Using Multivariable Mendelian Randomization to Disentangle the Causal Effects of Lipid Fractions

被引:71
作者
Burgess, Stephen [1 ]
Freitag, Daniel F. [1 ]
Khan, Hassan [1 ]
Gorman, Donal N. [1 ]
Thompson, Simon G. [1 ]
机构
[1] Univ Cambridge, Dept Publ Hlth & Primary Care, Cardiovasc Epidemiol Unit, Cambridge, England
来源
PLOS ONE | 2014年 / 9卷 / 10期
基金
英国惠康基金;
关键词
CORONARY-HEART-DISEASE; GENETIC-VARIANTS; RISK-FACTORS; TRIGLYCERIDES;
D O I
10.1371/journal.pone.0108891
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
Background: Previous Mendelian randomization studies have suggested that, while low-density lipoprotein cholesterol (LDL-c) and triglycerides are causally implicated in coronary artery disease (CAD) risk, high-density lipoprotein cholesterol (HDL-c) may not be, with causal effect estimates compatible with the null. Principal Findings: The causal effects of these three lipid fractions can be better identified using the extended methods of 'multivariable Mendelian randomization'. We employ this approach using published data on 185 lipid-related genetic variants and their associations with lipid fractions in 188,578 participants, and with CAD risk in 22,233 cases and 64,762 controls. Our results suggest that HDL-c may be causally protective of CAD risk, independently of the effects of LDL-c and triglycerides. Estimated causal odds ratios per standard deviation increase, based on 162 variants not having pleiotropic associations with either blood pressure or body mass index, are 1.57 (95% credible interval 1.45 to 1.70) for LDL-c, 0.91 (0.83 to 0.99, p-value = 0.028) for HDL-c, and 1.29 (1.16 to 1.43) for triglycerides. Significance: Some interventions on HDL-c concentrations may influence risk of CAD, but to a lesser extent than interventions on LDL-c. A causal interpretation of these estimates relies on the assumption that the genetic variants do not have pleiotropic associations with risk factors on other pathways to CAD. If they do, a weaker conclusion is that genetic predictors of LDL-c, HDL-c and triglycerides each have independent associations with CAD risk.
引用
收藏
页数:8
相关论文
共 26 条
  • [1] ANGRIST JD, 2006, J EXPT CRIMINOLOGY, V0002
  • [2] [Anonymous], COCHRANE DATABASE SY
  • [3] Effects of torcetrapib in patients at high risk for coronary events
    Barter, Philip J.
    Caulfield, Mark
    Eriksson, Mats
    Grundy, Scott M.
    Kastelein, John J. P.
    Komajda, Michel
    Lopez-Sendon, Jose
    Mosca, Lori
    Tardif, Jean-Claude
    Waters, David D.
    Shear, Charles L.
    Revkin, James H.
    Buhr, Kevin A.
    Fisher, Marian R.
    Tall, Alan R.
    Brewer, Bryan
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2007, 357 (21) : 2109 - 2122
  • [4] Burgess S, 2014, AM J EPIDEMIOL UNPUB
  • [6] Mendelian Randomization Analysis With Multiple Genetic Variants Using Summarized Data
    Burgess, Stephen
    Butterworth, Adam
    Thompson, Simon G.
    [J]. GENETIC EPIDEMIOLOGY, 2013, 37 (07) : 658 - 665
  • [7] Use of Mendelian randomisation to assess potential benefit of clinical intervention
    Burgess, Stephen
    Butterworth, Adam
    Malarstig, Anders
    Thompson, Simon G.
    [J]. BMJ-BRITISH MEDICAL JOURNAL, 2012, 345
  • [8] Risk factors, confounding, and the illusion of statistical control
    Christenfeld, NJS
    Sloan, RP
    Carroll, D
    Greenland, S
    [J]. PSYCHOSOMATIC MEDICINE, 2004, 66 (06): : 868 - 875
  • [9] Di Angelantonio E, 2009, JAMA-J AM MED ASSOC, V302, P1993, DOI 10.1001/jama.2009.1619
  • [10] Common variants associated with plasma triglycerides and risk for coronary artery disease
    Do, Ron
    Willer, Cristen J.
    Schmidt, Ellen M.
    Sengupta, Sebanti
    Gao, Chi
    Peloso, Gina M.
    Gustafsson, Stefan
    Kanoni, Stavroula
    Ganna, Andrea
    Chen, Jin
    Buchkovich, Martin L.
    Mora, Samia
    Beckmann, Jacques S.
    Bragg-Gresham, Jennifer L.
    Chang, Hsing-Yi
    Demirkan, Ayse
    Den Hertog, Heleen M.
    Donnelly, Louise A.
    Ehret, Georg B.
    Esko, Tonu
    Feitosa, Mary F.
    Ferreira, Teresa
    Fischer, Krista
    Fontanillas, Pierre
    Fraser, Ross M.
    Freitag, Daniel F.
    Gurdasani, Deepti
    Heikkila, Kauko
    Hyppoenen, Elina
    Isaacs, Aaron
    Jackson, Anne U.
    Johansson, Asa
    Johnson, Toby
    Kaakinen, Marika
    Kettunen, Johannes
    Kleber, Marcus E.
    Li, Xiaohui
    Luan, Jian'an
    Lyytikainen, Leo-Pekka
    Magnusson, Patrik K. E.
    Mangino, Massimo
    Mihailov, Evelin
    Montasser, May E.
    Mueller-Nurasyid, Martina
    Nolte, Ilja M.
    O'Connell, Jeffrey R.
    Palmer, Cameron D.
    Perola, Markus
    Petersen, Ann-Kristin
    Sanna, Serena
    [J]. NATURE GENETICS, 2013, 45 (11) : 1345 - +