Mendelian randomization for cardiovascular diseases: principles and applications

被引:365
作者
Larsson, Susanna C. [1 ,2 ]
Butterworth, Adam S. [3 ,4 ,5 ,6 ,7 ,8 ]
Burgess, Stephen [3 ,4 ,9 ]
机构
[1] Uppsala Univ, Dept Surg Sci, Unit Med Epidemiol, Uppsala, Sweden
[2] Karolinska Inst, Inst Environm Med, Unit Cardiovasc & Nutr Epidemiol, Stockholm, Sweden
[3] Univ Cambridge, British Heart Fdn Cardiovasc Epidemiol Unit, Dept Publ Hlth & Primary Care, Cambridge, England
[4] Univ Cambridge, Victor Phillip Dahdaleh Heart & Lung Res Inst, Papworth Rd, Cambridge, England
[5] Univ Cambridge, Addenbrookes Hosp, British Heart Fdn Ctr Res Excellence, Sch Clin Med, Cambridge, England
[6] Hlth Data Res UK, Wellcome Genome Campus, Cambridge, England
[7] Univ Cambridge, Hinxton, England
[8] Univ Cambridge, Natl Inst Hlth & Care Res, Blood & Transplant Res Unit Donor Hlth & Behav, Cambridge, England
[9] Univ Cambridge, MRC Biostat Unit, Cambridge, England
基金
英国经济与社会研究理事会; 英国医学研究理事会; 英国工程与自然科学研究理事会; 瑞典研究理事会; 英国惠康基金;
关键词
Cardiovascular disease; Genetics; Mendelian randomization; Single nucleotide polymorphisms; CORONARY-HEART-DISEASE; BODY-MASS INDEX; DENSITY-LIPOPROTEIN CHOLESTEROL; GENETIC-VARIANTS; CAUSAL ASSOCIATIONS; WIDE ASSOCIATION; INTERLEUKIN-6; RECEPTOR; THERAPEUTIC TARGET; VASCULAR-DISEASE; ARTERY-DISEASE;
D O I
10.1093/eurheartj/ehad736
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Graphical Abstract Mendelian randomization findings on major cardiometabolic and lifestyle factors and common cardiovascular diseases. Large-scale genome-wide association studies conducted over the last decade have uncovered numerous genetic variants associated with cardiometabolic traits and risk factors. These discoveries have enabled the Mendelian randomization (MR) design, which uses genetic variation as a natural experiment to improve causal inferences from observational data. By analogy with the random assignment of treatment in randomized controlled trials, the random segregation of genetic alleles when DNA is transmitted from parents to offspring at gamete formation is expected to reduce confounding in genetic associations. Mendelian randomization analyses make a set of assumptions that must hold for valid results. Provided that the assumptions are well justified for the genetic variants that are employed as instrumental variables, MR studies can inform on whether a putative risk factor likely has a causal effect on the disease or not. Mendelian randomization has been increasingly applied over recent years to predict the efficacy and safety of existing and novel drugs targeting cardiovascular risk factors and to explore the repurposing potential of available drugs. This review article describes the principles of the MR design and some applications in cardiovascular epidemiology.
引用
收藏
页码:4913 / 4924
页数:12
相关论文
共 125 条
[1]   The GTEx Consortium atlas of genetic regulatory effects across human tissues [J].
Aguet, Francois ;
Barbeira, Alvaro N. ;
Bonazzola, Rodrigo ;
Brown, Andrew ;
Castel, Stephane E. ;
Jo, Brian ;
Kasela, Silva ;
Kim-Hellmuth, Sarah ;
Liang, Yanyu ;
Parsana, Princy ;
Flynn, Elise ;
Fresard, Laure ;
Gamazon, Eric R. ;
Hamel, Andrew R. ;
He, Yuan ;
Hormozdiari, Farhad ;
Mohammadi, Pejman ;
Munoz-Aguirre, Manuel ;
Ardlie, Kristin G. ;
Battle, Alexis ;
Bonazzola, Rodrigo ;
Brown, Christopher D. ;
Cox, Nancy ;
Dermitzakis, Emmanouil T. ;
Engelhardt, Barbara E. ;
Garrido-Martin, Diego ;
Gay, Nicole R. ;
Getz, Gad ;
Guigo, Roderic ;
Hamel, Andrew R. ;
Handsaker, Robert E. ;
He, Yuan ;
Hoffman, Paul J. ;
Hormozdiari, Farhad ;
Im, Hae Kyung ;
Jo, Brian ;
Kasela, Silva ;
Kashin, Seva ;
Kim-Hellmuth, Sarah ;
Kwong, Alan ;
Lappalainen, Tuuli ;
Li, Xiao ;
Liang, Yanyu ;
MacArthur, Daniel G. ;
Mohammadi, Pejman ;
Montgomery, Stephen B. ;
Munoz-Aguirre, Manuel ;
Rouhana, John M. ;
Hormozdiari, Farhad ;
Im, Hae Kyung .
SCIENCE, 2020, 369 (6509) :1318-1330
[2]   Causal associations of short and long sleep durations with 12 cardiovascular diseases: linear and nonlinear Mendelian randomization analyses in UK Biobank [J].
