, Huijie [2 ]
Wang, Song [3 ]
Zhang, Jun [4 ]
机构
[1] Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin, Heilongjiang, Peoples R China
[2] Harbin Med Univ, Affiliated Hosp 2, Dept Radiol, Harbin, Heilongjiang, Peoples R China
[3] Shanghai Univ Tradit Chinese Med, Longhua Hosp, Dept Radiol, Shanghai, Peoples R China
[4] Heilongjiang Prov Land Reclamat Headquarters Gen, Dept Rehabil & Pharm, Harbin, Heilongjiang, Peoples R China
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
C-reactive protein; type 2 diabetes mellitus; causal effect; genome-wide association studies; mendelian randomization; type 1 diabetes mellitus; GENOME-WIDE ASSOCIATION; INFLAMMATORY MARKERS; LOCI; METAANALYSIS; ADIPONECTIN; INSTRUMENTS; POPULATION; PREDICTION; INSIGHTS; COHORT;
D O I
10.3389/fgene.2018.00657
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
As a biomarker of inflammation, C-reactive protein (CRP) has attracted much attention due to its role in the incidence of type 2 diabetes mellitus (T2DM). Prospective studies have observed a positive correlation between the level of serum CRP and the incidence of T2DM. Recently, studies have reported that drugs for curing T2DM can also decrease the level of serum CRP. However, it is not yet clear whether high CRP levels cause T2DM. To evaluate this, we conducted a Mendelian randomization (MR) analysis using genetic variations as instrumental variables (IVs). Significantly associated single nucleotide polymorphisms (SNPs) of CRP were obtained from a genome-wide study and a replication study. Therein, 17,967 participants were utilized for the genome-wide association study (GWAS), and another 14,747 participants were utilized for the replication of identifying SNPs associated with CRP levels. The associations between SNPs and T2DM were from the DIAbetes Genetics Replication And Meta-analysis (DIAGRAM) consortium. After removing SNPs in linkage disequilibrium (LD) and T2DM-related SNPs, the four remaining CRP-related SNPs were deemed as IVs. To evaluate the pooled influence of these IVs on the risk of developing T2DM through CRP, the penalized robust inverse-variance weighted (IVW) method was carried out. The combined result (OR 1.114048; 95% CI 1.058656 to 1.172338; P = 0.024) showed that high levels of CRP significantly increase the risk of T2DM. In the subsequent analysis of the relationship between CRP and type 1 diabetes mellitus (T1DM), the pooled result (OR 1.017145; 95% CI 0.9066489 to 1.14225; P = 0.909) supported that CRP levels cannot determine the risk of developing T1DM.
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页数:8
相关论文
共 56 条
[1]   Confounding by linkage disequilibrium [J].
Aissani, Brahim .
JOURNAL OF HUMAN GENETICS, 2014, 59 (02) :110-115
[2]   Hundreds of variants clustered in genomic loci and biological pathways affect human height [J].
Allen, Hana Lango ;
Estrada, Karol ;
Lettre, Guillaume ;
Berndt, Sonja I. ;
Weedon, Michael N. ;
Rivadeneira, Fernando ;
Willer, Cristen J. ;
Jackson, Anne U. ;
Vedantam, Sailaja ;
Raychaudhuri, Soumya ;
Ferreira, Teresa ;
Wood, Andrew R. ;
Weyant, Robert J. ;
Segre, Ayellet V. ;
Speliotes, Elizabeth K. ;
Wheeler, Eleanor ;
Soranzo, Nicole ;
Park, Ju-Hyun ;
Yang, Jian ;
Gudbjartsson, Daniel ;
Heard-Costa, Nancy L. ;
Randall, Joshua C. ;
Qi, Lu ;
Smith, Albert Vernon ;
Maegi, Reedik ;
Pastinen, Tomi ;
Liang, Liming ;
Heid, Iris M. ;
Luan, Jian'an ;
Thorleifsson, Gudmar ;
Winkler, Thomas W. ;
Goddard, Michael E. ;
Lo, Ken Sin ;
Palmer, Cameron ;
Workalemahu, Tsegaselassie ;
Aulchenko, Yurii S. ;
Johansson, Asa ;
Zillikens, M. Carola ;
Feitosa, Mary F. ;
Esko, Tonu ;
Johnson, Toby ;
Ketkar, Shamika ;
Kraft, Peter ;
Mangino, Massimo ;
Prokopenko, Inga ;
Absher, Devin ;
Albrecht, Eva ;
Ernst, Florian ;
Glazer, Nicole L. ;
Hayward, Caroline .
