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 50 条
  • [41] What Role do Work, Health and Ability to Work have in the Development of social Inequality with regard to the early Retirement of older Employees in Germany? A causal Mediation Analysis by using Data from the lidA Cohort Study
    Rohrbacher, M.
    Hasselhorn, H.
    GESUNDHEITSWESEN, 2022, 84 (08/09) : 762 - 762
  • [42] Self-help behaviors partially mediate the relationship between personalized depression risk disclosure and psychological distress: A mediation analysis using data from a randomized controlled trial
    Warner, Emily
    Nannarone, Molly
    Manuel, Douglas
    Lashewicz, Bonnie
    Patten, Scott
    Schmitz, Norbert
    Wang, JianLi
    JOURNAL OF PSYCHIATRIC RESEARCH, 2021, 140 : 7 - 14
  • [43] Attributable mortality benefit of digoxin treatment in hypoplastic left heart syndrome after the Norwood operation: An instrumental variable-based analysis using data from the Pediatric Health Information Systems Database
    O'Byrne, Michael L.
    Song, Lihai
    Huang, Jing
    Lemley, Bethan
    Goldberg, David
    Gardner, Monique M.
    Ravishankar, Chitra
    Rome, Jonathan J.
    Glatz, Andrew C.
    AMERICAN HEART JOURNAL, 2023, 263 : 35 - 45
  • [44] USING INTEGRATIVE DATA ANALYSIS AND TIME-VARYING EFFECT MODELS TO EXAMINE SEXUAL RISK FROM ADOLESCENCE THROUGH EMERGING ADULTHOOD AMONG AFRICAN AMERICAN FEMALES IN THE SOUTH
    Swartzendruber, Andrea
    Brown, Jennifer L.
    Sales, Jessica M.
    DiClemente, Ralph J.
    Windle, Michael
    Haardorfer, Regine
    JOURNAL OF ADOLESCENT HEALTH, 2018, 62 (02) : S3 - S4
  • [45] Using random forests to understand the relative importance of income for predicting cardiovascular risk factors: Evidence using data from the national health and nutrition examination survey, 2003-2004.
    Rehkopf, D.
    AMERICAN JOURNAL OF EPIDEMIOLOGY, 2007, 165 (11) : S101 - S101
  • [46] Genetic variation in the ADIPOQ gene, adiponectin concentrations and risk of colorectal cancer: a Mendelian Randomization analysis using data from three large cohort studies
    Nimptsch, Katharina
    Song, Mingyang
    Aleksandrova, Krasimira
    Katsoulis, Michail
    Freisling, Heinz
    Jenab, Mazda
    Gunter, Marc J.
    Tsilidis, Konstantinos K.
    Weiderpass, Elisabete
    Bueno-De-Mesquita, H. Bas
    Chong, Dawn Q.
    Jensen, Majken K.
    Wu, Chunsen
    Overvad, Kim
    Kuehn, Tilman
    Barrdahl, Myrto
    Melander, Olle
    Jirstrom, Karin
    Peeters, Petra H.
    Sieri, Sabina
    Panico, Salvatore
    Cross, Amanda J.
    Riboli, Elio
    Van Guelpen, Bethany
    Myte, Robin
    Maria Huerta, Jose
    Rodriguez-Barranco, Miguel
    Ramon Quiros, Jose
    Dorronsoro, Miren
    Tjonneland, Anne
    Olsen, Anja
    Travis, Ruth
    Boutron-Ruault, Marie-Christine
    Carbonnel, Franck
    Severi, Gianluca
    Bonet, Catalina
    Palli, Domenico
    Janke, Juergen
    Lee, Young-Ae
    Boeing, Heiner
    Giovannucci, Edward L.
    Ogino, Shuji
    Fuchs, Charles S.
    Rimm, Eric
    Wu, Kana
    Chan, Andrew T.
    Pischon, Tobias
    EUROPEAN JOURNAL OF EPIDEMIOLOGY, 2017, 32 (05) : 419 - 430
  • [47] Genetic variation in the ADIPOQ gene, adiponectin concentrations and risk of colorectal cancer: a Mendelian Randomization analysis using data from three large cohort studies
    Katharina Nimptsch
    Mingyang Song
    Krasimira Aleksandrova
    Michail Katsoulis
    Heinz Freisling
    Mazda Jenab
    Marc J. Gunter
    Konstantinos K. Tsilidis
    Elisabete Weiderpass
    H. Bas Bueno-De-Mesquita
    Dawn Q. Chong
    Majken K. Jensen
    Chunsen Wu
    Kim Overvad
    Tilman Kühn
    Myrto Barrdahl
    Olle Melander
    Karin Jirström
    Petra H. Peeters
    Sabina Sieri
    Salvatore Panico
    Amanda J. Cross
    Elio Riboli
    Bethany Van Guelpen
    Robin Myte
    José María Huerta
    Miguel Rodriguez-Barranco
    José Ramón Quirós
    Miren Dorronsoro
    Anne Tjønneland
    Anja Olsen
    Ruth Travis
    Marie-Christine Boutron-Ruault
    Franck Carbonnel
    Gianluca Severi
    Catalina Bonet
    Domenico Palli
    Jürgen Janke
    Young-Ae Lee
    Heiner Boeing
    Edward L. Giovannucci
    Shuji Ogino
    Charles S. Fuchs
    Eric Rimm
    Kana Wu
    Andrew T. Chan
    Tobias Pischon
    European Journal of Epidemiology, 2017, 32 : 419 - 430
  • [48] Blood cadmium is associated with increased fracture risk in never-smokers - results from a case-control study using data from the Malm o <spacing diaeresis> Diet and Cancer cohort
    Wallin, Maria
    Andersson, Eva M.
    Engstrom, Gunnar
    BONE, 2024, 179
  • [49] Predictive model for risk of gastric cancer using genetic variants from genome-wide association studies and high-evidence meta-analysis
    Qiu, Lixin
    Qu, Xiaofei
    He, Jing
    Cheng, Lei
    Zhang, Ruoxin
    Sun, Menghong
    Yang, Yajun
    Wang, Jiucun
    Wang, Mengyun
    Zhu, Xiaodong
    Guo, Weijian
    CANCER MEDICINE, 2020, 9 (19): : 7310 - 7316
  • [50] Is the impact of paid maternity leave policy on the prevalence of childhood diarrhoea mediated by breastfeeding duration? A causal mediation analysis using quasi-experimental evidence from 38 low-income and middle-income countries
    Chai, Yan
    Nandi, Arijit
    Heymann, Jody
    BMJ OPEN, 2024, 14 (01):