Are blood lipids risk factors for fracture? Integrative evidence from instrumental variable causal inference and mediation analysis using genetic data

被引:17
作者
Chen, Haimiao [1 ]
Shao, Zhonghe [1 ]
Gao, Yixin [1 ]
Yu, Xinghao [1 ]
Huang, Shuiping [1 ,2 ]
Zeng, Ping [1 ,2 ]
机构
[1] Xuzhou Med Univ, Sch Publ Hlth, Dept Epidemiol & Biostat, Xuzhou, Jiangsu, Peoples R China
[2] Xuzhou Med Univ, Sch Publ Hlth, Ctr Med Stat & Data Anal, Xuzhou, Jiangsu, Peoples R China
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
Lipids; Fracture; Bone mineral density; Mendelian randomization; Causal association; Mediation analysis; BONE-MINERAL DENSITY; MENDELIAN RANDOMIZATION; POSTMENOPAUSAL WOMEN; METABOLIC SYNDROME; OSTEOPOROTIC FRACTURES; VARIANTS; HDL; EPIDEMIOLOGY; ASSOCIATION; HEALTH;
D O I
10.1016/j.bone.2019.115174
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background: The relationship between lipids and the risk of fracture is currently controversial and whether such association is causal remains elusive. Methods: We performed two-sample inverse variance weighted (IVW) Mendelian randomization (MR) analyses to evaluate causal effects of four lipids (i.e. high-density lipoprotein cholesterol [HDL], low-density lipoprotein cholesterol [LDL], total cholesterol [TC] and triglyceride [TG]) on fracture or bone mineral density (BMD) with summary statistics from large scale genome-wide association studies (up to similar to 190,000 for lipids, similar to 66,628 for BMD and similar to 53,000 for fracture). We validated our MR results with extensive sensitive analyses including MR-PRESSO and MR-Egger regression. Multivariable analyses were implemented to investigate whether other lipids (i.e. LDL and TG) may confound the causal effect of HDL on fracture and mediation analyses were conducted to assess indirect effects of lipids on fracture mediated by BMD. Results: The IVW MR showed there existed a statistically significant association between HDL and fracture, with the odd ratio (OR) per standard deviation change of HDL on fracture being 1.12 (95% CI: 1.02-1.22, p = 1.20E-02). HDL was also detected to be causally associated with BMD (beta = -0.116; 95% CI: -0.182 similar to -0.050, p = 5.47E-04). These associations were further confirmed by the weighted median and maximum likelihood methods, with the MR-Egger regression removing the possibility of pleiotropy and the multivariable analysis excluding the confounding effect of other lipids on HDL. Negative associations of HDL with BMD among the elderly and with BMD at the lumbar spine were also discovered. However, no causal associations were detected between other lipids (OR = 0.87, 95% CI: 0.74-1.03, p = .107 for LDL; OR = 1.03; 95% CI: 0.88-1.21, p = .696 for TC and OR = 1.04; 95% CI: 0.90-1.20, p = .610 for TG) and fracture; whereas TG was positively associated BMD (beta = 0.184; 95% CI: 0.048-0.319, p = 7.93E-03). Finally, the mediation effect of BMD was estimated to be -0.116 (95% CI: -0.182 to -0.05, p = 5.47E-04) for HDL or 0.184 (95% CI: 0.048-0.319, p = 7.93E-03) for TG, implying HDL and TG could be indirectly associated with fracture risk via the pathway of BMD. Conclusion: Our study is supportive of the causal relationship between HDL and fracture but offers little direct evidence for causal associations between other lipids and fracture, and further reveals HDL and TG may have an indirect influence on fracture mediated by BMD.
引用
收藏
页数:7
相关论文
共 70 条
  • [1] Features of the metabolic syndrome and the risk of non-vertebral fractures: The Tromso study
    Ahmed, LA
    Schirmer, H
    Berntsen, GK
    Fonnebo, V
    Joakimsen, RMJ
    [J]. OSTEOPOROSIS INTERNATIONAL, 2006, 17 (03) : 426 - 432
  • [2] Links between cardiovascular disease and osteoporosis in postmenopausal women:: serum lipids or atherosclerosis per se?
    Bagger, Y. Z.
    Rasmussen, H. B.
    Alexandersen, P.
    Werge, T.
    Christiansen, C.
    Tanko, L. B.
    [J]. OSTEOPOROSIS INTERNATIONAL, 2007, 18 (04) : 505 - 512
  • [3] Use of statins and fracture - Results of 4 prospective studies and cumulative meta-analysis of observational studies and controlled trials
    Bauer, DC
    Mundy, GR
    Jamal, SA
    Black, DM
    Cauley, JA
    Ensrud, KE
    van der Klift, M
    Pols, HAP
    [J]. ARCHIVES OF INTERNAL MEDICINE, 2004, 164 (02) : 146 - 152
  • [4] The Ability of a Single BMD and Fracture History Assessment to Predict Fracture Over 25 Years in Postmenopausal Women: The Study of Osteoporotic Fractures
    Black, Dennis M.
    Cauley, Jane A.
    Wagman, Rachel
    Ensrud, Kristine
    Fink, Howard A.
    Hillier, Teresa A.
    Lui, Li-Yung
    Cummings, Steven R.
    Schousboe, John T.
    Napoli, Nicola
    [J]. JOURNAL OF BONE AND MINERAL RESEARCH, 2018, 33 (03) : 389 - 395
  • [5] Assessing the suitability of summary data for two-sample Mendelian randomization analyses using MR-Egger regression: the role of the I2 statistic
    Bowden, Jack
    Del Greco, Fabiola M.
    Minelli, Cosetta
    Smith, George Davey
    Sheehan, Nuala A.
    Thompson, John R.
    [J]. INTERNATIONAL JOURNAL OF EPIDEMIOLOGY, 2016, 45 (06) : 1961 - 1974
  • [6] Consistent Estimation in Mendelian Randomization with Some Invalid Instruments Using a Weighted Median Estimator
    Bowden, Jack
    Smith, George Davey
    Haycock, Philip C.
    Burgess, Stephen
    [J]. GENETIC EPIDEMIOLOGY, 2016, 40 (04) : 304 - 314
  • [7] A LOW-FAT DIET DECREASES HIGH-DENSITY LIPOPROTEIN (HDL) CHOLESTEROL LEVELS BY DECREASING HDL APOLIPOPROTEIN TRANSPORT RATES
    BRINTON, EA
    EISENBERG, S
    BRESLOW, JL
    [J]. JOURNAL OF CLINICAL INVESTIGATION, 1990, 85 (01) : 144 - 151
  • [8] Calculating statistical power in Mendelian randomization studies
    Brion, Marie-Jo A.
    Shakhbazov, Konstantin
    Visscher, Peter M.
    [J]. INTERNATIONAL JOURNAL OF EPIDEMIOLOGY, 2013, 42 (05) : 1497 - 1501
  • [9] An atlas of genetic correlations across human diseases and traits
    Bulik-Sullivan, Brendan
    Finucane, Hilary K.
    Anttila, Verneri
    Gusev, Alexander
    Day, Felix R.
    Loh, Po-Ru
    Duncan, Laramie
    Perry, John R. B.
    Patterson, Nick
    Robinson, Elise B.
    Daly, Mark J.
    Price, Alkes L.
    Neale, Benjamin M.
    [J]. NATURE GENETICS, 2015, 47 (11) : 1236 - +
  • [10] Burge R, 2007, J BONE MINER RES, V22, P465, DOI [10.1359/jbmr.061113, 10.1359/JBMR.061113]