NATURE, 2010, 467 (7317) :832-838
[3]   Type 2 Diabetes and Heart Failure - More Scrutiny Wanted [J].
Atar, Dan ;
Hanssen, Kristian F. .
CARDIOLOGY, 2018, 139 (01) :37-39
[4]   Genome-wide association study and meta-analysis find that over 40 loci affect risk of type 1 diabetes [J].
Barrett, Jeffrey C. ;
Clayton, David G. ;
Concannon, Patrick ;
Akolkar, Beena ;
Cooper, Jason D. ;
Erlich, Henry A. ;
Julier, Cecile ;
Morahan, Grant ;
Nerup, Jorn ;
Nierras, Concepcion ;
Plagnol, Vincent ;
Pociot, Flemming ;
Schuilenburg, Helen ;
Smyth, Deborah J. ;
Stevens, Helen ;
Todd, John A. ;
Walker, Neil M. ;
Rich, Stephen S. .
NATURE GENETICS, 2009, 41 (06) :703-707
[5]   A polymorphism within the G6PC2 gene is associated with fasting plasma glucose levels [J].
Bouatia-Naji, Nabila ;
Rocheleau, Ghislain ;
Van Lommel, Leentje ;
Lemaire, Katleen ;
Schuit, Frans ;
Cavalcanti-Proenca, Christine ;
Marchand, Marion ;
Hartikainen, Anna-Liisa ;
Sovio, Ulla ;
De Graeve, Franck ;
Rung, Johan ;
Vaxillaire, Martine ;
Tichet, Jean ;
Marre, Michel ;
Balkau, Beverley ;
Weill, Jacques ;
Elliott, Paul ;
Jarvelin, Marjo-Riitta ;
Meyre, David ;
Polychronakos, Constantin ;
Dina, Christian ;
Sladek, Robert ;
Froguel, Philippe .
SCIENCE, 2008, 320 (5879) :1085-1088
[6]   Mendelian randomization with invalid instruments: effect estimation and bias detection through Egger regression [J].
Bowden, Jack ;
Smith, George Davey ;
Burgess, Stephen .
INTERNATIONAL JOURNAL OF EPIDEMIOLOGY, 2015, 44 (02) :512-525
[7]   Inflammation, insulin resistance, and diabetes-mendelian randomization using CRP haplotypes points upstream [J].
Brunner, Eric J. ;
Kivimaeki, Mika ;
Witte, Daniel R. ;
Lawlor, Debbie A. ;
Smith, George Davey ;
Cooper, Jackie A. ;
Miller, Michelle ;
Lowe, Gordon D. O. ;
Rumley, Ann ;
Casas, Juan P. ;
Shah, Tina ;
Humphries, Steve E. ;
Hingorani, Aroon D. ;
Marmot, Michael G. ;
Timpson, Nicholas J. ;
Kumari, Meena .
PLOS MEDICINE, 2008, 5 (08) :1278-1286
[8]  
Burgess S., 2016, ARXIV2016160603729
[9]   Common genetic variation near MC4R is associated with waist circumference and insulin resistance [J].
Chambers, John C. ;
Elliott, Paul ;
Zabaneh, Delilah ;
Zhang, Weihua ;
Li, Yun ;
Froguel, Philippe ;
Balding, David ;
Scott, James ;
Kooner, Jaspal S. .
NATURE GENETICS, 2008, 40 (06) :716-718
[10]   LncRNA2Target v2.0: a comprehensive database for target genes of lncRNAs in human and mouse [J].
Cheng, Liang ;
Wang, Pingping ;
Tian, Rui ;
Wang, Song ;
Guo, Qinghua ;
Luo, Meng ;
Zhou, Wenyang ;
Liu, Guiyou ;
Jiang, Huijie ;
Jiang, Qinghua .
NUCLEIC ACIDS RESEARCH, 2019, 47 (D1) :D140-D144