Ai, Sizhi ;
Zhang, Jihui ;
Zhao, Guoan ;
Wang, Ningjian ;
Li, Guohua ;
So, Hon-Cheong ;
Liu, Yaping ;
Chau, Steven Wai-Ho ;
Chen, Jie ;
Tan, Xiao ;
Jia, Fujun ;
Tang, Xiangdong ;
Shi, Jie ;
Lu, Lin ;
Wing, Yun-Kwok .
EUROPEAN HEART JOURNAL, 2021, 42 (34) :3349-+
[3]   Genetic Determinants of Lipids and Cardiovascular Disease Outcomes A Wide-Angled Mendelian Randomization Investigation [J].
Allara, Elias ;
Morani, Gabriele ;
Carter, Paul ;
Gkatzionis, Apostolos ;
Zuber, Verena ;
Foley, Christopher N. ;
Rees, Jessica M. B. ;
Mason, Amy M. ;
Bell, Steven ;
Gill, Dipender ;
Lindstrom, Sara ;
Butterworth, Adam S. ;
Di Angelantonio, Emanuele ;
Peters, James ;
Burgess, Stephen .
CIRCULATION-GENOMIC AND PRECISION MEDICINE, 2019, 12 (12) :543-551
[4]   Drug target Mendelian randomisation: are we really instrumenting drug use? [J].
Anderson, Emma L. ;
Williams, Dylan M. .
DIABETOLOGIA, 2023, 66 (06) :1156-1158
[5]   Discovery and systematic characterization of risk variants and genes for coronary artery disease in over a million participants [J].
Aragam, Krishna G. ;
Jiang, Tao ;
Goel, Anuj ;
Kanoni, Stavroula ;
Wolford, Brooke N. ;
Atri, Deepak S. ;
Weeks, Elle M. ;
Wang, Minxian ;
Hindy, George ;
Zhou, Wei ;
Grace, Christopher ;
Roselli, Carolina ;
Marston, Nicholas A. ;
Kamanu, Frederick K. ;
Surakka, Ida ;
Venegas, Loreto Munoz ;
Sherliker, Paul ;
Koyama, Satoshi ;
Ishigaki, Kazuyoshi ;
Asvold, Bjorn O. ;
Brown, Michael R. ;
Brumpton, Ben ;
de Vries, Paul S. ;
Giannakopoulou, Olga ;
Giardoglou, Panagiota ;
Gudbjartsson, Daniel F. ;
Gueldener, Ulrich ;
Haider, Syed M. Ijlal ;
Helgadottir, Anna ;
Ibrahim, Maysson ;
Kastrati, Adnan ;
Kessler, Thorsten ;
Kyriakou, Theodosios ;
Konopka, Tomasz ;
Li, Ling ;
Ma, Lijiang ;
Meitinger, Thomas ;
Mucha, Soeren ;
Munz, Matthias ;
Murgia, Federico ;
Nielsen, Jonas B. ;
Noethen, Markus M. ;
Pang, Shichao ;
Reinberger, Tobias ;
Schnitzler, Gavin ;
Smedley, Damian ;
Thorleifsson, Gudmar ;
von Scheidt, Moritz ;
Ulirsch, Jacob C. ;
Arnar, David O. .
NATURE GENETICS, 2022, 54 (12) :1803-1815
[6]   The "top 100' drugs and classes in England: an updated "starter formulary' for trainee prescribers [J].
Audi, Selma ;
Burrage, Daniel R. ;
Lonsdale, Dagan O. ;
Pontefract, Sarah ;
Coleman, Jamie J. ;
Hitchings, Andrew W. ;
Baker, Emma H. .
BRITISH JOURNAL OF CLINICAL PHARMACOLOGY, 2018, 84 (11) :2562-2571
[7]   Physical activity, sedentary behavior and risk of coronary artery disease, myocardial infarction and ischemic stroke: a two-sample Mendelian randomization study [J].
Bahls, Martin ;
Leitzmann, Michael F. ;
Karch, Andre ;
Teumer, Alexander ;
Doerr, Marcus ;
Felix, Stephan B. ;
Meisinger, Christa ;
Baumeister, Sebastian E. ;
Baurecht, Hansjoerg .
CLINICAL RESEARCH IN CARDIOLOGY, 2021, 110 (10) :1564-1573
[8]   Disentangling the effects of traits with shared clustered genetic predictors using multivariable Mendelian randomization [J].
Batool, Fatima ;
Patel, Ashish ;
Gill, Dipender ;
Burgess, Stephen .
GENETIC EPIDEMIOLOGY, 2022, 46 (07) :415-429
[9]   Association of Habitual Alcohol Intake With Risk of Cardiovascular Disease [J].
Biddinger, Kiran J. ;
Emdin, Connor A. ;
Haas, Mary E. ;
Wang, Minxian ;
Hindy, George ;
Ellinor, Patrick T. ;
Kathiresan, Sekar ;
Khera, Amit, V ;
Aragam, Krishna G. .
JAMA NETWORK OPEN, 2022, 5 (03) :E223849
[10]   Calcium supplements with or without vitamin D and risk of cardiovascular events: reanalysis of the Women's Health Initiative limited access dataset and meta-analysis [J].
Bolland, Mark J. ;
Grey, Andrew ;
Avenell, Alison ;
Gamble, Greg D. ;
Reid, Ian R. .
BMJ-BRITISH MEDICAL JOURNAL, 2011, 342